diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 90457ff501ea208e7fbf361f0fbf237e342b9ad0..05d8e27f7e76e9601838236f8ba9f105a1542e17 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": "20260423T060036Z", - "generated_at": "2026-04-23T06:07:06Z", + "snapshot_id": "20260423T120024Z", + "generated_at": "2026-04-23T12:08:00Z", "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 6d3cf133f9bffb6ed09fe7d45de5747e9142b35c..17cf9ed6468cb2dd0cf1df6a543848c8bf1442ef 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": "20260423T060036Z", - "generated_at": "2026-04-23T06:07:06Z", + "snapshot_id": "20260423T120024Z", + "generated_at": "2026-04-23T12:08:00Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f896963cf034a0b6869742e762eee203d701c31988fd4d5e71f900f9e1548ad7", + "prepared_review_unit_hash": "da0c79f7af891e93c31bf6a6e896830cf852361d7a2af0a950286b08c971c008", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not describe the same bug: one is about Tapas tokenization mismatch, one about a bad auth/error message for private model downloads, and one about failing to load bert-base-uncased. They share only broad model/loading context, not a concrete underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is mostly loose similarity around model/tokenization loading problems, but the issues describe different bugs. #16618 is the broadest, most central candidate; the other two are not true duplicates of it.", + "confidence": 0.91, + "canonical_issue_reason": "#16618 is the most general issue in the set and best matches the cluster\u2019s shared theme of model loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue: the reports are about different failure modes. If forced to pick one representative issue, 16618 is the most general/high-traffic model-loading report, but it should not absorb the others as duplicates.", + "best_issue_reason": "#16618 is the best representative because it is the broadest user-facing model loading failure; #15980 is specifically an auth/error-message issue, and #13244 is about tokenization mismatch.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a model-specific preprocessing issue; 'can't load bert-base-uncased' is a separate model-loading failure. They do not look like the same underlying bug." + "reason": "Tokenization mismatch with Tapas vs TensorFlow is a different problem from failing to load bert-base-uncased; only weak topical similarity." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One issue is about an incorrect error message when unauthenticated for private models, while the other is about failing to load a public model. Same broad area, but different concrete problems." + "reason": "#15980 is about an incorrect error message when downloading a private model without login, not the same underlying loading failure as #16618." } ] }, @@ -81,13 +81,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 1, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:24643", "issue:30277", @@ -192,8 +192,8 @@ "issue:43039|issue:44560", "issue:43854|issue:43866", "issue:43425|issue:45070", - "issue:39290|issue:43531", "issue:41093|issue:43638", + "issue:39290|issue:43531", "issue:43404|issue:43866", "issue:45362|issue:45464", "issue:43792|issue:45070", @@ -203,352 +203,322 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "60a520a43966a5c6100aa8cf4c388036725642258dfb02951d51571cabc9f87f", + "prepared_review_unit_hash": "33e49b42e52958f8b3a076c634165900ed5ddba0e5adaeed552ec5e3acf1f51d", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46476, - "estimated_input_tokens": 11619, - "estimated_eval_tokens": 23494 + "serialized_chars": 46483, + "estimated_input_tokens": 11621, + "estimated_eval_tokens": 23498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated one-off model/runtime issues. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading failure across Bert/Gemma3 reports.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3 zero-sized-tensor loading bug; it states the core failure mode succinctly and matches the strongest duplicate candidate pair.", + "summary": "This set is mostly heterogeneous; nearly all soft pairs are different bugs or unrelated docs/model issues. The only clear duplicate pair is the DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds for dimension 0 with size 0\" reports.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3/BERT size-0 IndexError; issue:43638 is the same failure mode with a near-identical repro.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best anchor for the duplicate family because it captures the shared concrete code-path problem (DeepSpeed ZeRO-3 init/load hitting index-0-out-of-bounds on empty tensors).", + "best_issue_reason": "issue:43596 is the best canonical issue because it states the core bug clearly and matches the duplicate sibling issue most directly.", "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 missing config attribute and the other is a streaming chat/completions failure; different bugs and code paths." + "reason": "Same general model family, but different surfaces and failure modes (config attribute error vs streaming chat API failure)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image-preprocessor dtype mismatch vs AMD GPU runtime failure are not the same underlying issue." + "reason": "Different models and different problems: dtype mismatch in preprocessing vs AMD GPU execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS running on AMD GPUs." + "reason": "Both are runtime issues, but the code paths are unrelated (autocast dtype mismatch vs GPU backend failure)." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and failures; one is AMD GPU compatibility, the other is an invalid method call in GraniteMoEHybrid." + "reason": "Different underlying bug: AMD GPU support vs invalid method call in a model implementation." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is a different bug from GPT-OSS failing on AMD GPUs." + "reason": "Different model families and distinct errors; no shared concrete bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch during training is unrelated to ModernBERT ONNX export failure." + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are export/load issues, but ONNX export and FineGrainedFP8Config failures are different problems." + "reason": "ONNX export error and FP8 config failure do not describe the same bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert do not share a concrete code path." + "reason": "Different failure modes and code paths; no basis for duplicate merging." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup for v5 removals, but they concern different removed topics and are not the same change." + "reason": "Both are docs cleanup items for v5 removals, but they target different removed references and are not the same underlying issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to the GenerationMixin import regression." + "reason": "Export-time ONNX issue vs import-time GenerationMixin breakage; unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index errors, but one is ZeRO-3 loading of Bert, the other is a mask/tensor shape mismatch; not the same bug." + "reason": "Both are IndexErrors, but the shapes, contexts, and model/runtime paths differ." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure modes and code paths: ZeRO-3 empty-shard load vs mask shape mismatch." + "reason": "Similar error class, but this is a different mask-shape bug with a different model path." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel behavior." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Shape mismatch in indexing is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Mask/index shape mismatch and GPT-OSS tensor-parallel bug are unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping-name tooling issue is unrelated to the mask/index shape mismatch bug." + "reason": "Tokenizer mapping bug vs tensor mask mismatch; not the same issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset parsing does not match ModernBERT export failure." + "reason": "Processor voice preset bug is unrelated to ONNX export failure." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch during ZeRO-3 training is a different bug from index-0-out-of-bounds during ZeRO-3 loading." + "reason": "Collective mismatch in Jamba/ZeRO-3 is unrelated to the Bert zero-size IndexError." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same concrete ZeRO-3 loading failure; both report index-0-out-of-bounds on size-0 tensors, with only model phrasing differing." + "reason": "Same concrete error message, same DeepSpeed ZeRO-3 initialization path, and same Bert-model loading failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save inconsistency are separate issues." + "reason": "Detokenization bug and LoRA merge/save mismatch are different issues." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy invocation is unrelated to GPT-OSS MoE tensor parallel failure." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure and LoRA merge/save output mismatch are unrelated." + "reason": "NVFP4 model runtime error and LoRA save/load mismatch are not the same bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is not the same as a mask indexing shape error." + "reason": "Activation checkpointing/FSDP tensor recompute mismatch differs from the mask indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different training failures." + "reason": "Both involve DeepSpeed, but one is a weight-dimension error and the other is a collective mismatch; different bugs." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Incorrect detokenization is unrelated to AMD GPU execution failure." + "reason": "Different model failures with no shared code-path evidence." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Bert ZeRO-3 size-0 IndexError is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature regression." + "reason": "Activation checkpointing shape mismatch and custom trainer signature change are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 load-time index error is not the same as GPT-OSS MoE tensor-parallel failure." + "reason": "Different model/runtime subsystems; no shared concrete failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + "reason": "Dtype mismatch in Mistral3 preprocessing is unrelated to GraniteMoE invalid method." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing attribute and Mistral tokenizer patch crash are unrelated." + "reason": "Missing config attribute in vLLM and tokenizer regex patch crash are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is not the same as GPT-OSS MoE TP failure." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL and GPT-OSS tensor parallel are different code paths." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Activation checkpointing/FSDP size mismatch is unrelated to Qwen3 auto device mapping cuda assert." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Mixtral grouped_mm tracing error is unrelated to Phi MoE autocast dtype mismatch." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different issues." }, { - "left": "issue:43716", + "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen NVFP4 runtime failure are not the same bug." + "reason": "Torch version compatibility and NVFP4 runtime error are unrelated." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "NVFP4 runtime error and TRL embedding unpacking failure are unrelated." + "reason": "Qwen3.5 embedding unpacking bug and GPT-OSS tensor-parallel bug are different code paths." }, { "left": "issue:43039", - "right": "issue:44918", + "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different issues." + "reason": "Liger Kernel cross-entropy behavior and mask shape mismatch are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds load failure, just reported against different models." + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but they affect different model families and are not clearly the same underlying bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs and transformers run command docs are separate documentation cleanups." + "reason": "Docs mention different removed/changed APIs; same general area but not the same issue." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM attribute regression is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Gemma3 sliding-window config bug and Qwen3 auto device map assert are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are different model-specific problems." + "reason": "Checkpoint corruption and NemotronH load failure are different problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading issue for GLM-4.7-Flash is not the same as an Ovis2 checkpoint corruption report." + "reason": "Different models and different failure modes; not duplicates." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility complaint and pydantic PretrainedConfig field breakage are different issues." + "reason": "Torch compatibility issue and pydantic model field breakage are unrelated." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Qwen3-MoE sliding_window are separate model/config regressions." + "reason": "Mask shape mismatch and ZeRO-3 Bert size-0 IndexError are different bugs." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Mask shape mismatch is unrelated to ZeRO-3 loading of a Bert model." + "reason": "Both mention sliding_window, but the affected models and exact problems differ." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head weight tying bug is unrelated to Ovis2 checkpoint corruption." + "reason": "Untied lm_head weight and corrupted checkpoint are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming chat/completions failure are different Qwen3.5 issues." + "reason": "Both involve Qwen3.5 chat usage, but one is a transformers-chat crash and the other is a streaming inference API failure." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic field breakage are unrelated." + "reason": "Whisper runtime failure and PretrainedConfig/pydantic breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are different runtime bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error is unrelated to Gemma3 sliding_window_pattern regression." + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template compilation error are different bugs." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Mask/index shape mismatch is unrelated to ZeRO-3 index-out-of-bounds loading." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different features/issues." + "reason": "Processor failure and template compilation error are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only clear duplicate family identified in the packet is the DeepSpeed ZeRO-3 size-0 tensor index-out-of-bounds loading bug across issue:41762, issue:43596, and issue:43638, and the accepted soft-edge pairs are conservative. I did not see evidence of overstatement in the summary or verdicts." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical 43596/43638 choice is well supported by the nearly identical ZeRO-3/BERT size-0 IndexError reports, and the other soft pairs are mostly reasonable false negatives based on distinct titles and failure modes. I don\u2019t see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -561,13 +531,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 2, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:36331", "issue:39186", @@ -647,252 +617,255 @@ "issue:43950|issue:44534", "issue:43644|issue:43950", "issue:44292|issue:45507", - "issue:39692|issue:43054", "issue:43828|issue:44928", + "issue:39692|issue:43054", "issue:41553|issue:43883", "issue:43866|issue:44403", "issue:36331|issue:41762", "issue:44560|issue:45507" ], - "prepared_review_unit_hash": "0b5b2b0a8aa00287ffa4e16f338be81efd1e13cb79f57849ed6c798de4b9ca33", + "prepared_review_unit_hash": "c117b38644547e47b64c037d6df024f68e65fcd51ca2c385796ce10ba9cbdcfb", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37566, - "estimated_input_tokens": 9392, - "estimated_eval_tokens": 19040 + "serialized_chars": 37569, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated model-specific bugs, docs issues, config regressions, and runtime errors. The soft-similarity pairs mostly share broad regression language or similar stack traces, but they do not describe the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated Transformer regressions and docs/model-loading issues. There is one clear duplicate subcluster around non-persistent buffer corruption in v5, but the rest of the soft pairs are only broadly similar at the subsystem level and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue covers the whole cluster; the closest true duplicate subcluster is the non-persistent-buffer regression, where issue 43950 is the best representative because it directly describes the corruption during `from_pretrained()` and matches 43644/44534.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43950 is the strongest issue representative for the only clear duplicate subcluster in this set: the v5 non-persistent-buffer corruption regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both mention v5 config changes, but one is about a missing pad token field in StableLmConfig and the other is a pydantic PretrainedConfig field breakage; different failures." + "reason": "Different config regressions: missing `pad_token_idx` in `StableLmConfig` vs a `PretrainedConfig`/pydantic field break." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both involve v5/quantization/tied-weights concerns, but one is CUDA memory/OOM under int4 quantization and the other is translation-model weight tying semantics." + "reason": "Different bugs: int4 quantization OOM from increased reserved memory vs tied-weight issues in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both touch MoE models, but one is a grouped_mm/dynamo tracing runtime error in Mixtral and the other is tensor-parallel-only failure in GPT-OSS MoE; different code paths." + "reason": "Both involve MoE models, but the concrete failures differ: torch dynamo `grouped_mm` tracing vs tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE, the other is a streaming inference API failure on Qwen3.5; no same underlying bug." + "reason": "Different models and failure modes: autocast dtype mismatch in Phi-tiny-MoE vs streaming inference API failure in Qwen3.5-0.8B." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is init_empty_weights rejecting _is_hf_initialized, the other is a pydantic PretrainedConfig regression; different initialization layers." + "reason": "Unrelated loader/init error (`_is_hf_initialized`) versus a pydantic `PretrainedConfig` field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF/gpt-oss support request is unrelated to Qwen3.5 streaming API failures." + "reason": "Different topics: GGUF/gpt-oss architecture support vs Qwen3.5 chat/completions streaming failure." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and a pydantic config-field break are unrelated." + "reason": "`sliding_window` handling in Qwen3-MoE is unrelated to the `PretrainedConfig` pydantic regression." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer mapping-name bug versus Qwen3.5 streaming inference failure; different subsystems and symptoms." + "reason": "Tokenizer-mapping registration failure and streaming inference are unrelated code paths." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3/vLLM sliding_window-pattern attribute error is unrelated to MobileLLM loading key errors." + "reason": "Different model-specific loading problems: Gemma3/vLLM `sliding_window_pattern` vs MobileLLM key lookup." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern SigLIP2 text embeddings, but one is about worse embeddings and the other about nonsensical AutoModel/pipeline outputs; not clearly the same defect." + "reason": "Same model family, but the reports are too different in scope to confirm one concrete bug: degraded text embeddings vs nonsensical AutoModel/pipeline outputs." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexError-on-load reports, but one is a mask/tensor length mismatch and the other is a DeepSpeed ZeRO-3/BertModel empty-dimension issue." + "reason": "Both are indexing errors, but they point to different shapes and loading paths, so not the same underlying bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Mixtral tracing grouped_mm failure and missing Float8 storage object are different runtime errors." + "reason": "Different failures: torch dynamo `grouped_mm` tracing vs missing `Float8_e4m3fnStorage`." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "Both involve MoE models, but Qwen3MoE FineGrainedFP8Config failure is unrelated to Mixtral grouped_mm tracing." + "reason": "Both touch MoE models, but one is FP8-config loading and the other is float32 tracing under dynamo; not the same bug." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "GPT-OSS perplexity regression and a placeholder GLM5 issue are not the same bug." + "reason": "Completely different model families and symptoms: GPT-OSS perplexity issue vs GLM5 issue." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and TRL SFT unpacking failure on Qwen3.5 are different code paths." + "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking under TRL are distinct training/loading bugs." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head weight in Mistral3 and translation-model tied-weights issues are related only at a very high level, not the same concrete bug." + "reason": "Both mention tied weights, but they concern different models and likely different code paths; too broad to merge." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback selection checks." + "reason": "Notebook custom-model init breakage is unrelated to flash-attn fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is a cache/group-type bug, not a tied-weights issue." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation model regressions." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weight handling." + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights regression are different problems." + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning a removed run command." + "reason": "A DSA/ReLU discussion and a docs command-removal issue are not the same bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 model failure and flash-attn2 fallback checks are unrelated." + "reason": "FP8 MoE support and flash-attn fallback gating are different implementation problems." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid method call do not share the same failing code path." + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command docs issue are separate documentation problems." + "reason": "A typo in cache strategies is unrelated to outdated docs about a removed CLI command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization bug in deepseek-coder and Qwen-3-8B-NVFP4 runtime error are different model-specific issues." + "reason": "Wrong detokenization for DeepSeek coder and Qwen-3-8B-NVFP4 runtime failure are unrelated model-specific bugs." }, { "left": "issue:43950", "right": "issue:44534", - "accept": false, - "reason": "Both concern non-persistent buffers in v5, but one is silent corruption during from_pretrained and the other is a general fills-with-junk report; not enough evidence of one bug." + "accept": true, + "reason": "Same v5 regression: non-persistent buffers are being corrupted during model loading, described from two angles." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Both are non-persistent buffer regressions, but one is about junk-filled buffers at load time and the other is a from_pretrained corruption report; likely related theme, not same concrete bug." + "accept": true, + "reason": "Same underlying regression about non-persistent buffers being filled/corrupted in Transformers v5." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Different model/runtime failures with no shared code path indicated by the titles." }, { - "left": "issue:39692", - "right": "issue:43054", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "SigLIP2 docs example errors and degraded SigLIP2 text embeddings are both about the model family, but one is documentation/example breakage and the other is model quality/behavior." + "reason": "Both involve Qwen-related training/inference issues, but dtype mismatch under autocast is not the same as the 3D position_ids SDPA/BF16 collapse." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:39692", + "right": "issue:43054", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 RLHF NaN explosions from 3D position_ids." + "reason": "Docs example errors (model/processor mismatch and quantization failure) are not the same bug as poor SigLIP2 text embeddings." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on MolmoForCausalLM are different bugs." + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` are unrelated." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and unnecessary load noise are unrelated." + "reason": "Checkpoint corruption and loading noise are different issues." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected compute_loss keyword in CustomTrainer and Gemma3 ZeRO-3 loading index error are different training/loading failures." + "reason": "Trainer API signature breakage and DeepSpeed ZeRO-3 model-loading index error are unrelated." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Video embedding `StopIteration` in Qwen3-vl and GraniteMoEHybrid invalid-method calls are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The non-persistent-buffer trio (43644/43950/44534) is the only clearly supported duplicate subcluster, and the other pair rejections are cautious given the titles. No pull-request mergeability issues are present here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -901,13 +874,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 3, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:38175", "issue:41553", @@ -986,30 +959,30 @@ "issue:43257|issue:43866", "issue:42915|issue:45020", "issue:43742|issue:45399", - "issue:43742|issue:45020", "issue:41553|issue:44991", + "issue:43742|issue:45020", "issue:43940|issue:45313", "issue:43872|issue:44291", - "issue:44928|issue:45588", "issue:43854|issue:44863", - "issue:43257|issue:45305", + "issue:44928|issue:45588", "issue:41553|issue:44488", - "issue:42915|issue:43872" + "issue:42915|issue:43872", + "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "c47385f665cfc2d13e51f9eb62cf17572d6875f5f8bef34d8c5b3529f71235fc", + "prepared_review_unit_hash": "f95d762adcd1ab06438bf3c8fdef90f1c8eb27cd0144ba67a6cbee3d47f0737e", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38589, + "serialized_chars": 38592, "estimated_input_tokens": 9648, "estimated_eval_tokens": 19552 }, @@ -1018,222 +991,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of transformer loading/regression reports across different models. Only a few pairs look like true duplicates: docs pipeline cleanup, Whisper feature-extraction failure, SigLIP2 implementation mismatch, DeepSpeed ZeRO-3 load failures, and the `_is_hf_initialized`/`init_empty_weights` TypeError.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45020 is the broadest open tracker in the set for recent-version `remote_code` breakage, so it is the best umbrella issue even though many other items are narrower and not exact duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "As the most general open issue touching the shared regression theme, it is the best candidate to anchor the cluster; the rest are mostly model-specific symptoms rather than the same bug.", - "best_pr_reason": null, + "summary": "This cluster is mostly heterogeneous: many unrelated loading/regression issues across tokenizers, DeepSpeed/ZeRO, quantization, SigLIP2, docs, and flash-attn. I only see two clear duplicate pairs: the v5 docs pipeline-removal notices, and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. The rest are similar by subsystem or model family, but not the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bug classes rather than one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If forced to pick one representative issue, issue:44291 is the cleanest concrete regression report for the repeated `_is_hf_initialized` loading error, but it only represents one small duplicate subcluster.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failures: AutoTokenizer/Voxtral error message vs GLM-4v loading failure." + "reason": "Both are model-loading failures, but they involve different models and different failure modes; not the same bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are low-level incompatibilities, but `_is_hf_initialized` and missing `Float8_e4m3fnStorage` are distinct bugs." + "reason": "Both mention storage/type errors, but one is a bitsandbytes `_is_hf_initialized` incompatibility and the other is a Float8 storage lookup failure; different code paths." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse embeddings; not the same concrete defect." + "reason": "Same model family (SigLIP2), but one is zero probabilities and the other is degraded text embeddings; different symptoms and likely different root causes." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA/gradient-checkpointing behavior is unrelated to the int4 CUDA reserved-memory OOM." + "reason": "Both are memory-related, but gradient-checkpointing ineffectiveness and int4 reserved-memory growth are distinct issues." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to a SigLIP2 HF-vs-original implementation mismatch causing degraded outputs." + "accept": false, + "reason": "Both concern SigLIP2, but one is embedding quality and the other is an HF-vs-JAX implementation discrepancy; not the same concrete bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Model loading failure and missing `all_tied_weights_keys` are different code paths and symptoms." + "reason": "Different models and different failures: GLM-4v loading vs missing `all_tied_weights_keys` on Molmo." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same bug as failing to load `vesteinn/ScandiBERT`." + "reason": "One is about noisy loading messages, the other is an actual load failure for a specific model." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are training/memory issues, but one is LoRA checkpointing and the other is MoE memory inefficiency." + "reason": "Both touch training memory, but the LoRA checkpointing problem and Qwen3 MoE memory inefficiency are separate bugs." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and `flash_attn` import failure are unrelated." + "reason": "Tokenizer detokenization regression and Python 3.13 `flash_attn` import KeyError are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`trust_remote_code` missing fields is a specific config-return bug, not the same as the broader remote_code breakage report." + "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` and the other is broader model breakage; not the same concrete issue." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "A generic loading-noise complaint is not the same as a specific model load failure." + "reason": "Both are load-related, but one is just unnecessary noise while the other is a hard tokenizer/model load failure." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL `weight_only=True` error and GLM5 loading issues are different model-specific failures." + "reason": "Different models and different failures; one is Qwen3VL `weight_only`, the other is a GLM5 issue with no clear shared root cause." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA checkpoint compatibility and a `tie_word_embeddings=False` warning are not the same underlying bug." + "reason": "Both are Qwen LoRA / embedding-tie related, but one is a version incompatibility and the other is a warning about `tie_word_embeddings`; not the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both involve model loading, but Gemma3 ZeRO-3 and Qwen3MoE FineGrainedFP8Config failures are distinct." + "reason": "Both are load/config errors, but Gemma3 ZeRO-3 index errors and Qwen3 MoE FP8 failures are different code paths." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization regression vs a checkpoint loading failure." + "reason": "Detokenization regression versus inability to load a specific model; unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code regressions and the Kimi-K2.5 tokenizer codec/regex warning regression are different issues." + "reason": "Both mention recent-version/model loading regressions, but 45356 is a Kimi-K2.5 tokenizer codec/warning issue, not the same as the general remote_code breakage." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like`/tokenizer-mapping handling is a different bug than remote_code loading breakage." + "reason": "`add-new-model-like` mapping logic is a different area from remote-code loading regressions." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "Embedding-quality regression and BF16-to-FP32 dtype change during evaluate are not the same defect." + "reason": "Both mention embeddings, but one is SigLIP2 embedding quality and the other is a dtype change between training and eval." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." + "reason": "Import error for a VL class versus bitsandbytes initialization/storage incompatibility; not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback logic are separate problems." + "reason": "Tokenizer loading for a specific model and flash-attn fallback logic are unrelated." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs cleanup: pipeline task docs still referencing removed v5 pipeline entries." + "reason": "These are the same documentation regression: stale pipeline-task references after the v5 pipeline removals." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both describe the same Whisper fbank feature-extraction failure path." + "accept": false, + "reason": "Both are audio/Whisper-adjacent, but the reports do not describe the same concrete failure or code path." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated." + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated subsystems." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied `lm_head` weights and non-persistent buffer corruption are different model-loading bugs." + "reason": "`lm_head` tying in Mistral3 and non-persistent buffer corruption during `from_pretrained()` are different regressions." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and Ovis checkpoint corruption are different failures." + "reason": "Different models and failures: Qwen3 MoE weight conversion vs Ovis2 checkpoint corruption." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 loading failure is not the same as the broad remote_code regression issue." + "reason": "Import surface error versus bitsandbytes initialization bug; not the same issue." }, { - "left": "issue:43742", - "right": "issue:45399", + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-load failures, but they concern different models and different mechanisms." + }, + { + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "MobileLLM key-error loading and flash-attn fallback checks are unrelated." + "reason": "Gradient explosion under Qwen3.5 RLHF and an `integrations/flash_attention.py` crash are unrelated." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Voxtral AutoTokenizer error and est-roberta tokenizer regression do not share the same code path." + "reason": "Different models and different problems: a bad tokenizer error message vs a tokenizer load failure." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both are DeepSpeed ZeRO-3 load failures where Qwen-family weights end up missing in a specific submodule/path." + "accept": false, + "reason": "Both are ZeRO-3 weight-loading problems in Qwen variants, but the model targets and failure descriptions differ enough that they do not look like one concrete bug." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both are the same `_is_hf_initialized` / `init_empty_weights` TypeError during empty-weight loading." + "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` TypeError regression during model loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes; no clear shared underlying bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion/SDPA fallback and a flash_attention `s_aux=None` crash are different problems." + "reason": "Different bugs in different layers: RLHF gradient instability versus a flash-attention integration crash." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are unrelated model-specific issues." + "reason": "Bad error message for Voxtral and inability to load `cjvt/sleng-bert` are unrelated." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42915", + "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE weight-conversion under accelerate+deepspeed and GAS gradient averaging are different training/load bugs." + "reason": "Qwen3 MoE FP8 loading failure and broader remote_code regressions are not the same concrete issue." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Voxtral tokenizer loading and `cjvt/sleng-bert` loading failures are not the same underlying issue." + "reason": "One is a weight-conversion/loading issue, the other is a gradient-averaging issue during training; different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster summary stays conservative, and the accepted soft pairs are plausibly the same bugfixes based on the packet titles/descriptions. No soft-edge verdict looks overstated relative to the evidence." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the two clearly supported duplicate pairs (the v5 docs pipeline-removal issues and the `_is_hf_initialized` loading TypeError issues), and the remaining soft-edge rejections do not overclaim shared root causes. The canonical-issue and best-issue choices are also appropriately cautious for a heterogeneous cluster." }, "evaluator_used": true, "retried": false, @@ -1246,13 +1237,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 4, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:24643", "issue:30064", @@ -1327,101 +1318,101 @@ "issue:43638|issue:44661", "issue:44877|issue:45030", "issue:43596|issue:44661", - "issue:43644|issue:44534", "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": "f679dc65db91cc3a71d3ec2c73e0c229a3227aafe6cc58e35afa41cf2e819fa0", + "prepared_review_unit_hash": "96860ed0826e0d2a19485de24dd2f2e22950941e069cc9a013c00a64e4203860", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36147, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "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": "Mostly a heterogeneous set of unrelated bug reports. Only a few soft pairs look like true duplicates: the two Transformers 5.x custom-model-init regressions, the two non-persistent-buffer corruption reports, and the two shape-mismatch reports. The rest are too broad or touch different code paths.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43644 is the strongest canonical candidate among the true duplicate subclusters: it states the regression clearly, is earlier, and has a direct duplicate-style sibling in issue:44534.", + "summary": "This cluster is heterogeneous and should be split into several smaller duplicate groups rather than treated as one issue. Clear duplicate pairs exist for the non-persistent buffer regression, the masked-index IndexError, the custom-model init regression, the SigLIP2 bad-output reports, the Qwen video regression, and the config-validation load failures.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; it contains multiple unrelated bug families (DeepSpeed/BERT, SigLIP2, Qwen video/loading, config validation, custom model init).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best single issue candidate overall, but only for the non-persistent-buffer regression subcluster; the broader item set is too mixed to have one perfect canonical issue.", + "best_issue_reason": "No global best issue for the entire cluster; the strongest grouping is only at the subcluster level, so this cluster should be split instead of merged around one representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: Trainer loss signature mismatch vs tensor mask/index shape mismatch. Same broad ML stack, not the same bug." + "reason": "Different failures: trainer API mismatch vs tensor mask shape error; unrelated code paths." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Both report the same mask-vs-indexed-tensor shape mismatch error pattern, likely the same underlying sequence-length bug." + "reason": "Same masked-index shape mismatch IndexError; looks like the same underlying regression." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes constructor incompatibility vs tokenizer max-length constant issue; no shared failure path." + "reason": "Unrelated bitsandbytes loading incompatibility vs tokenizer model_max_length issue." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related, but one is a model family regression and the other is an empty-input/StopIteration case." + "accept": true, + "reason": "Both report a Qwen VL video-input regression in 5.3.0; same preprocessing path appears implicated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "Different model families and different failures: PagedAttentionCache/linear_attention vs checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support request vs autocast dtype mismatch in Phi-tiny-MoE are different code paths." + "reason": "Unrelated issues: GGUF gpt-oss support request vs dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage is unrelated to Whisper empty-transcription generation handling." + "reason": "Different audio bugs: track-to-track embedding leak vs empty-transcription handling after token alignment." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error vs void segmentation-map processing; unrelated." + "reason": "DeepSpeed training RuntimeError and void-segmentation image processor failure are unrelated." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are different model-feature issues." + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are different issues." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and failure modes: torch.compile+SDPA vs Flash-Attention position_id misinterpretation." + "reason": "Different model/code-path problems: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." }, { "left": "issue:43645", @@ -1433,127 +1424,121 @@ "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are unrelated regressions." + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are unrelated regressions." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5 video/input bugs: empty video iteration vs TRL embedding unpacking." + "reason": "Both are Qwen-related, but one is video StopIteration and the other is TRL embedding unpacking; different bugs." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF model support request is unrelated to Float8 storage lookup failure." + "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a missing class and meta-device loading problems are separate issues." + "reason": "Specific import error for one class vs broader meta-device loading regression; not the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading regression do not share the same code path." + "reason": "Qwen3Moe FP8 config failure and meta-device loading failure are different problems." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3D parallel script failure and gpt-oss GGUF support are unrelated." + "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Both concern SigLIP2, but one is zero probabilities and the other is a broader AutoModel/pipeline nonsense-result report; not the same concrete bug." + "accept": true, + "reason": "Same SigLIP2 base model produces clearly wrong/garbled outputs in both reports; likely the same underlying bug." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom-model initialization regression is different from non-persistent buffer corruption." + "reason": "Custom model initialization regression and non-persistent buffer corruption are different issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration bug is unrelated to the tensor-mask shape mismatch." + "reason": "Qwen video StopIteration and mask-shape IndexError are unrelated failures." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Import error for GenerationMixin vs Qwen3Moe FP8 config failure; different code paths." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert indexing bug is unrelated to add-new-model-like tokenizer mapping validation." + "reason": "Both touch model loading, but one is DeepSpeed/Bert index error and the other is TOKENIZER_MAPPING_NAMES logic; not the same bug." }, { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Both involve config validation, but they target different models and different validation failures." + "accept": true, + "reason": "Both point to the same strict config-validation regression preventing model configs from loading." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 empty-index error and tokenizer-mapping failure are different problems." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same regression: Transformers 5.x corrupts non-persistent buffers during loading; 44534 is a reworded follow-up." + "reason": "DeepSpeed zero3 Bert index error and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "gpu+cpu offload loading failure and Strix Halo mmap/OOM workaround are not the same bug." + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical report of Transformers v5 filling non-persistent buffers with junk; same regression." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model weight loading and visual-encoder key saving are different Qwen3.5 regressions." + "reason": "Language-model weight loading under ZeRO-3 and save_pretrained visual-encoder key regression are different problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "The SigLIP2 model-output issue and the docs example with model/processor mismatch plus quantization failure are not the same underlying change." + "reason": "SigLIP2 bad outputs and a documentation example with model/processor mismatch plus quantization failure are not the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/qwen3_moe branch-compatibility issue is unrelated to BitNet packed-weight loading." + "reason": "LoRA/Qwen3-MoE compatibility across HF versions and BitNet packed-weight loading are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 placeholder issue and Qwen3.5 flash-attention generation failure are unrelated." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Duplicate of a previous false match: these are different Qwen3.5 video/trainer failures." + "reason": "Different model families and failure modes: GLM5 vs Qwen3.5 flash-attention generation." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays appropriately conservative overall. The accepted soft pairs are limited to clearly similar regressions with matching error patterns or titles, and the rejected pairs mostly have distinct failure modes/code paths as stated." + "feedback": "The clustering summary is grounded in the packet: it correctly identifies multiple distinct bug families and avoids proposing a single canonical issue. The accepted soft pairs are generally conservative and well-supported by the titles, especially the exact/near-exact regressions around non-persistent buffers, masked-index mismatch, custom model init, SigLIP2 outputs, config validation, and the Qwen video regression family." }, "evaluator_used": true, "retried": false, @@ -1566,13 +1551,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 5, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:36010", "issue:39404", @@ -1634,13 +1619,13 @@ "issue:43856|issue:44387", "issue:44488|issue:44991", "issue:45362|issue:45406", + "issue:44661|issue:44683", "issue:43644|issue:43645", "issue:42915|issue:44756", "issue:42491|issue:43931", - "issue:44661|issue:44683", "issue:44910|issue:45588", - "issue:42491|issue:43856", "issue:43404|issue:43454", + "issue:42491|issue:43856", "issue:45276|issue:45335", "issue:36010|issue:39404", "issue:44164|issue:44291", @@ -1660,150 +1645,151 @@ "issue:43957|issue:44756", "issue:44164|issue:44756", "issue:43646|issue:43708", - "issue:45292|issue:45335" + "issue:45292|issue:45335", + "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "98218be164eda487b852383b837f16477a3b94f97a3544135ac982640d5ba542", + "prepared_review_unit_hash": "9e30b58949dc052130488af35c04a0d0971161cca664edccb7b3023eefa64a04", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 38, - "serialized_chars": 38393, - "estimated_input_tokens": 9599, - "estimated_eval_tokens": 19454 + "soft_pair_count": 39, + "serialized_chars": 38694, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft links are driven by broad lexical similarity (loading errors, quantization, resize_token_embeddings, flash attention, etc.) rather than a single shared bug. I do not see a safe global duplicate canonical; the only near-subcluster is around resize_token_embeddings, but even there the affected model paths differ.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous, but two small duplicate families stand out: tokenizer/model-loading failures for specific BERT-like models, and resize_token_embeddings not propagating to downstream embeddings. Most other pairs are distinct bugs in different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45292 is the most general, model-agnostic report of the resize_token_embeddings propagation bug, and it can serve as the umbrella issue for the accepted resize-related duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45292 is open, broadly phrased, and describes the core API regression without model-specific noise, making it the best representative issue among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are tokenizer/model load failures, but for different models and likely different root causes." + "accept": true, + "reason": "Both report the same current-version model-loading regression for BERT-style models; a single tokenizer/load fix could plausibly cover both." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-step math and SGD-optimizer arguments are unrelated bugs." + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different loading failures on different model families; no shared code-path is evident." + "reason": "Different model-loading failures with different symptoms and likely different code paths." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory usage and quantization offload behavior are separate issues." + "reason": "MoE training memory usage is not the same bug as quantized offloading behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/hf4.x vs hf5.x compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + "reason": "LoRA checkpoint compatibility is unrelated to resize_token_embeddings propagation." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "MoE weight conversion with accelerate/deepspeed is a different failure mode than GLM model loading." + "reason": "Accelerate/deepspeed weight conversion is unrelated to a GLM unit-test load failure." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "CUDA assert on auto device mapping and qwen3_moe LoRA incompatibility are distinct." + "reason": "CUDA assert on auto device mapping is not the same as FineGrainedFP8Config failure." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Docs/example mistakes and bad SigLIP2 inference results are not the same bug." + "reason": "SigLIP2 doc example errors are different from incorrect inference results on a separate model instance." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Memory-efficiency regression and int4 OOM from reserved CUDA memory are different problems." + "reason": "Training memory inefficiency and int4 quantization OOM are different regressions." }, { "left": "issue:44488", "right": "issue:44991", - "accept": false, - "reason": "Tokenizer-loading regressions for different models are not clearly the same underlying defect." + "accept": true, + "reason": "Both are tokenizer/model-loading failures for specific text models in the same version range and look like the same underlying loader regression." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model-specific failures." + "reason": "Chat-generation crash and serve/processor AttributeError are different failures in different entry points." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration and compiled flex_attention are unrelated subsystems." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model init are separate Transformers 5 regressions." + "reason": "Non-persistent buffer initialization and Jupyter custom-model initialization are different Transformers 5 issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "LoRA hf-version compatibility and mmap/OOM on Strix Halo are unrelated." + "reason": "Qwen3 MoE FP8 failure is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility is not the same as Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "Tokenizer-mapping handling and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "LoRA checkpoint compatibility is unrelated to a weight-shape mismatch on model load." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "These are different flash_attention crashes with different triggers and code paths." + "reason": "Both involve flash_attention, but they describe different crashing conditions and code paths." }, { - "left": "issue:42491", - "right": "issue:43856", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "LoRA model compatibility and Qwen3 MoE training memory use are separate issues." + "reason": "Both are weight-tying bugs, but on different model classes and not the same concrete failure." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42491", + "right": "issue:43856", "accept": false, - "reason": "Both mention lm_head tying, but they are different model classes and likely separate fixes." + "reason": "LoRA checkpoint portability is unrelated to MoE training memory usage." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings regressions, but Gemma4 and T5Gemma affect different embedding paths." + "accept": true, + "reason": "Both say resize_token_embeddings fails to update downstream embeddings in model-specific variants; one fix could plausibly address both." }, { "left": "issue:36010", @@ -1815,116 +1801,125 @@ "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument mismatch are different loading bugs." + "reason": "extra_state save/load handling is different from init_empty_weights argument handling." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures; no concrete shared defect is shown." + "reason": "Tokenizer vocab-size mismatch and model-loading failure are related only broadly, not clearly the same bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-mapping CUDA failure and AudioFlamingo3 embedding/token leak are unrelated." + "reason": "Qwen3 auto device mapping failure and AudioFlamingo3 batch leakage are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior and int4 reserved-memory OOM are not the same bug." + "reason": "Quantized offloading behavior and int4 reserved-memory OOM are different issues." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/inference issues and GLM5 are unrelated model-specific reports." + "reason": "SigLIP2 documentation problems are unrelated to GLM5." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 memory reservation OOM and disabling mmap on Strix Halo are different resource issues." + "reason": "int4 quantization OOM and Strix Halo mmap OOM are different memory problems." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading regressions are different compatibility failures." + "reason": "Torch version incompatibility and meta-device loading breakage are different regressions." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test loading failure and save_pretrained checkpoint regression do not describe the same bug." + "reason": "Unit-test loading of a specific model is unrelated to save_pretrained checkpoint correctness for Qwen3.5." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "init_empty_weights TypeError and MXFP4 quantization fallback are unrelated." + "reason": "NVFP4 runtime failure and MXFP4 fallback behavior are different quantization bugs." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing ineffective in LoRA and gradient checkpointing disallowed in eval mode are different issues." + "reason": "Gradient checkpointing under PEFT LoRA and eval-mode checkpointing are different problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and mmap-related OOM are unrelated." + "reason": "init_empty_weights argument mismatch is unrelated to mmap/OOM behavior." }, { "left": "issue:45276", "right": "issue:45292", "accept": false, - "reason": "Closely worded, but one is Gemma4-specific and the other is a broader output_embeddings report; not enough evidence of one underlying bug." + "reason": "They are closely related, but 45276 is Gemma4-specific and 45292 is the broader output_embeddings report; keep the broader issue as the canonical one rather than duplicating." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and GLM5 are different model bugs." + "reason": "Recurrent-state reset in modular_qwen3_5 and GLM5 are unrelated model implementations." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids are unrelated." + "reason": "Eval-mode gradient checkpointing and Qwen3.5 SDPA/BF16 instability are different bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are different problems." + "reason": "Meta-device loading breakage is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + "reason": "extra_state serialization and mmap OOM are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization and resume_from_checkpoint max_steps calculation are separate issues." + "reason": "Custom model initialization and checkpoint-resume step counting are unrelated." }, { "left": "issue:45292", "right": "issue:45335", + "accept": true, + "reason": "Both describe resize_token_embeddings failing to update model output/decoder embeddings; a single fix in the resizing path could plausibly cover both." + }, + { + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Same general symptom, but different affected model implementations and embedding paths." + "reason": "Pad/unk vocab mismatch and a load failure for a different model are not clearly the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet and is appropriately cautious. The accepted soft-edge pairs are all title-level similar and the rejection reasons are conservative; the canonical issue choice is also grounded by the generic wording of 45292. No pair is overstated as definitely the same bug." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1933,13 +1928,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 6, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:32090", "issue:36032", @@ -1969,8 +1964,6 @@ "issue:44079", "issue:44164", "issue:44265", - "issue:44402", - "issue:44451", "issue:44479", "issue:44488", "issue:44509", @@ -1980,6 +1973,7 @@ "issue:44683", "issue:44756", "issue:44805", + "issue:44811", "issue:44863", "issue:44877", "issue:44898", @@ -1988,13 +1982,13 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45161" + "issue:45161", + "issue:45584" ], "soft_pairs": [ "issue:44479|issue:44877", - "issue:44402|issue:44451", - "issue:43257|issue:44863", "issue:43645|issue:44164", + "issue:43257|issue:44863", "issue:43425|issue:43828", "issue:43828|issue:43957", "issue:44589|issue:44756", @@ -2012,30 +2006,31 @@ "issue:44671|issue:44991", "issue:43856|issue:44756", "issue:39404|issue:44671", - "issue:40990|issue:42947", - "issue:44589|issue:45084", "issue:43596|issue:44683", "issue:43425|issue:44918", + "issue:40990|issue:42947", + "issue:44589|issue:45084", "issue:36032|issue:43452", "issue:32090|issue:39404", - "issue:44991|issue:45081", "issue:43582|issue:43632", + "issue:44991|issue:45081", "issue:43957|issue:44164", "issue:40990|issue:43421", "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:43883|issue:44488", "issue:43425|issue:45161", - "issue:43611|issue:43644" + "issue:43611|issue:43644", + "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "422c199abd6ec1a5e4a8017890c306d1608a9bdbbad7d023e9226d24ab8f4879", + "prepared_review_unit_hash": "6c69d3e84a6a02f9ccfb61334ccca61539462320354e95b745c6d8a9afb45716", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, @@ -2050,228 +2045,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions and docs issues rather than one duplicate bug. The broadest representative is the v5 model-loading regression in issue 43611, but the soft pairs do not look like exact duplicates.", - "confidence": 0.22, - "canonical_issue_reason": "Issue 43611 is the broadest, most central representative of the overall v5 model-loading breakage theme in this set.", + "summary": "The set is mostly a grab-bag of unrelated Transformer/Whisper/model-loading bugs. I don\u2019t see any true duplicate pairs among the soft candidates; several are only loosely similar by subsystem or v5 regression theme.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the cleanest representative of the recurring v5 model-loading regression theme and is broader than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 best captures the widest shared symptom space (v5 loading regressions) among otherwise heterogeneous reports.", + "best_issue_reason": "issue:43611 is the best standalone issue here because it states a concrete, broadly applicable loading regression rather than a narrow downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different failures: Qwen video-input regression vs strict-config loading for granite_speech." + "reason": "Different problems: video-input regression across Qwen VL models vs strict-config loading failure for granite_speech." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Both are tokenizer/load problems, but one is a specific vocab-size mismatch and the other is a generic model-load failure for a different checkpoint." + "reason": "Unrelated failures: Jupyter custom-model initialization vs save/from_pretrained extra_state handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model families and failure modes: Qwen3 MoE conversion vs NemotronH checkpoint loading." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to save/from_pretrained extra_state handling." + "reason": "Both are model-loading related, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as a Phi-tiny-MoE autocast dtype mismatch." + "reason": "One is a Torch 2.10 compatibility issue; the other is an autocast dtype mismatch on a specific MoE model." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct code paths." + "reason": "Different root causes and models: autocast dtype mismatch vs meta-device loading breakage." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage lookup TypeError is unrelated to mmap-driven OOM on Strix Halo." + "reason": "Unrelated: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of an old issue is not the same as a Qwen3.5 PagedAttentionCache crash." + "reason": "Different code paths: reproduction of an older issue vs PagedAttentionCache crashing on Qwen3.5." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a different loading bug than NemotronH checkpoint incompatibility." + "reason": "Different model families and failures: Qwen3-VL weight-shape mismatch vs NemotronH checkpoint loading." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading regression is different from notebook-defined custom model initialization." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model init in notebooks." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline behavior is unrelated to GPT-OSS MXFP4 quantization fallback." + "reason": "Whisper return_language pipeline regression vs gpt-oss MXFP4 quantization fallback are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch-version incompatibility is not the same as image preprocessor/model dtype mismatch." + "reason": "Torch version incompatibility and Mistral image-preprocessor dtype mismatch are different bugs." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 linear_attention cache crash and template-node compilation error are unrelated." + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they cover different APIs and task removals." + "reason": "Both are docs issues, but they cover different pipeline-task documentation changes." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3-VL shape mismatch are not the same defect." + "reason": "Same general Qwen3-VL area, but one is a MoE loading regression and the other is a specific weight-shape mismatch." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation failure." + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation failure." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as a mask-shape IndexError." + "reason": "Video-input regression for Qwen VL models vs a tensor mask shape mismatch are different failures." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical SigLIP outputs and ModelOutput key assignment are different bugs." + "reason": "SigLIP2 output nonsense and ModelOutput key assignment with None are different behaviors and code paths." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Incorrect CamemBERT MLM predictions is unrelated to tokenizer loading failure for est-roberta." + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for EMBIDDIA/est-roberta are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage is unrelated to mmap OOM on Strix Halo." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap/OOM are not the same bug." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT MLM predictions are separate model-specific regressions." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "High perplexity and ineffective gradient checkpointing are not the same underlying issue." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to template-node compilation." + "reason": "Whisper return_language and CamemBERT masked-LM are unrelated model-specific regressions." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3 BertModel indexing error is unrelated to compiled flex_attention on torch>=2.9." + "reason": "deepspeed zero3/BertModel IndexError is unrelated to compiled flex_attention on torch >= 2.9." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking are different failures." + "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are different issues." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "T5Tokenizer special-token method conflict is not the same as gguf_file loading breakage." + "reason": "Perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are unrelated." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "GPU broadcast TypeError in Trainer is unrelated to Whisper return_language pipeline behavior." + "reason": "Missing Float8 storage and template-node compilation failure are unrelated." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Tokenizer load failure for est-roberta and Mistral regex patch crash are different tokenizer bugs." + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." }, { - "left": "issue:43957", - "right": "issue:44164", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Meta-device loading breakage and extra_state save/load handling are different paths." + "reason": "Different tokenizer failures: EMBIDDIA/est-roberta loading vs Mistral regex patch crash." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43957", + "right": "issue:44164", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor updates are unrelated." + "reason": "Meta-device loading breakage and extra_state save/load handling are different regressions." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state serialization and Qwen VL video regression are different bugs." + "reason": "save/from_pretrained extra_state handling is unrelated to Qwen VL video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated tokenizer issues." + "reason": "sleng-bert tokenizer loading and Mistral regex-patch crash are different model-specific tokenizer bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and inability to load sleng-bert are different model-loading failures." + "reason": "Molmo all_tied_weights_keys missing and sleng-bert loading failure are unrelated." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as GPT-OSS tensor-parallel loading failure." + "reason": "Torch 2.10 incompatibility and GPT-OSS MoE tensor-parallel failure are different issues." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Base_model_prefix loading regression and non-persistent buffer junk-filling are distinct v5 breakages." + "reason": "Both are v5 regressions, but one concerns loading models with base_model_prefix and the other non-persistent buffer initialization." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are related only by surface area, not the same bug." } ] }, @@ -2287,13 +2276,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 7, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:34567", "issue:36032", @@ -2312,6 +2301,7 @@ "issue:43540", "issue:43541", "issue:43582", + "issue:43632", "issue:43643", "issue:43644", "issue:43645", @@ -2323,7 +2313,6 @@ "issue:43994", "issue:44206", "issue:44220", - "issue:44265", "issue:44403", "issue:44451", "issue:44466", @@ -2331,285 +2320,286 @@ "issue:44530", "issue:44534", "issue:44610", + "issue:44683", "issue:44756", - "issue:44811", "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", + "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45507", - "issue:45584" + "issue:45507" ], "soft_pairs": [ - "issue:44811|issue:45584", - "issue:42947|issue:44756", "issue:44206|issue:44220", + "issue:42947|issue:44756", "issue:44488|issue:44987", - "issue:34567|issue:40444", "issue:43716|issue:45084", + "issue:34567|issue:40444", "issue:43883|issue:44991", "issue:43644|issue:43646", "issue:43643|issue:44530", "issue:43452|issue:43482", - "issue:43317|issue:43482", "issue:44451|issue:44987", - "issue:36032|issue:42915", + "issue:43317|issue:43482", "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:44849|issue:45325", "issue:39404|issue:43825", "issue:42915|issue:44530", - "issue:44849|issue:45325", "issue:43404|issue:44466", "issue:43262|issue:43377", "issue:36032|issue:43645", - "issue:43646|issue:44534", "issue:44987|issue:44991", "issue:45084|issue:45507", + "issue:43646|issue:44534", "issue:43994|issue:44610", - "issue:43645|issue:44534", "issue:45216|issue:45357", + "issue:43645|issue:44534", "issue:43322|issue:43540", - "issue:43377|issue:43819", "issue:44403|issue:45081", + "issue:43377|issue:43819", "issue:44451|issue:45081", "issue:41553|issue:43582", - "issue:44265|issue:44610" + "issue:44220|issue:44683", + "issue:43632|issue:44756", + "issue:43404|issue:45127" ], - "prepared_review_unit_hash": "5889fe98743af2cdcf581b24c1b72f87f9af4b68f2ca4c2ff58f759ae0d78fef", + "prepared_review_unit_hash": "fadc4af8ac2dde406f0db065e9bdb0c439677355e97832d47cc4f28c56cc4f0f", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37263, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "soft_pair_count": 33, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, but there are a few clear duplicate pairs: non-persistent buffers junk in v5, GGUF loading failures, and Qwen3.5 save_pretrained regressions. Most other soft pairs are only loosely related by subsystem and should stay separate.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 43644 is the cleanest representative of the strongest duplicate pair here (with 44534) and describes a concrete v5 regression with a stable, generic title.", + "summary": "This cluster is mostly a collection of unrelated Transformers regressions that happen to share broad themes like v5 loading/init issues. Only a few pairs look like the same concrete bug; most are different models, different code paths, or different failure modes.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45216 is the best anchor: it is a concrete, versioned regression in Qwen3.5 save_pretrained, and it has a clear matching follow-on report in 45357 about the same incorrect checkpoint serialization.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best overall issue to keep: it is broad, concrete, and directly duplicated by a later report of the same bug.", + "best_issue_reason": "Issue 45216 is the most actionable representative issue in the set: specific model, explicit regression version, and a narrow reproducible save_pretrained bug that cleanly absorbs its duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both are Whisper-related, but one is about batch_decode skip_special_tokens and the other is about empty transcription generation after align_special_tokens; different bugs." + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure path around fbank extraction / unsupported parameters, so they plausibly describe one underlying bug." }, { "left": "issue:42947", "right": "issue:44756", "accept": false, - "reason": "Gradient checkpointing with LoRA and mmap OOM on Strix Halo are unrelated failures." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both touch audio features, but one is a LasrFeatureExtractor arg-validation crash and the other is a lower-level _torch_extract_fbank_features issue; not clearly the same bug." + "reason": "Different problems entirely: LoRA gradient checkpointing vs Apple Silicon mmap OOM." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-loading/tokenizer failures for different checkpoints." + "reason": "Both are model-loading complaints, but they concern different models and different failure details." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Trainer token counting and Qwen2.5-VL iterable-dataset multi-image failures are unrelated." + "reason": "Mistral-3 image dtype mismatch and a template compilation TypeError are unrelated code paths." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-node compile failure are different code paths." + "reason": "Trainer token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weight attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for a different model are not the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer corruption and the other is custom model initialization in notebooks; not the same concrete bug." + "reason": "Both are v5 regressions, but one is about junk non-persistent buffers and the other is custom model initialization; too different to merge." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and PagedAttentionCache linear_attention errors are unrelated." + "reason": "AutoConfig missing fields with trust_remote_code and a Qwen3.5 cache crash are separate issues." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both report GGUF loading breaking in transformers v5; 43482 looks like a specific model instance of the broader gguf_file/from_pretrained regression in 43452." + "reason": "Both describe the GGUF/from_pretrained loading regression in v5; one is the generic API break and the other is a specific model manifestation." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no clear shared code defect." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map/offload dequantized-model loading and GGUF loading failure are different bugs." + "reason": "Dequantized device-map offload failure and GGUF loading failure are distinct loading paths." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Two separate tokenizer/model-loading issues for different models." + "reason": "Torch dynamo grouped_mm tracing error and template compilation TypeError are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8 failure are unrelated." + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8 failure are unrelated." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and template-node compile error are different issues." + "reason": "Both are Qwen-family regressions, but one is hidden-states behavior and the other is rope/position-id scaling; different bugs." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Whisper return_language pipeline regression and pipeline translation-task error messaging are distinct." + "reason": "Whisper return_language regression and pipeline translation error messaging are different issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8 config failure and PagedAttentionCache group-type error are unrelated." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different regressions." + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "lm_head not tied in Mistral3 and inconsistent lm_head.weight serialization are related broadly, but not the same concrete bug." + "reason": "One is missing lm_head tying in Mistral3; the other is save_pretrained serialization inconsistency. Related theme, but not the same concrete bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and MIMI batched-vs-single padding-mask behavior are unrelated." + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching mismatch are different defects." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer conflict for T5 and custom model initialization breakage are different problems." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Custom model initialization in notebooks and non-persistent buffer junk are separate v5 regressions." + "reason": "T5 tokenizer constructor conflict and custom model initialization in notebooks are unrelated." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different model-specific tokenizer loading failures." + "reason": "Separate model-loading failures for different models." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are unrelated." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "SigLIP2 bad outputs and OmDet-Turbo processor/model size mismatch are different bugs." + "reason": "Custom model initialization breakage and junk non-persistent buffers are different regressions." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are different regressions." + "reason": "SigLIP nonsensical outputs and OmDet-Turbo input-size mismatch are distinct vision preprocessing/model bugs." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a later, narrower report about incorrect visual-encoder keys." + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint serialization regression, with 45357 explicitly stating the same incorrect visual encoder keys." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Llava Next load segfault and Qwen3OmniMoe video-input ValueError are different failures." + "reason": "Notebook custom-model initialization and non-persistent buffer junk are not the same underlying bug." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "MIMI padding-mask mismatch and DAC from_latents/forward STE mismatch are unrelated audio-model bugs." + "reason": "Llava Next load segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise and Mistral regex patch crashes are not the same issue." + "reason": "Noise while loading a transformer and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are output mismatches, but MIMI batching/padding and DAC latent decoding are different models and code paths." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer loading problem vs Mistral regex patch crash." + "reason": "Different model-specific loading/patching failures." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon allocator TypeError are unrelated." + "reason": "Bad tokenizer error message for Voxtral and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "torch.export/exportability issue and processor output-size mismatch are different bugs." + "reason": "Audio fbank extraction and compiled flex_attention on torch 2.9 are different subsystems." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "These are the same regression almost verbatim: transformers v5 fills non-persistent buffers with junk." + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "HF initialization flag regression and mmap OOM workaround are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and LoRA merge collapse with extended vocab are related only at a broad theme level, not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The three accepted duplicate pairs are well supported, and the rejected pairs mostly reflect reasonable separations by bug or code path rather than overreach." + "feedback": "The cluster summary is grounded in the packet, and the chosen anchor issue (45216) is well supported by the titles and dates. The accepted soft-edge pairs are phrased conservatively enough and look plausibly mergeable as same-bug fixes. I don\u2019t see any overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -2622,13 +2612,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 8, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:33666", "issue:35707", @@ -2641,10 +2631,10 @@ "issue:43296", "issue:43317", "issue:43377", - "issue:43404", "issue:43421", "issue:43425", "issue:43482", + "issue:43525", "issue:43531", "issue:43611", "issue:43632", @@ -2654,24 +2644,24 @@ "issue:43856", "issue:44062", "issue:44079", - "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:45072", "issue:45081", "issue:45084", - "issue:45127", "issue:45325", "issue:45357", "issue:45479", @@ -2680,9 +2670,7 @@ "issue:45542" ], "soft_pairs": [ - "issue:44220|issue:44683", - "issue:43404|issue:45127", - "issue:43632|issue:44756", + "issue:44265|issue:44610", "issue:42915|issue:45084", "issue:44987|issue:45081", "issue:44479|issue:45325", @@ -2690,242 +2678,251 @@ "issue:44062|issue:44987", "issue:42175|issue:45542", "issue:42915|issue:44291", - "issue:40990|issue:44811", - "issue:43611|issue:44534", "issue:43317|issue:43856", + "issue:43611|issue:44534", + "issue:40990|issue:44811", "issue:36032|issue:43742", "issue:40444|issue:45325", "issue:43632|issue:44534", "issue:43818|issue:45357", + "issue:43421|issue:44568", "issue:43531|issue:44877", "issue:42915|issue:44589", - "issue:43421|issue:44568", - "issue:36032|issue:41720", - "issue:44829|issue:45479", - "issue:43482|issue:45538", "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:36032|issue:41720", "issue:43425|issue:44403", + "issue:44829|issue:45479", "issue:33666|issue:40444", "issue:44403|issue:44991", - "issue:35707|issue:40444", - "issue:44079|issue:44534", + "issue:43792|issue:44589", "issue:43377|issue:45491", - "issue:43792|issue:44589" + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:44079|issue:45072" ], - "prepared_review_unit_hash": "8461b40e46e89d7e210faac5cc64ff950774ca7fa1798f1edba7df1b455ab982", + "prepared_review_unit_hash": "1a4c840ad660eaffdb8cd50d9637d67b5b1ca0c72b658ad773c0c9ea39829779", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37044, - "estimated_input_tokens": 9261, - "estimated_eval_tokens": 18778 + "soft_pair_count": 32, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial topic matches across unrelated bugs (tokenizers, multimodal models, v5 regressions, environment issues, and performance complaints). I would not merge any of these as duplicates; none clearly share the same concrete code path or fix.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the best umbrella representative because it describes a broad transformers-v5/remote_code regression rather than a model-specific symptom, so it best matches the cluster\u2019s mixed, high-level failure pattern.", + "summary": "This cluster is mostly a set of separate regressions and loading bugs that only loosely share transformer/v5/tokenizer themes. None of the soft pairs look like safe duplicate merges; they overlap in subsystem, but not in the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set ('Recent transformers versions break models using `remote_code`') and best matches the loose loading-regression theme, even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest global representative for triage: it is broad enough to summarize the cluster\u2019s theme of recent-version breakage, while the other issues are narrower and mostly unrelated to one another.", + "best_issue_reason": "issue:45020 is the best triage anchor because it is broad, active, and naturally groups several of the v5 loading breakages without overstating that they are the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio feature extraction failure vs compiled flex_attention on torch>=2.9; different subsystems and failure modes." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "lm_head tying bug in Mistral image-text generation vs LoRA merge collapse after vocab extension; not the same code path." - }, - { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "_is_hf_initialized regression vs mmap OOM on Strix Halo; unrelated symptoms and fixes." + "reason": "Different failures: torch.export/torch_compilable_check vs a processor size mismatch for OmDet-Turbo." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure in Qwen3Moe vs template-node compilation error; no concrete overlap." + "reason": "Unrelated bugs: Qwen3Moe FineGrainedFP8Config failure vs a template compilation TypeError." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/loading bugs in different models; the shared theme of loading failure is too broad to merge." + "reason": "Both involve loading, but one is a model load regression and the other is a Mistral tokenizer regex patch crash." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression across Qwen VL models vs still-image rope-index scaling bug; related family, but not the same defect." + "reason": "Related model family, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; unrelated models and code paths." + "reason": "Different model paths: PaddleOCR-VL load failure vs a sliding_window issue in Qwen3-MoE." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument error vs a specific model load failure; too generic to be the same bug." + "reason": "Tokenizer AddedToken argument conflict is a different bug from loading physical-intelligence/fast under v5.1." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TF backend packaging, but one is missing TensorFlow in the torch extra while the other is a runtime backend-selection error." + "reason": "Both touch TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only backend error." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are FP8/init-related at a high level, but one is a model-config failure and the other is an unexpected constructor argument in init_empty_weights." + "reason": "Both mention model init/load failures, but the concrete breakages are different: FP8 config vs unexpected `_is_hf_initialized` argument." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Perplexity anomaly in language modeling vs Whisper decode ignoring skip_special_tokens; no shared underlying bug." + "reason": "One is dequantized model loading with device_map=auto; the other is Qwen3 MoE training memory usage." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization; both v5 regressions, but different mechanisms." + "reason": "Different v5 breakages: base_model_prefix loading failure vs junk-filled non-persistent buffers." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Dequantized model offload/load failure vs Qwen3 MoE training memory inefficiency; related to memory, but not the same issue." + "reason": "Completely unrelated: high perplexity on GPT-OSS vs Whisper batch_decode skipping special tokens." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method conflict in T5 vs key error loading MobileLLM; distinct tokenizer/model problems." + "reason": "Tokenizer constructor conflict in T5 is not the same as the MobileLLM-125M key error." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset with multiple images per prompt vs rope-index scaling for still images; different multimodal bugs." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image iterable dataset finetuning and the other is rope-index temporal scaling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one concerns initialization flags and the other buffer contents; no concrete code-path match." + "reason": "Different v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-tower architecture bug vs save_pretrained key serialization bug; unrelated even within vision-language models." + "reason": "Different visual-model bugs: missing temporal attention/shared weights vs wrong save_pretrained visual encoder keys." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not adding BOS/EOS." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding window issue vs granite_speech config strictness; unrelated subsystems." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to granite_speech strict-config loading." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure vs missing Float8 storage type; both float8-adjacent, but not the same bug." + "reason": "Both are FP8-adjacent, but one is a FineGrainedFP8Config failure and the other is a missing Float8 storage object." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a backend/runtime issue, not the same as remote_code loading regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS; tokenizer-related but different behaviors." + "reason": "Qwen2.5-GGUF loading with v5 is unrelated to CLIPTokenizer's model_max_length being 10**30." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict vs Qwen3 auto device mapping CUDA assert; unrelated." + "reason": "Tokenizer constructor error and Qwen3 auto device mapping cudaErrorAssert are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is a different problem from the generic loading-noise report." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "FlashAttention-3 training degeneration vs single-label num_labels=1 zero-loss behavior; different modeling/training issues." + "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is a label/loss edge case with num_labels=1." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Qwen2.5-GGUF loading under v5 vs CLIPTokenizer max_length constant; unrelated." + "reason": "Different tasks and symptoms: Qwen2-VL multi-GPU training vs Qwen2.5-VL iterable-dataset multi-image finetuning failure." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Torch 2.9 flex_attention compilation issue vs remote_code loading regressions; both version-related, but not the same defect." + "reason": "Generic loading noise is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Torch 2.10 compatibility issue vs loading-noise complaint; not duplicates." + "reason": "Whisper runtime failure is unrelated to the missing Float8 storage object error." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL vs multi-image iterable dataset finetuning failure; different failure contexts." + "reason": "Both involve batching/padding, but the MIMI encoder padding-mask bug is not the same as Gemma3 NaNs from sliding-window all-padding windows." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Unnecessary load-time noise vs tokenizer loading failure; one is a UX/logging issue, the other a functional bug." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs multi-image iterable dataset failure; unrelated model behaviors." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "ModelOutput key assignment bug vs non-persistent buffer junk; different internals and symptoms." + "reason": "Qwen2.5-GGUF v5 loading failure and missing pad_token_id on Llama4Config are distinct load-time bugs." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "MIMI encoder padding-mask mismatch vs Gemma3 NaN embeddings with sliding-window all-padding windows; both batching-related, but not the same model-path bug." + "reason": "Unexpected `_is_hf_initialized` during init_empty_weights is a different failure from missing Float8 storage support." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44079", + "right": "issue:45072", "accept": false, - "reason": "Whisper runtime failure vs Float8 storage TypeError; unrelated." + "reason": "ModelOutput key handling is unrelated to dtype mismatches in bfloat16 inference." } ] }, @@ -2941,13 +2938,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 9, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:34634", "issue:35707", @@ -2961,7 +2958,6 @@ "issue:43317", "issue:43454", "issue:43482", - "issue:43525", "issue:43526", "issue:43531", "issue:43606", @@ -2973,6 +2969,7 @@ "issue:43746", "issue:43749", "issue:43792", + "issue:43819", "issue:43828", "issue:43873", "issue:43881", @@ -2980,12 +2977,12 @@ "issue:43957", "issue:43994", "issue:44079", + "issue:44186", "issue:44265", "issue:44291", "issue:44387", "issue:44466", "issue:44488", - "issue:44589", "issue:44617", "issue:44683", "issue:44877", @@ -2999,16 +2996,13 @@ "issue:45584" ], "soft_pairs": [ - "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:40444|issue:45381", "issue:44265|issue:45072", - "issue:45325|issue:45381", "issue:43881|issue:44488", + "issue:45325|issue:45381", "issue:43611|issue:43646", "issue:43531|issue:44291", "issue:41720|issue:45081", @@ -3019,235 +3013,231 @@ "issue:43828|issue:44683", "issue:42915|issue:43482", "issue:43526|issue:43883", - "issue:43701|issue:45325", "issue:43792|issue:43957", + "issue:43701|issue:45325", "issue:43262|issue:43746", "issue:43632|issue:45563", "issue:43881|issue:44991", - "issue:40990|issue:45584", "issue:43317|issue:43873", + "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:43606|issue:44265", - "issue:44291|issue:44877" + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "4db937b638b2213ac5654d19164cee76a5e08d825396796de9a28ea1140eacf4", + "prepared_review_unit_hash": "aa97f7481114467aa5f68be8ab25daa9c6dd06e0f3c54369c46cc212f84687a8", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36596, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "soft_pair_count": 29, + "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": "Mostly heterogeneous issue cluster with a loose v5 loading-regression theme. The Qwen2.5-VL position-id pair should not be merged: they touch related model family code, but the titles indicate different bugs (still-image temporal scaling vs video vision position ids).", - "confidence": 0.64, - "canonical_issue_reason": "issue:43611 is the broadest umbrella among the v5-era regression reports and best represents the shared loading/breakage theme without overfitting to one model-specific symptom.", + "summary": "The cluster mostly contains unrelated issues. The only soft duplicate that looks solid is the quantization/offload loading regression. The Qwen2.5-VL rope/position-id pair is related, but the evidence is too thin to treat as the same bug, so I\u2019d keep it separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43317 is the best canonical issue candidate because it states a concrete failure mode for device_map=auto with gpu+cpu offload, which matches the broader quantized/offload loading symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most reusable representative for the cluster because it covers the general Transformers 5.0 loading regression pattern seen across several items; the rest are too diverse to collapse into a narrower canonical issue.", + "best_issue_reason": "issue:43317 is the strongest overall issue candidate: it is specific, reproducible, and serves as the clearest anchor for the offload/quantization duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "GGUF loading incompatibility and missing `pad_token_id` on Llama4Config are different failure modes." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "`init_empty_weights` argument handling and missing Float8 storage type are unrelated code paths." - }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU-efficient loading is not the same bug as `ModelOutput` key assignment." + "reason": "Different subsystems: FSDP CPU-efficient loading vs ModelOutput key assignment." }, { - "left": "issue:44079", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "`ModelOutput` key handling and bfloat16 dtype mismatch are distinct issues." + "reason": "Non-persistent buffer initialization and ModelOutput key handling are different bugs." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Non-persistent buffer serialization/junk data is unrelated to `ModelOutput` key assignment." + "reason": "Both are v5 regressions, but the concrete failures differ." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but multi-image finetuning failure and video `vision_position_ids` correctness are not the same bug." + "reason": "Different multimodal failure modes: multiple-image finetuning vs video position ids." }, { - "left": "issue:43632", + "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` regression and inference dtype mismatch are different problems." + "reason": "torch.export / compilable-check failure is unrelated to a dtype mismatch." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` is a different path from a bfloat16 inference dtype mismatch." + "reason": "Both are loading issues, but for different models and likely different root causes." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "The titles point to related Qwen2.5-VL position-id bugs, but still-image temporal scaling and video `vision_position_ids` are not enough to treat as the same concrete bug." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model-loading failures for unrelated models." + "reason": "They point to related Qwen2.5-VL position-id symptoms, but not enough to confirm the same underlying bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but `base_model_prefix` handling and custom model initialization are different code-path failures." + "reason": "Related Transformers v5 load regressions, but not a clear duplicate bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to unexpected `_is_hf_initialized` handling." + "reason": "Shared model family, but the code paths and symptoms differ." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA device-map failure and Mistral tokenizer regex patch crash are unrelated." + "reason": "CUDA assert on A800 and tokenizer regex crash are different issues." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issues are not the same as a model load failure in vLLM." + "reason": "Package/backend dependency issue vs model loading failure." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is generation corruption and the other is device-dependent serialization behavior." + "reason": "Both touch tied weights, but the reported failures are not specific enough to merge." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "These are different vision-model correctness issues with different mechanisms." + "reason": "Different vision bugs: nonsensical outputs vs positional interpolation failure." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "A Transformers 5.x int4 memory regression and a model-specific CUDA OOM are not the same bug." + "reason": "CUDA memory behavior under int4 quantization is unrelated to Sam3Video OOM." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to compiled flex_attention failures on newer torch." + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different problems." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "Different model-loading failures with no shared concrete code path." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT image-processor label reduction and Molmo tied-weights metadata are unrelated." + "reason": "Beit label reduction and Molmo tied-weights attribute error are unrelated." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Whisper runtime failure vs meta-device loading regression." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are different issues." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position ids." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate bug and PEFT checkpoint loading bug are unrelated." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "`_is_hf_initialized` regression and stale generate warning are unrelated." + "reason": "The _is_hf_initialized regression is unrelated to the paged-generate warning." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different model/tokenizer loading failures." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "GPT-OSS perplexity regression and Whisper empty-transcription failure are unrelated." + "reason": "Different model-loading failures; no shared concrete bug is evident." }, { "left": "issue:43317", "right": "issue:43873", + "accept": true, + "reason": "Both describe the same offload/quantization loading problem where device_map/offload behavior breaks across CPU/GPU movement." + }, + { + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Both concern offloading/quantization, but the titles do not indicate the same concrete code-path bug." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice preset and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + "reason": "Voice preset loading and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and `torch.export`/`torch_compilable_check` failures are unrelated." + "reason": "CPU offload device mismatch and torch.export support are different bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument is unrelated to strict config parsing for granite_speech." + "reason": "Unexpected _is_hf_initialized arg and strict config loading are different regressions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation bug vs export failure for torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch vs DAC latent/forward mismatch." } ] }, "evaluator_result": { "accept": false, - "feedback": "The overall clustering is reasonably conservative, but one soft-edge verdict overstates the evidence: issue:45325 vs issue:45381 was accepted even though the packet labels that pair as deterministic_accept=false. From the titles alone they are related Qwen2.5-VL position-id bugs, but still-image temporal position_ids scaling and video vision_position_ids being wrong are not enough to treat as the same bug confidently. Because of that unsupported accept, I can\u2019t approve the output as precise." + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence available. In particular, issue:45325 vs issue:45381 may be related by Qwen2.5-VL position-id handling, but the packet only shows closely related vision-position/rope symptoms, not enough to confidently call them the same bug. The quantization/offload pair looks plausible, but overall the output is slightly overstated rather than conservative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3256,13 +3246,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 10, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:35707", "issue:36331", @@ -3279,18 +3269,18 @@ "issue:43404", "issue:43454", "issue:43526", + "issue:43531", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", "issue:43749", "issue:43792", - "issue:43819", "issue:43873", "issue:43881", "issue:44186", - "issue:44265", "issue:44292", "issue:44423", "issue:44466", @@ -3308,299 +3298,300 @@ "issue:44977", "issue:44991", "issue:45072", + "issue:45161", "issue:45325", "issue:45357", "issue:45406" ], "soft_pairs": [ - "issue:44186|issue:44265", - "issue:43606|issue:43819", "issue:43377|issue:44898", - "issue:35707|issue:41720", "issue:44610|issue:45325", - "issue:43454|issue:43550", - "issue:43454|issue:45072", + "issue:35707|issue:41720", "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43454|issue:43550", "issue:44466|issue:45357", "issue:43749|issue:44534", "issue:39692|issue:40444", "issue:43296|issue:44991", + "issue:43792|issue:44683", "issue:43296|issue:44877", - "issue:43454|issue:43720", "issue:41720|issue:43322", - "issue:43792|issue:44683", + "issue:43454|issue:43720", "issue:43404|issue:45357", "issue:41720|issue:44977", "issue:44423|issue:45406", - "issue:44186|issue:45072", "issue:43526|issue:43881", - "issue:43873|issue:44756", + "issue:44186|issue:45072", "issue:43577|issue:43708", + "issue:43873|issue:44756", "issue:42617|issue:42915", "issue:43550|issue:43720", + "issue:44479|issue:44918", "issue:44610|issue:44898", "issue:44877|issue:44991", - "issue:44479|issue:44918", "issue:44186|issue:44610", "issue:36331|issue:42915", + "issue:43316|issue:44913", "issue:44671|issue:44743", "issue:36331|issue:42617", - "issue:43316|issue:44913", - "issue:43550|issue:43606", "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:44292|issue:44479", + "issue:43531|issue:43572", "issue:41720|issue:42617", - "issue:44292|issue:44479" + "issue:41720|issue:45161" ], - "prepared_review_unit_hash": "7ee9f258ff48d061152e18cea8f871e0c091921c73911853acf9142a9f282aae", + "prepared_review_unit_hash": "adebc7116b52ecbbc7e9c1adb056cb7b31bd52468cf6b05d32884debdc32dadf", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38235, - "estimated_input_tokens": 9559, - "estimated_eval_tokens": 19374 + "serialized_chars": 38693, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated one-off bugs across different models, configs, and subsystems; none of the soft pairs look like true duplicates or the same fix candidate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44479 is the best single anchor because it is a clearly scoped regression spanning several related Qwen multimodal variants, but the cluster overall is too heterogeneous to have a true canonical duplicate.", + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in generation, loading/offloading, configs, tokenizers, and multimodal serving. None of the soft pairs look like the same concrete underlying bug or change, so I reject all duplicate edges.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue: it is specific, regression-focused, and broad enough to stand in for the Qwen multimodal subgroup better than the narrower or more incidental reports.", + "best_issue_reason": "No single issue is a safe global representative; the cluster is too mixed and the soft pairs are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "Tokenizer crash on NER/padding vs torch.export failures in torch_compilable_check; different code paths and symptoms." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch in Bark vs DAC latent/STE mismatch; unrelated audio bugs." - }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batching/padding-mask output mismatch vs Perceiver non-default resolution failure; different models and root causes." + "reason": "Different models and failure modes: MIMI batched-vs-single padding-mask bug vs Perceiver image-size/interpolation issue." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44610", + "right": "issue:45325", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values vs Qwen3 auto device-map cuda assert; not the same bug." + "reason": "Processor/model resolution mismatch vs Qwen2.5-VL rope-index temporal scaling; unrelated code paths." }, { - "left": "issue:44610", - "right": "issue:45325", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Processor image-size mismatch vs rope-index temporal scaling bug; both Qwen-related but distinct." + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cudaErrorAssert." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Tied lm_head weights bug vs torch.compile/SDPA failure; different fixes." + "reason": "Batched encoder output mismatch vs OmDet image processor size mismatch; not the same bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying/serialization issue vs dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated." + "reason": "lm_head tying/serialization bug vs dtype mismatch in wrapper models; different root causes." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Padding-mask batching bug vs OmDet processor/model size mismatch; no shared underlying defect." + "reason": "Weight-tying issue and torch.compile+SDPA failure are separate problems." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Device-dependent lm_head serialization vs Qwen3.5 visual encoder key save regression; different serialization problems." + "reason": "Both involve serialization, but one is device-dependent lm_head.weight behavior and the other is incorrect visual-encoder keys in Qwen3.5." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM loading breakage vs non-persistent buffer junk initialization; not the same code path." + "reason": "FSDP RAM-efficient loading breakage is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example issues vs Qwen2.5-VL finetuning with iterable dataset; separate problems." + "reason": "Documentation example errors and finetuning failures with iterable datasets are different issues." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM vs tokenizer loading for est-roberta; different model/load failures." + "reason": "Different models and failures: vLLM/PaddleOCR load error vs tokenizer loading regression in transformers v5." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading issue vs strict config rejection for granite_speech; unrelated." + "reason": "Whisper runtime failure and torch>=2.9 flex_attention compile failure are unrelated." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43296", + "right": "issue:44877", "accept": false, - "reason": "Weight-tying regression vs BitNet packed-weight unpacking during accelerate loading; different defects." + "reason": "vLLM model-load failure vs strict config loading for granite_speech; different subsystems." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map assert vs Llava Next segmentation fault; both load-time failures but not the same bug." + "reason": "Qwen3 device-map CUDA assert vs Llava Next segfault on load are different bugs." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Whisper model runtime failure vs compiled flex_attention torch>=2.9 incompatibility; unrelated." + "reason": "lm_head weight tying bug vs packed-weight unpacking during accelerate loading; not the same problem." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained key regression; different models and symptoms." + "reason": "Both touch serialization/weights, but Mistral3 lm_head tying is distinct from Qwen3.5 visual-encoder key saving." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Device-mapping crash vs flash-attention generation regression; both Qwen3.5-adjacent but not the same issue." + "reason": "CUDA assert under auto device mapping vs flash-attention generation regression; different failure modes." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash with str.to vs Gemma4Processor missing _tokenizer; different processor failures." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "LayoutLM tokenizer crash vs dtype mismatch in inference; no common underlying bug." + "reason": "Both are serve crashes, but the root causes differ: multimodal continuous batching vs Gemma4Processor missing _tokenizer." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT reduce_labels bug vs glm-4v-9b loading failure; unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b load failure." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Quantization/offload behavior issue vs mmap OOM workaround on Strix Halo; different problem domains." + "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch in wrapper models; unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "dtype preservation in Blip2 vs Trainer max_steps resume calculation; unrelated training/loading bugs." + "reason": "Blip2 dtype propagation bug and resume_from_checkpoint max_steps miscalculation are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but quantization offload behavior is not the same as mmap/OOM on Strix Halo." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime issue vs FineGrainedFP8Config failure; different subsystems." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure do not share a concrete code-path bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile SDPA failure vs packed-weight unpacking during loading; unrelated." + "reason": "torch.compile with SDPA and accelerate loading of packed BitNet weights are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs TRL SFT input-embedding unpacking issue; different bugs." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output size mismatch vs Perceiver interpolation failure; different vision bugs." + "reason": "OmDet processor resolution mismatch vs Perceiver interpolation failure; different models and fixes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading vs tokenizer loading regression; separate config/tokenizer issues." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "Video-input regression across Qwen vision models vs TRL unpacking of input embeddings; both Qwen3.5-related but distinct." + "reason": "Granite speech strict config loading and est-roberta tokenizer loading are unrelated." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on sequence inputs vs OmDet processor/model resolution mismatch; unrelated." + "reason": "Tokenizer batch/padding crash vs OmDet image processor size mismatch; not duplicates." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss API mismatch vs FineGrainedFP8Config failure; different trainer/runtime layers." + "reason": "Trainer compute_loss signature regression is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config API issues, but Gemma3TextConfig discrepancy is not the same as GPTNeoX rotary_pct reload bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression vs Qwen3.5 recurrent-state reset bug; different models and code paths." + "reason": "CamemBERT masked-LM prediction bug and Qwen3.5 recurrent-state reset bug are unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected trainer kwargs vs 3d_parallel.py failure; not the same issue." + "reason": "CustomTrainer kwarg regression and 3d_parallel execution failure are different problems." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload regression; unrelated config bugs." + "reason": "Qwen3Moe FP8 load failure and dequantized model offload failure are not the same bug." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba compile/SDPA failure vs Bark CPU-offload device mismatch; different model/runtime issues." + "reason": "Bamba torch.compile/SDPA crash and bark-small CPU offload device mismatch are distinct issues." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue differs from the Qwen VL video-input regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs dequantized model offload load failure; separate loading paths." + "reason": "Qwen3-MoE sliding-window cache issue is unrelated to StableLm pad_token_idx config regression." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map assert vs not being able to run 3d_parallel.py; unrelated failures." + "reason": "Qwen3 device-map CUDA assert is unrelated to 3d_parallel.py failure." }, { - "left": "issue:44292", - "right": "issue:44479", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "NVFP4 run failure for Qwen-3-8B vs Qwen multimodal video regression; different manifestations and likely different fixes." + "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel problem are different code paths." } ] }, @@ -3616,13 +3607,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 11, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:30064", "issue:33357", @@ -3639,10 +3630,8 @@ "issue:43381", "issue:43388", "issue:43421", - "issue:43531", "issue:43540", "issue:43550", - "issue:43572", "issue:43606", "issue:43653", "issue:43720", @@ -3651,6 +3640,7 @@ "issue:43844", "issue:43873", "issue:43927", + "issue:44062", "issue:44077", "issue:44186", "issue:44361", @@ -3663,10 +3653,11 @@ "issue:44625", "issue:44843", "issue:44898", + "issue:44918", + "issue:44936", "issue:44991", "issue:45059", "issue:45072", - "issue:45161", "issue:45357", "issue:45381", "issue:45406", @@ -3674,251 +3665,251 @@ "issue:45479" ], "soft_pairs": [ - "issue:43531|issue:43572", - "issue:41720|issue:45161", + "issue:43540|issue:43782", "issue:43388|issue:45059", "issue:44186|issue:44361", - "issue:43540|issue:43782", - "issue:41720|issue:43873", "issue:42915|issue:43322", - "issue:36010|issue:42617", + "issue:41720|issue:43873", "issue:45406|issue:45464", - "issue:36331|issue:41720", + "issue:36010|issue:42617", "issue:44514|issue:44545", + "issue:36331|issue:41720", "issue:33357|issue:35707", - "issue:43606|issue:43720", "issue:41720|issue:43746", + "issue:43606|issue:43720", "issue:30064|issue:34634", - "issue:43550|issue:43653", "issue:44492|issue:44509", + "issue:43550|issue:43653", "issue:44368|issue:45357", "issue:44625|issue:45479", - "issue:43606|issue:43653", "issue:43421|issue:43927", + "issue:43606|issue:43653", "issue:43782|issue:45381", - "issue:44898|issue:45072", "issue:34567|issue:35707", + "issue:44898|issue:45072", + "issue:42886|issue:44843", "issue:34634|issue:41720", "issue:43381|issue:43844", - "issue:42886|issue:44843", + "issue:44451|issue:44991", "issue:43421|issue:43653", + "issue:44062|issue:44451", "issue:44077|issue:44625", - "issue:44451|issue:44991" + "issue:44918|issue:44936" ], - "prepared_review_unit_hash": "cb461e9fdc06cf848228d72df7e92503ef81d2d378b95ff84b4f4ca434044bd8", + "prepared_review_unit_hash": "6f76e145604991d3a326e35d84901f653e523b8990083ae96d3b7eb5688d5e1a", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36745, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issues. I found two true duplicate pairs: the Qwen2_5_VLProcessor batched-input crash, and the HF_HUB_OFFLINE tokenizer-loading regression. The rest are only superficially similar.", - "confidence": 0.73, - "canonical_issue_reason": "issue:44514 is the clearest canonical issue because it is an exact duplicate of issue:44545 with the same crash signature and appears to be the original report.", + "summary": "This cluster is mostly heterogeneous and not a true duplicate set; the only clear duplicate pairs are the Qwen2_5_VLProcessor batched-padding crash and the HF_HUB_OFFLINE tokenizer-loading regression. Most other soft matches are same subsystem but different concrete bugs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44514 is the cleanest duplicate anchor in the set: it matches 44545 nearly verbatim and has the most specific, reproducible description of the shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best issue anchor here: the title match is exact, the failure mode is identical, and it is the cleanest duplicate target in the set.", + "best_issue_reason": "44514 is the best issue to anchor triage because it is an exact duplicate target with the clearest reproduction details; the rest of the cluster is too mixed to serve as one coherent canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Different models and root causes: Qwen3-MoE sliding-window behavior vs StableLmConfig pad token metadata." - }, - { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both involve MoE/model parallelism, but the failures are unrelated: CUDA assert on Qwen3 vs TP not working on GPT-OSS MoE." + "reason": "Both involve Qwen multimodal models, but one is a video-input processing failure and the other is a weight-only loading error; different bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different code paths: metric gathering/last-batch label handling vs SAM3 PCS text+box behavior." + "reason": "These are unrelated: a distributed metrics batching bug versus a SAM3 text/box interaction issue." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer issues, but for different tokenizers and different bugs; not the same underlying defect." + "reason": "Different tokenizer classes and different failure modes; not the same underlying defect." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Different Qwen multimodal models and different failure modes: video-input ValueError vs weight_only loading error." + "reason": "One is a Qwen3Moe FP8 configuration failure, the other a Llava Next segmentation fault; no shared code-path bug." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Qwen3 CUDA assert during device mapping is unrelated to quantization offloading behavior." + "reason": "Both concern model execution/offloading, but one is an A800 cuda assert and the other is quantization offloading behavior; too different to merge." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as Llava Next segfault during load." + "reason": "Processor attribute crash in serve versus streaming inference API failure; different surfaces and likely different fixes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution failure." + "reason": "An import regression is not the same as a failure to run 3d_parallel.py." }, { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Different surfaces: Gemma4Processor server crash vs Qwen3.5 streaming inference failure." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-verbatim duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-mapping CUDA errors." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same title and same batched-input/padding=False crash in Qwen2_5_VLProcessor.apply_chat_template; clear duplicate." + "reason": "Trainer compute_loss kwargs issue versus a Qwen3 auto-device-mapping runtime crash; unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error on CLIP is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "CPU-offload device mismatch for Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Different model families and failure modes: device-map assert versus PEFT local checkpoint loading." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Qwen3 CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." + "reason": "Both touch loading/offload, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset handling are unrelated." + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "Both are docs-ish, but one is a typo in cache strategies and the other is outdated pipeline documentation; different changes." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both are docs/wording issues, but they are different documentation changes, not the same bug." + "reason": "torch.compile/SDPA model failure and tokenizer special-token registration are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: tie_word_embeddings warning vs incorrect visual-encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation bug is not the same as the zero-loss behavior for num_labels=1 across sequence-classification models." + "reason": "Both mention num_labels/classification, but one is config propagation in Qwen3.5 and the other is a zero-loss regression across multiple models; different root cause." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and BigBird mask-token decode output are unrelated." + "reason": "Runtime post-processor updates and save/load token ID loss are different tokenizer issues." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Runtime post-processor updates for special tokens are unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL bugs: weight_only loading vs video vision_position_ids." + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is incorrect video vision_position_ids; different concrete defects." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Perceiver image-resolution interpolation and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Trainer token counter not updating is unrelated to progressive generation with embeddings and past KV." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "TrainerState token counter update bug is unrelated to generation with inputs_embeds and past_key_values." + "reason": "Perceiver resize/interpolation failure and dtype mismatch in bfloat16 inference are not the same issue." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE breaking tokenizer loading because AutoTokenizer triggers an unintended network/model_info path." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 CUDA assert on auto device mapping." + "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient growth report." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Both describe HF_HUB_OFFLINE tokenizer-loading failures; issue:44843 pinpoints the model_info call in _patch_mistral_regex as the root cause." + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not indicate one shared bug." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token runtime update behavior and BigBird mask-token decode output are unrelated." + "reason": "Special-token runtime updates and mask-token registration are different tokenizer mechanisms." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument collision is not the same as a model-specific tokenizer load failure." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "post_init policy for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + "reason": "Optional post_init handling in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and are not clearly the same underlying bug." + "reason": "TRL SFT unpacking failure and evaluate-after-train failure are generic trainer issues but not the same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the two accepted pairs are conservative and well-supported by the issue titles: issue:44514/issue:44545 are near-verbatim duplicates, and issue:42886/issue:44843 clearly describe the same HF_HUB_OFFLINE tokenizer-loading regression with one issue giving the specific cause. The remaining soft-edge verdicts stay appropriately cautious and do not overclaim duplicates." + "feedback": "The triage summary is grounded in the packet: it correctly treats the cluster as mostly heterogeneous, keeps the duplicate claims limited to the two clearly supported pairs, and the soft-edge rejections stay conservative overall. The canonical 44514/44545 choice is defensible from the titles and relative detail." }, "evaluator_used": true, "retried": false, @@ -3931,13 +3922,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 12, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:30064", "issue:36010", @@ -3952,12 +3943,14 @@ "issue:43577", "issue:43596", "issue:43618", + "issue:43643", "issue:43653", "issue:43697", "issue:43716", "issue:43720", "issue:43746", "issue:43756", + "issue:43782", "issue:43818", "issue:43819", "issue:43873", @@ -3967,7 +3960,6 @@ "issue:44062", "issue:44186", "issue:44220", - "issue:44451", "issue:44488", "issue:44589", "issue:44610", @@ -3975,9 +3967,9 @@ "issue:44671", "issue:44811", "issue:44843", + "issue:44877", "issue:44898", - "issue:44918", - "issue:44936", + "issue:44977", "issue:44987", "issue:45042", "issue:45072", @@ -3988,8 +3980,6 @@ "issue:45479" ], "soft_pairs": [ - "issue:44062|issue:44451", - "issue:44918|issue:44936", "issue:44987|issue:45042", "issue:43531|issue:44589", "issue:43994|issue:44671", @@ -3997,237 +3987,245 @@ "issue:43421|issue:44186", "issue:45081|issue:45356", "issue:43525|issue:43531", - "issue:43746|issue:45381", "issue:43596|issue:44220", "issue:45183|issue:45479", + "issue:43746|issue:45381", "issue:39692|issue:43873", "issue:43618|issue:43697", "issue:43540|issue:44008", - "issue:43746|issue:43873", "issue:40444|issue:43746", + "issue:43746|issue:43873", "issue:44220|issue:44661", "issue:43716|issue:44008", - "issue:43720|issue:43819", "issue:43335|issue:43756", + "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:44843|issue:45081", "issue:43421|issue:44811", "issue:30064|issue:36010", - "issue:44186|issue:44898", - "issue:43550|issue:45072", "issue:43577|issue:43818", "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43540|issue:45381", + "issue:43550|issue:45072", "issue:43550|issue:43927", - "issue:43540|issue:45381" + "issue:43643|issue:44877", + "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "02544a81fcff1fa14fa95d15c68c09a1692f74e7bd0835bbd12c3a039372b8a5", + "prepared_review_unit_hash": "c5e8252e92aa0a4901e58e2d28853eb245ce33c2fcf3f0095d2dc5acbf8878fc", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36804, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "serialized_chars": 37437, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated bug reports across different models and subsystems. I found no strong duplicate pairs; at most a few are near the same tokenizer-regex area, but not enough to merge as the same concrete bug.", - "confidence": 0.26, - "canonical_issue_reason": "Issue 43873 is the broadest and most active open report in the set, so it is the best representative issue if one must be chosen; however, the cluster does not look like a true duplicate group.", + "summary": "This cluster is highly heterogeneous: most items are distinct bugs across unrelated models, tokenizers, and processors. None of the soft-edge pairs look like true duplicates; the closest relationships are tokenizer/Mistral-regex issues, but they still describe different failure modes.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly represents the whole set; issue 44843 is the closest to the only visible subcluster because it shares the _patch_mistral_regex/tokenizer-loading path with another candidate and is broadly user-facing.", "canonical_pr_reason": null, - "best_issue_reason": "43873 has the widest scope ('offloading' + 'quantization'), the most discussion/inbound references, and is still open, making it the strongest canonical candidate among these issues.", + "best_issue_reason": "Issue 44843 is the most representative of the small tokenizer-loading subcluster and is the broadest/common entry point among the listed issues, though the overall set is still not a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "Both are tokenizer/loading failures, but they involve different models and different failure modes; not the same underlying bug." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "One is a Qwen3.5 SFT embedding unpacking failure, the other is a trainer lifecycle/evaluate-after-train issue; same area, different bug." - }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and symptoms: model load failure vs image processor torchvision dependency regression." + "reason": "Different bugs: one is a specific model-loading regression, the other is an image-processor/torchvision dependency issue." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Unrelated issues: Qwen3-MoE sliding-window behavior versus a Float8 storage lookup TypeError." + "reason": "Unrelated failures: Qwen3-MoE sliding-window behavior vs. a float8 storage lookup error during load." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-output correctness complaints, but they target different models and likely different root causes." + "reason": "Both are model-quality regressions, but they affect different models and code paths, not the same underlying bug." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention model/processor mismatches, but the models and concrete failures are unrelated." + "reason": "Both involve processor/model mismatches, but they are different models and different concrete sizing/quantization problems." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer-related, but one is a runtime post-processor update feature gap and the other is a LayoutLMv2 tokenizer crash." + "reason": "Tokenizer-related, but one is runtime post-processor updating and the other is NER/padding crashes; not the same bug." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer regression/warning issue; not clearly the same concrete bug." + "reason": "Both mention fix_mistral_regex, but one crashes in _patch_mistral_regex while the other is a Kimi-K2.5 codec/warning regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model families and different errors; no shared code-path bug is evident." - }, - { - "left": "issue:43746", - "right": "issue:45381", - "accept": false, - "reason": "PEFT checkpoint loading versus Qwen2.5-VL video position IDs; unrelated failures." + "reason": "Different subsystems and symptoms: missing config field vs. sliding_window handling." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different failure classes: deepspeed/zero3 initialization vs audio feature extraction." + "reason": "Bert/deepspeed init failure is unrelated to the audio feature-extraction issue." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both affect validation/loss logic across models, but one is about XOR input validation errors and the other is degenerate loss for num_labels=1." + "reason": "Generic validation bug vs. classification-loss bug; different code paths and fixes." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different failure modes: checkpoint loading with PEFT vs. video position ids." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Doc/example errors for SigLIP2 are not the same as a quantization/offloading runtime issue." + "reason": "Doc/example mismatch vs. quantization/offloading behavior; no shared concrete bug." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different model components and symptoms; one is missing CLIP attentions, the other is differing RTDetrV2 outputs in v5." + "reason": "CLIP output field regression vs. RTDetrV2 output differences; unrelated model-specific issues." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal paths: Qwen3OmniMoe video processing versus Gemma 3n audio tensor attribute collision." + "reason": "Both are multimodal, but one is video-input processing and the other is a Gemma3n variable-name collision." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Checkpoint loading with adapters is unrelated to quantization/offloading behavior." + "reason": "Different models and failures: iterable multi-image finetuning vs. PEFT local checkpoint loading." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Both involve multimodal model loading/training, but the concrete bugs are different and not mergeable as one fix." + "reason": "PEFT checkpoint loading and quantization offloading are separate problems." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping behavior are unrelated." + "reason": "Audio feature extraction vs. tokenizer-mapping-name generator failure; no common bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different models and different dtype/attribute issues; no shared bug." + "reason": "Image-preprocessor dtype mismatch vs. Gemma3n tensor attribute collision." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Accelerate loading of packed weights is unrelated to DAC latent decoding/STE behavior." + "reason": "Both are architecture/config issues, but they concern different models and different logic." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Both are model-configuration bugs, but they concern different architectures and different configuration logic." + "reason": "Packed-weight loading in BitNet is unrelated to DAC forward/from_latents mismatch." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration vs BitNet packed-weight loading are unrelated." + "reason": "Tokenizer special-token registration bug vs. BitNet packed-weight loading bug." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both mention _patch_mistral_regex, but the reported failures differ: offline hub access vs tokenizer object attribute crash." + "reason": "Same general Mistral regex area, but different concrete failures: offline model_info call vs. backend_tokenizer AttributeError." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processing update behavior is not the same as Whisper batch_decode skip_special_tokens handling." + "reason": "Different tokenizer/processor behaviors: post-processor updates vs. Whisper batch_decode parameter handling." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and a GenerationMixin import error are completely unrelated." + "reason": "Completely unrelated: image segmentation processing vs. an import error for GenerationMixin." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and bugs: BLIP2 dtype propagation vs. Video-LLaVA temporal-attention/weight-sharing issue." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument collision is not the same as the model-loading failure for cjvt/sleng-bert." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/NER crash versus image classification with interpolation; different model paths and bugs." + "reason": "Tokenizer padding/truncation crash vs. Perceiver image-classification resolution handling." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they involve different Qwen model families and different bug locations." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different runtime issues: torch.compile/SDPA failure versus bfloat16 dtype mismatch." + "reason": "torch.compile+SDPA failure is unrelated to bf16 dtype mismatches in other models." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "BLIP2 dtype loading issue and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + "reason": "Different failures: compile/SDPA vs. config token-ID persistence and generation IndexError." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Both are load failures, but they are for different models and different tokenizer/model incompatibilities." + "reason": "Both are config-loading related, but one is trust_remote_code missing fields and the other is strict config rejection for granite_speech." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and qwen2.5-vl vision_position_ids mismatch are separate multimodal bugs." + "reason": "Different Qwen model versions and different symptoms: weight_only loading error vs. flash-attention generation issue." } ] }, @@ -4243,13 +4241,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 13, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:30064", "issue:34634", @@ -4258,6 +4256,7 @@ "issue:41720", "issue:42175", "issue:43262", + "issue:43526", "issue:43531", "issue:43550", "issue:43577", @@ -4267,6 +4266,7 @@ "issue:43644", "issue:43650", "issue:43653", + "issue:43697", "issue:43720", "issue:43749", "issue:43782", @@ -4289,9 +4289,7 @@ "issue:44805", "issue:44821", "issue:44857", - "issue:44877", "issue:44936", - "issue:44977", "issue:44991", "issue:45020", "issue:45072", @@ -4301,245 +4299,238 @@ "issue:45406" ], "soft_pairs": [ - "issue:43643|issue:44877", - "issue:43531|issue:43643", - "issue:43782|issue:44977", "issue:43577|issue:43582", - "issue:43644|issue:43749", + "issue:43531|issue:43643", "issue:44448|issue:44671", - "issue:43653|issue:43819", + "issue:43644|issue:43749", "issue:44561|issue:45020", + "issue:43653|issue:43819", "issue:43825|issue:43994", "issue:43550|issue:43819", - "issue:44186|issue:44442", - "issue:43825|issue:43827", "issue:43650|issue:43906", + "issue:43825|issue:43827", + "issue:44186|issue:44442", "issue:44821|issue:45084", "issue:41720|issue:44991", - "issue:43606|issue:45072", "issue:44805|issue:44936", - "issue:30064|issue:36331", "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:30064|issue:36331", "issue:42175|issue:45081", - "issue:44610|issue:45072", "issue:43782|issue:45325", + "issue:44610|issue:45072", "issue:44060|issue:44368", "issue:34634|issue:36010", - "issue:43720|issue:45072", "issue:45081|issue:45406", - "issue:43749|issue:44291", + "issue:43720|issue:45072", "issue:43262|issue:43819", "issue:43653|issue:44671", - "issue:43582|issue:44857" + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43526|issue:43697" ], - "prepared_review_unit_hash": "9c6160f3da737897b996353cb848665789ebe437ba3c40920d36824472542134", + "prepared_review_unit_hash": "a2cd2883ebe85c6b67fc7d3b2117aff834e89eead81e200cf6541517b1adea11", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36832, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across different model families, processors, tokenizers, training, and docs. I found no strong duplicate pairs to merge; at most there is loose thematic overlap around recent v5/remote_code breakages, but not the same underlying bug.", - "confidence": 0.68, - "canonical_issue_reason": "No single issue cleanly represents a true duplicate set. If one anchor is needed, issue 45020 is the broadest umbrella for recent remote_code regressions, but the cluster overall is too mixed to treat it as a precise canonical duplicate.", + "summary": "The cluster is largely heterogeneous: most pairs share only broad topic words (loading, tokenizers, processors, v5 regressions) but not the same concrete bug or change. I would reject all soft edges; there is no clear duplicate subset here.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the issues span unrelated regressions across processors, model loading, training, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best high-level representative only because it is the broadest and most umbrella-like of the set; it captures a recurring family of recent-version remote_code breakages better than the others, though it is not a precise duplicate target.", + "best_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (remote_code regressions) and the most plausible representative, but it still does not match the other issues closely enough to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Both involve config/loading problems, but one is missing fields with trust_remote_code while the other is strict config blocking granite_speech; different bugs." + "reason": "Different failures in different subsystems: BLIP2 dtype loading vs Apple Silicon allocator warmup." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Different Qwen variants and different failure modes: weight_only loading error vs flash-attention generation bug." + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config fields are unrelated bugs." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon allocator TypeError are unrelated code paths." + "reason": "Both are v5 output regressions, but they affect different models and code paths." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading are different loading bugs." + "reason": "Distinct loading issues: non-persistent buffer junk vs FSDP CPU RAM efficient loading." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both are v5 regressions, but on different models and different symptoms; not the same underlying bug." + "reason": "Related theme of remote_code breakage, but one is a specific v5 helper removal while the other is a broader meta-report." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are unrelated." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Both mention remote_code regressions, but 44561 is specifically about removing is_torch_fx_available; 45020 is a broader report with unknown root cause." + "reason": "Tokenizer special-token registration and DAC latent/STE mismatch are unrelated." }, { "left": "issue:43825", - "right": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "One is a runtime error message about removed pipeline tasks; the other is stale docs. Related theme, different bug." + "reason": "Pipeline error messaging and SigLIP2 output quality are different problems." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile with SDPA is unrelated to DAC.from_latents missing STE." + "reason": "Bamba torch.compile/SDPA issue is unrelated to DAC forward/from_latents behavior." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." + "reason": "Placeholder/nonsense issue and an isolated reproduction of another bug are not duplicates." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Runtime pipeline error messaging and documentation cleanup are not the same duplicate." + "reason": "Both concern removed pipeline tasks, but one is a runtime error message and the other is docs drift." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Placeholder issue title and an isolated reproduction of another issue are not duplicates." + "reason": "Different tokenizer/model loading failures with different models and inputs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and a template compilation TypeError are unrelated." + "reason": "AutoImageProcessor-from-URL and template-node compilation errors are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and tokenizer loading for est-roberta are different subsystems." + "reason": "Different failures: Qwen3 device-mapping crash vs tokenizer loading for a different model." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are distinct failures." + "reason": "Generic shape-mismatch IndexError and trainer.evaluate() failure after train are not the same bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are not the same bug." + "reason": "RoPE implementation discussion and removed-pipeline-task documentation are unrelated." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Void segmentation map processing and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Different model-specific inference mismatches: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to stale pipeline docs." + "reason": "Image processor segmentation-map failure and CustomTrainer loss-signature breakage are unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in extras install and Mistral regex patch crash are unrelated." + "reason": "Tensorflow packaging/backends and Mistral regex patching are different issues." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "OmDet-Turbo image-size mismatch and dtype mismatch reports are different bugs." + "reason": "Both are Qwen VL issues, but they affect different models and different mechanisms." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Different Qwen-VL model issues: weight_only load error vs incorrect RoPE temporal scaling." + "reason": "OmDet image-size mismatch and dtype mismatches in other models are unrelated." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is a LoRA fine-tuning warning about tie_word_embeddings. Same theme, different issue." + "reason": "One is a tied-weights bug; the other is a user-facing warning about config, not the same defect." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "BitNet packed-weight unpacking and bfloat16 dtype mismatch are different code paths." + "reason": "BarkProcessor voice preset and GenerationMixin import errors are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate processor-loading bugs." + "reason": "Both are attribute errors in processor/tokenizer code, but they hit different processors and fields." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are related to loading, but not the same underlying defect." + "reason": "BitNet packed-weight loading and bfloat16 dtype mismatches are different problems." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC forward/from_latents mismatch are unrelated." + "reason": "Audio sampling-rate defaulting and DAC latent reconstruction are unrelated." }, { "left": "issue:43653", "right": "issue:44671", "accept": false, - "reason": "BigBirdTokenizer special-token registration and CamemBERT MLM prediction regression are distinct tokenizer/model issues." + "reason": "BigBird special-token registration and CamemBERT masked-LM output regressions are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but FSDP RAM-efficient loading and init_empty_weights argument handling are distinct code paths." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated." + "reason": "Apple Silicon warmup TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are not the same underlying issue." } ] }, @@ -4555,13 +4546,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 14, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:34567", "issue:34634", @@ -4605,255 +4596,254 @@ "issue:44977", "issue:44991", "issue:45042", - "issue:45072", "issue:45084", "issue:45356", "issue:45357", "issue:45488", - "issue:45538" + "issue:45538", + "issue:45600" ], "soft_pairs": [ - "issue:43526|issue:43697", "issue:43526|issue:44554", + "issue:43329|issue:45600", "issue:45084|issue:45538", "issue:43653|issue:44912", "issue:43454|issue:43577", - "issue:34634|issue:36331", "issue:44568|issue:45488", - "issue:43257|issue:43329", + "issue:34634|issue:36331", "issue:43638|issue:44936", "issue:43452|issue:44991", - "issue:43746|issue:44811", + "issue:43257|issue:43329", "issue:43854|issue:44977", + "issue:43746|issue:44811", "issue:38175|issue:44610", "issue:44589|issue:45042", "issue:43257|issue:43696", "issue:39692|issue:44912", + "issue:44568|issue:45356", "issue:43819|issue:43927", "issue:43720|issue:44610", "issue:43550|issue:44912", "issue:36010|issue:43645", - "issue:44568|issue:45356", "issue:43262|issue:44811", "issue:43749|issue:44756", "issue:43329|issue:44479", "issue:43531|issue:45042", "issue:43257|issue:43931", - "issue:36010|issue:36331", "issue:43257|issue:43756", - "issue:43329|issue:43450", - "issue:34567|issue:40990", + "issue:36010|issue:36331", "issue:43697|issue:45357", - "issue:43577|issue:45072" + "issue:34567|issue:40990", + "issue:43329|issue:43450" ], - "prepared_review_unit_hash": "7cb7cb6d43b49c33888d0e0baaa3d71230a4963d01526ccf6fe0e3879dc51bb4", + "prepared_review_unit_hash": "022972e5321558d0ac00828515e031847a5a522e0e1917e22504a2517febed05", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37517, - "estimated_input_tokens": 9380, - "estimated_eval_tokens": 19016 + "soft_pair_count": 31, + "serialized_chars": 37223, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in training, tokenizers, vision, audio, loading, quantization, and multimodal processors. I do not see any soft edge that looks like the same underlying issue, so all candidate duplicate links should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No safe canonical issue: the set is not a duplicate cluster but a grab bag of distinct bugs, so picking any one issue as the representative would be misleading.", + "summary": "Most pairs are clearly unrelated regressions across different models/components. The only strong duplicate-like match is the Qwen video-input regression: the undefined-helper bug in `_get_num_multimodal_tokens` aligns with the broader v5.3.0 video-input failure report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report for the Qwen video regression; it pinpoints the broken video branch in `_get_num_multimodal_tokens` with undefined helpers.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global best representative for duplicate triage. If forced, issue 43257 is the most substantial standalone report, but it is still too specific to serve as a cluster-wide canonical.", + "best_issue_reason": "issue:43329 best represents the duplicate cluster because it identifies the specific failing code path rather than only the downstream regression symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", - "right": "issue:43697", + "right": "issue:44554", "accept": false, - "reason": "Different problems: BEiT label reduction vs RT-DETR output differences." + "reason": "Unrelated: BeitImageProcessorFast label reduction vs an MPS attention correctness issue." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Unrelated: image processor label handling vs MPS attention correctness." + "reason": "Different areas: Qwen multimodal video token counting vs auto_mappings referencing removed configs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Separate tokenizer/config bugs; no shared code-path indicated." + "reason": "Unrelated failures: template-node compilation error vs CLIPTokenizer max_length behavior." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird special-token registration issue is unrelated to GPT-oss quantization fallback." + "reason": "Different bugs: BigBird special-token registration vs gpt-oss quantization loading/fallback." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug vs BLIP2 dtype-loading issue are different failures." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice_preset and trainer compute_loss kwargs are unrelated." + "reason": "Different code paths: AyaVision weight tying vs BLIP2 dtype loading." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions: BOS/EOS insertion vs pre-tokenizer override." + "reason": "Both tokenizer-related, but different concrete bugs and models; no shared code-path shown." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Qwen3 MoE load/convert bug is not the same as multimodal token counting video-branch NameError." + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer.compute_loss kwargs handling." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3/BERT indexing failure is distinct from trainer evaluate-after-train behavior." + "reason": "Both are training-related, but the failures differ: Zero3/non-pretrained Bert IndexError vs evaluate-after-train behavior." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage and tokenizer loading failure are different paths." + "reason": "Unrelated loading regressions: gguf_file handling vs a tokenizer load failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug." + "reason": "Different subsystems: Qwen3 MoE accelerate/deepspeed weight conversion vs Qwen video token counting." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7 test load issue and Qwen3.5 flash-attention generation issue are unrelated." + "reason": "Different models and failure modes: GLM-4.7 test loading vs Qwen3.5 flash-attention generation." }, { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo image size mismatch are different bugs." + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error is unrelated to PIL/image-processor torchvision dependency." + "reason": "Unrelated: Float8 storage lookup error vs PIL backend torchvision dependency regression." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Model load/weight conversion bug vs CUDA OOM on GPT-oss-20b." + "reason": "Different problems: MoE weight conversion/loading vs CUDA OOM." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/example errors do not match GPT-oss quantization fallback." + "reason": "Docs example/model mismatch and quantization failure are not the same as gpt-oss MXFP4 loading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different models and token handling logic." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load token ID loss." + "reason": "Different issues: DAC STE/from_latents mismatch vs DiaConfig save/load losing custom token IDs." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking issue is not the same as OmDet-Turbo processor shape bug." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape output." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba-9B-v2 torch.compile SDPA failure is unrelated to GPT-oss quantization." + "reason": "Different code paths: torch.compile+SDPA on Bamba vs quantization fallback on gpt-oss." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error and custom-model Jupyter initialization regression are distinct." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions affecting different mechanisms and models." + "reason": "The notebook/custom-model regression is too broad; the GenerationMixin import error is a distinct symptom without clear same root cause." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch decoding." + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skip_special_tokens." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different loading issues." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate loading/memory issues." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both concern video handling, but one is a specific NameError in token counting while the other is a broader regression; not the same bug." + "reason": "Different loading failures: MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Trainer token-count metric bug does not match GPT-oss perplexity reports." + "reason": "Unrelated model-specific issues: MoE conversion vs Smollm3 RoPE-layer mismatch." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output divergence is unrelated to Qwen3.5 visual-encoder key saving." + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained key mapping." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Different Qwen loading failures: MoE weight conversion vs Qwen3-VL shape mismatch." + "reason": "TrainerState token counter not updating is unrelated to GPT-oss perplexity." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Qwen3 MoE loading bug and Smollm3 RoPE-layer mismatch are unrelated." + "reason": "Both involve video processing, but one is a broken multimodal-token helper in the video branch while the other is batched processor shape output; not the same concrete bug." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Undefined helper/variable in video token counting is not the same as batched video processor output shape." + "reason": "Tokenizer special-token registration bug is unrelated to gpt-oss quantization behavior." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision requirement are unrelated." + "reason": "Qwen3-MoE sliding-window bug is unrelated to PIL backend requiring torchvision." } ] }, @@ -4869,16 +4859,15 @@ "component_index": 2, "component_count": 13, "review_unit_index": 15, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:28282", - "issue:29127", "issue:33357", "issue:34567", "issue:34689", @@ -4889,9 +4878,9 @@ "issue:42915", "issue:43317", "issue:43452", - "issue:43493", "issue:43526", "issue:43540", + "issue:43577", "issue:43582", "issue:43643", "issue:43646", @@ -4902,12 +4891,13 @@ "issue:43824", "issue:43906", "issue:43927", - "issue:43994", "issue:44062", "issue:44291", "issue:44479", + "issue:44484", "issue:44488", "issue:44560", + "issue:44704", "issue:44737", "issue:44821", "issue:44898", @@ -4916,6 +4906,7 @@ "issue:44987", "issue:44991", "issue:45042", + "issue:45072", "issue:45137", "issue:45325", "issue:45375", @@ -4926,252 +4917,239 @@ "issue:45588" ], "soft_pairs": [ + "issue:43577|issue:45072", "issue:42175|issue:44938", "issue:41720|issue:43540", - "issue:43452|issue:43582", "issue:44479|issue:45381", - "issue:43927|issue:44912", + "issue:43452|issue:43582", "issue:44987|issue:45538", "issue:43317|issue:45538", - "issue:33357|issue:34567", - "issue:44291|issue:45042", "issue:43906|issue:45381", - "issue:42915|issue:43742", + "issue:43927|issue:44912", "issue:43540|issue:44560", + "issue:44291|issue:45042", "issue:43540|issue:44479", "issue:42915|issue:45538", - "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42915|issue:43742", "issue:42175|issue:43824", - "issue:43526|issue:45479", "issue:44737|issue:45588", - "issue:42915|issue:44821", + "issue:43526|issue:45479", "issue:42175|issue:44488", + "issue:42915|issue:44821", "issue:44062|issue:44991", + "issue:45137|issue:45405", "issue:38175|issue:44898", - "issue:28282|issue:34689", - "issue:43646|issue:43749", "issue:43582|issue:43782", + "issue:43646|issue:43749", "issue:43643|issue:45375", - "issue:43756|issue:45325", - "issue:43493|issue:43994", - "issue:28282|issue:29127", + "issue:28282|issue:34689", "issue:36010|issue:42175", - "issue:43742|issue:44291" + "issue:43756|issue:45325", + "issue:44484|issue:44704" ], - "prepared_review_unit_hash": "81d1e53b766bfb62969ec4b0be0f8f5debd94b7e73cac88b0943693cfb21b442", + "prepared_review_unit_hash": "371f9b079a1c4cc45172ad2288adaa533e45fd8632c9e93cdc0ff774fc4c1f16", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36487, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a tight duplicate cluster; it mixes many unrelated Transformers bugs that only share broad wording around loading/importing/models. No pull requests are present, and none of the soft pairs look like the same concrete bug.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue clearly dominates as the same underlying problem across the set. If forced to pick a representative, issue 44987 is the broadest recent loading-regression report, but the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "This cluster is very heterogeneous: most items are unrelated transformers bugs spanning loading, config, tokenizer, video, training, and quantization paths. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue; the items do not form one coherent duplicate set, so picking a single representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44987 is the best global representative because it is a current, concrete model-loading regression with a general title and a likely actionable reproduction, whereas many others are narrower, model-specific, or about different subsystems entirely.", + "best_issue_reason": "No global best issue: none of the issues safely subsumes the others or serves as a true duplicate hub for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: Blip2 dtype staying float32 vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "One is about TensorFlow missing from a pip extra; the other is a Python 3.14 load failure. Same broad install/load surface, but not the same bug." + "reason": "Packaging/backend issue vs Python 3.14 load failure; no shared code-path bug." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failure modes and different code paths." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "GGUF tokenizer/model loading vs Apple Silicon allocator warmup TypeError are unrelated mechanisms." + "reason": "CUDA assert with auto device mapping is unrelated to Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44479", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL/Qwen video regressions, but the reported breakage differs: one is a broader v5.3.0 video-input regression across several models, the other is a specific still-image temporal position_id bug." + "reason": "Both concern Qwen video inputs, but one is a broad multi-model regression and the other is a specific qwen2.5-vl position_ids bug; not clearly the same concrete fix." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "DiaConfig save/load token ID loss and git-oss-20b MXFP4 fallback are unrelated model/config bugs." + "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Physical-intelligence/fast loading failure is not the same as CLIPTokenizer's huge model_max_length behavior." + "reason": "Model loading regression and CLIPTokenizer max_length behavior are different issues." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure and tokenizer max-length semantics are different issues." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS bus error while loading a CLIP model and TrainerState token-count tracking are unrelated." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is a model-init bug; PIL backend image processor torchvision requirement is a different image-processing regression." + "reason": "Auto device-map/offload failure is unrelated to tokenizer max_length constant handling." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A reproduction of a prior issue about custom model loading does not match a Qwen2.5-VL video-position bug." + "reason": "A reproduction of another issue is not the same as a qwen2.5-vl video-position bug." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Both involve Qwen3/Qwen3Moe model loading, but one is FineGrainedFP8Config-specific and the other is a MobileLLM key error; different concrete failures." + "reason": "DiaConfig custom token IDs loss is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are distinct video-processing failures." + "reason": "Both are video-input failures, but they affect different Qwen models and error surfaces; no proven shared bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to image processors requiring torchvision." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same general family, but one is a video-input ValueError in Qwen3OmniMoe and the other is a broader v5.3.0 regression affecting multiple Qwen VL variants." + "reason": "Same general area, but different model families and symptoms; too broad to be one duplicate change." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." + "reason": "FP8 config failure is unrelated to CLIPTokenizer max_length behavior." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and PEFT version bump are completely different problems." + "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count tracking." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2.5-VL class export are unrelated." + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are different loading/config problems." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior affect different components and code paths." + "reason": "Tensorflow backend packaging is unrelated to missing Qwen2_5_VL class export." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange placement bug and flash_attention s_aux=None crash are unrelated implementation bugs." + "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL failure are different subsystems." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend packaging for TensorFlow and a model-specific load failure are not the same bug." + "reason": "Backend install packaging and a model load failure for cjvt/sleng-bert are not the same bug." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer problems." + "reason": "AddedToken special-kwarg duplication is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero probabilities/nonsensical outputs and Perceiver non-default-resolution failure are different model-specific issues." + "reason": "SigLIP2 zero-probabilities bug is unrelated to Perceiver non-default-resolution failure." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Missing PyTorch dependency error and Llama 3.2 Vision model-loading breakage are unrelated import/load failures." + "reason": "AppleSilicon allocator TypeError and Qwen3VL weight_only load error do not share a concrete code path." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage and FSDP CPU RAM efficient loading failure are different code paths." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3VL weight_only error are unrelated." + "reason": "Custom model init breakage is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "trust_remote_code missing fields in AutoConfig and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are both config-related, but not the same defect." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL rope-index scaling bug are distinct architecture-specific regressions." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and SigLIP2 nonsensical AutoModel/pipeline outputs are related by model family but not clearly the same underlying bug." + "reason": "Both involve missing config fields, but one is generic trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig strict-field drop; not the same bug." }, { "left": "issue:28282", - "right": "issue:29127", + "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import error and LayoutLMv3 box-information error are unrelated." + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision load break are different failure modes." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import error and TensorFlow-extra packaging issue are unrelated import/packaging failures." + "reason": "GenerationMixin import-path error is unrelated to Tensorflow backend installation." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and Qwen2.5-VL still-image position scaling are different model-specific issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "MobileLLM key error and init_empty_weights unexpected argument are different initialization bugs." + "reason": "save_pretrained max_shard_size behavior is unrelated to AutoProcessor cached_file kwarg forwarding." } ] }, @@ -5187,15 +5165,15 @@ "component_index": 2, "component_count": 13, "review_unit_index": 16, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ - "issue:24643", + "issue:28282", "issue:29127", "issue:34567", "issue:36331", @@ -5203,6 +5181,7 @@ "issue:41762", "issue:43295", "issue:43452", + "issue:43493", "issue:43531", "issue:43577", "issue:43643", @@ -5214,19 +5193,16 @@ "issue:43749", "issue:43819", "issue:43906", + "issue:43994", "issue:44062", "issue:44291", - "issue:44464", "issue:44466", - "issue:44484", "issue:44488", "issue:44514", "issue:44561", "issue:44568", "issue:44589", "issue:44625", - "issue:44704", - "issue:44743", "issue:44792", "issue:44811", "issue:44821", @@ -5242,233 +5218,242 @@ "issue:45290", "issue:45356", "issue:45381", - "issue:45440" + "issue:45405", + "issue:45440", + "issue:45600" ], "soft_pairs": [ - "issue:44484|issue:44704", - "issue:34567|issue:36331", - "issue:44291|issue:44821", + "issue:43493|issue:43994", + "issue:43742|issue:44291", + "issue:28282|issue:29127", "issue:44062|issue:45081", + "issue:34567|issue:36331", "issue:43452|issue:44488", - "issue:44792|issue:44964", + "issue:44291|issue:44821", "issue:44514|issue:45290", + "issue:44792|issue:44964", "issue:43688|issue:43749", + "issue:45405|issue:45600", "issue:43643|issue:44561", "issue:44514|issue:45381", - "issue:43452|issue:43577", "issue:43697|issue:45216", + "issue:43452|issue:43577", "issue:43742|issue:44589", "issue:45042|issue:45081", "issue:43531|issue:44821", "issue:43688|issue:45440", - "issue:44625|issue:44877", - "issue:43720|issue:44898", "issue:43452|issue:44843", - "issue:43819|issue:44811", "issue:43653|issue:44568", + "issue:44625|issue:44877", + "issue:43720|issue:44898", "issue:43295|issue:45356", - "issue:44466|issue:45005", "issue:41762|issue:44936", - "issue:44464|issue:44743", - "issue:41720|issue:43906", - "issue:24643|issue:29127" + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:41720|issue:43906" ], - "prepared_review_unit_hash": "b05bb5c62c054f797dbe62da5258f1dcd94e25bbe2e8af3981425c83b741c693", + "prepared_review_unit_hash": "b4773358d07fdb69285f742df08050e499ec0879cff3cd9460929bd51bc8995b", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36175, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "soft_pair_count": 28, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are false positives from broad lexical similarity (trainer, tokenizer, loading, or v5 regressions) but describe different concrete bugs. The only plausible duplicate-like pair is the tied-weights save/serialization regression in v5: issue 44466 and issue 45005.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44466 is the clearest, most concrete report of the tied-weights serialization regression, with a specific failure mode and a broad enough description to represent the cluster.", + "summary": "This cluster is heterogeneous: most items are unrelated regressions or feature bugs across tokenizers, trainer, model loading, and multimodal processors. Only a couple of soft pairs look like true duplicates or near-duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue fits the cluster well; it spans several distinct bug families rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best representative issue because it centers on a concrete, reproducible code-path problem rather than a narrower application-specific manifestation.", + "best_issue_reason": "Issue 43452 is the clearest representative of a concrete, user-facing loading regression with broad API impact, but it is not a true umbrella for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Both involve saving/loading APIs, but one is about max shard size and the other about forwarding kwargs to cached_file; different bugs." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model correctness problem: HF outputs disagree with the reference implementation and produce nonsensical results through AutoModel/pipeline." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both are Trainer-related, but one is a token-count tracking bug and the other is a custom compute_loss signature breakage." + "reason": "Both are loading failures, but the concrete bugs differ: a key error in MobileLLM loading vs an init_empty_weights/_is_hf_initialized argument mismatch." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different loading failures: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." + "reason": "Completely different problems: missing PyTorch import vs a LayoutLMv3 validation/error-message issue." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer errors, but one is AddedToken special-arg handling and the other is a Mistral regex/backend_tokenizer crash." + "reason": "Both touch tokenizer loading, but the failure modes and code paths differ: AddedToken special-arg duplication vs _patch_mistral_regex assuming backend_tokenizer exists." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related, but not the same bug: num_input_tokens_seen not updating vs CustomTrainer.compute_loss signature breaking on num_items_in_batch." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading issues, but they affect different models and appear to stem from different code paths." + "reason": "Both involve model/tokenizer loading, but there is no clear evidence they stem from the same concrete regression or code path." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Both mention multimodal model loading/generation, but the affected models and failure modes are distinct." + "reason": "Unrelated loading paths: init_empty_weights argument handling vs AutoImageProcessor URL loading." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same method family, but different crashes: batched padding handling vs assistant tool-call messages with no content." + "reason": "Both are chat-template crashes, but the triggers are different and likely independent: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and symptoms; one is a failing Janus test, the other is a Phi-4 multimodal loading regression." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "These are unrelated: auxiliary-loss normalization in MoE models versus FSDP CPU RAM efficient loading." + "reason": "Distinct bugs in different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Not the same issue: an unreleased dependency version bump vs stale auto-mapping references breaking CI." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code behavior, but one is missing config fields and the other is removal of is_torch_fx_available." + "reason": "Both mention trust_remote_code, but the regressions differ: missing config fields vs removal of is_torch_fx_available." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is incorrect vision_position_ids for video input." + "reason": "Different Qwen2.5-VL regressions affecting different parts of processor/chat-template handling." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Different bugs: gguf_file loading failure vs dtype propagation for BLIP-2 qformer/model." + "reason": "Different model families and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Different regression classes: RTDetrV2 output drift vs Qwen3.5 checkpoint serialization/save_pretrained correctness." + "reason": "Both are loading/model issues, but one is GGUF/from_pretrained breakage and the other is a dtype propagation bug in Blip2." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are loading errors, but one is a key error for MobileLLM and the other is a missing Float8 storage type." + "reason": "Both are load-time errors, but one is a key error in model loading and the other is a missing Float8 storage type." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated subsystems: image processor backend dependency handling vs Mistral tokenizer regex handling." + "reason": "Different regressions in unrelated tokenizer/image-processing code paths." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Different areas and failures: Qwen3-MoE sliding_window behavior vs loading AutoImageProcessor from URL." + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are model correctness reports, but they concern different architectures and different implementation divergences." + "reason": "Different model families and bugs: auxiliary loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is GGUF/from_pretrained loading breakage; the other is an offline-mode failure in _patch_mistral_regex." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the concrete issues differ by tokenizer and behavior." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is num_labels propagation and the other is strict config rejection for granite_speech." + "reason": "Unrelated config issues: num_labels propagation vs strict config blocking granite_speech loading." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model bugs: packed-weight unpacking during accelerate loading vs Perceiver interpolation on non-default resolution." + "reason": "Different model/code paths: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both mention loading, but one is gguf/model loading and the other is offline-path behavior in _patch_mistral_regex." + "reason": "Different regressions: processor.tokenizer/image routing breakage vs Kimi-K2.5 codec and warning behavior." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different functionality entirely: DAC latent conversion versus Whisper batch_decode skip_special_tokens handling." + "reason": "Different trainer/loading failures: ZeRO-3 model load index error vs evaluate-after-train failure." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both concern tokenizer special tokens, but they describe different tokenizers and different failures." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer/processor regressions, but the concrete breakage is different: processor.tokenizer access/images passthrough vs codec handling and warning text." + "reason": "Different functionality entirely: DAC latent reconstruction vs Whisper batch_decode special-token handling." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both point to the same underlying tied-weights serialization regression in v5; 45005 looks like a model-family-specific manifestation of the broader issue in 44466." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Different training/runtime problems: DeepSpeed ZeRO-3 load failure versus evaluate() failing after train()." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both are generation/model-state issues, but one is compiled-forward chunked generation inconsistency and the other is recurrent-state reset in modular_qwen3_5.py." + "reason": "Both point to the same tied-weights serialization regression in v5, with device-dependent lm_head.weight behavior and translation models as manifestations of the same bug." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "The titles are only loosely related by a runtime error/bug reference; one is Qwen3 auto device mapping and the other is a reproduction of an earlier issue." - }, - { - "left": "issue:24643", - "right": "issue:29127", - "accept": false, - "reason": "Completely different bugs: DeepSpeed weight shape error during training versus LayoutLMv3 error-message clarity for insufficient box info." + "reason": "Different Qwen3-related problems: auto device mapping cudaErrorAssert vs a reproduction of another issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are appropriately conservative: most pairs are correctly rejected despite superficial lexical overlap, while the only accepted pair (44466/45005) is a plausible same-bug cluster around tied-weights serialization in v5. No evidence of overstatement or unsafe merging across unrelated bugfixes." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted pairs are plausibly the same underlying bug family, and the rejected pairs avoid overstating similarity. No mergeability problems are apparent." }, "evaluator_used": true, "retried": false, @@ -5481,26 +5466,26 @@ "component_index": 2, "component_count": 13, "review_unit_index": 17, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "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:43278", "issue:43295", "issue:43329", "issue:43452", @@ -5511,7 +5496,6 @@ "issue:43577", "issue:43643", "issue:43653", - "issue:43688", "issue:43697", "issue:43720", "issue:43742", @@ -5525,6 +5509,7 @@ "issue:44554", "issue:44610", "issue:44625", + "issue:44743", "issue:44843", "issue:44849", "issue:44936", @@ -5539,259 +5524,252 @@ "issue:45588" ], "soft_pairs": [ + "issue:44464|issue:44743", "issue:43525|issue:43643", - "issue:44361|issue:44442", + "issue:24643|issue:29127", "issue:43577|issue:43697", + "issue:44361|issue:44442", "issue:38175|issue:43295", - "issue:43653|issue:44361", "issue:44843|issue:44991", - "issue:28282|issue:32090", - "issue:44479|issue:44936", + "issue:43653|issue:44361", "issue:43122|issue:43906", - "issue:28282|issue:35141", - "issue:28282|issue:33357", + "issue:44479|issue:44936", "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", "issue:43577|issue:45588", "issue:30064|issue:33666", - "issue:43653|issue:43927", "issue:43577|issue:44554", - "issue:43329|issue:45325", + "issue:43653|issue:43927", "issue:44464|issue:44977", + "issue:43329|issue:45325", "issue:43531|issue:43742", "issue:43550|issue:44361", "issue:44479|issue:44625", "issue:43504|issue:43720", + "issue:43452|issue:44451", "issue:43504|issue:43550", "issue:41720|issue:44464", - "issue:32090|issue:33666", - "issue:32090|issue:34567", - "issue:43262|issue:45084", - "issue:43278|issue:43688", - "issue:43504|issue:44610", - "issue:43452|issue:44451", "issue:44849|issue:45357", - "issue:45200|issue:45229" + "issue:43262|issue:45084", + "issue:45200|issue:45229", + "issue:43504|issue:44610" ], - "prepared_review_unit_hash": "14383a9245de7af8d8f1c70c5b149a0b3e1f5f601241bb844df723fb51754dbf", + "prepared_review_unit_hash": "31db77567e6a1728bedf20843efe71cdea887bdd0d5de5ec4197675a925babf4", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37468, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "soft_pair_count": 31, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the paired items mostly share broad areas like tokenizers, model loading, training, or vision models, but they do not describe the same underlying bug/change. I would not merge any soft edges. If a single anchor is needed, issue 44843 is the best representative of the most active tokenizer-regression thread, but the cluster overall is not one duplicate set.", - "confidence": 0.9, - "canonical_issue_reason": "No true canonical across the whole cluster because the reports are unrelated; 44843 is the most suitable anchor only because it is a well-scoped, active tokenizer-loading regression with inbound reference activity.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, processor, generation, training, and model-loading bugs/regressions. None of the soft pairs look like the same underlying defect, so there is no strong duplicate canonical here.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical issue: the set is too diverse to collapse onto one underlying bug or fix target.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the strongest representative of the most actionable subset here: a clear tokenizer regression with discussion and external linkage, unlike the other items that span unrelated bugs.", + "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous for a meaningful best duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation regressions: compiled-forward inconsistency vs recurrent state reset with cache." + }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config/loading problems, but one is a missing pad_token_id attribute and the other is missing fields from trust_remote_code; different code paths and fixes." + "reason": "Different config-loading problems: missing pad_token_id vs missing fields from trust_remote_code AutoConfig." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Both mention tokenizer failures, but they affect different tokenizers and different load paths; not the same bug." + "reason": "Different failures: DeepSpeed training runtime error vs LayoutLMv3 box-information validation/error messaging." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "One is a BLIP2 dtype-loading issue, the other is a model output regression in RTDetrV2; unrelated defects." + "reason": "Different bugs: BLIP2 dtype handling vs RTDetrV2 output divergence in v5." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different behaviors in different components." + "reason": "Different tokenizer loading failures for different models and code paths." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "BigBird special-token registration and MLuke tokenizer AttributeError are distinct tokenizer bugs." + "reason": "Different symptoms: siglip2 zero probabilities vs processor.tokenizer/custom image-passing regression." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions, but they involve different failures and different models; too broad to be the same bug." + "reason": "Both affect tokenizer loading, but one is an offline model_info call and the other is a model-specific tokenizer load failure." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "PyTorch import missing vs Trainer NoneType GPU broadcast are unrelated." + "reason": "Insufficient evidence they share the same root cause; one is a tokenizer regression, the other is a reproduction of a different issue." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to trainer.evaluate() failing after train()." + "reason": "Different areas: Qwen VL video regression vs trainer.evaluate() failure after train()." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:44977", + "right": "issue:45356", "accept": false, - "reason": "Both concern tokenization/version behavior, but the titles indicate different reproductions and no shared concrete failure mode." + "reason": "Different problems: Qwen3.5 flash-attention generation bug vs Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:28282", - "right": "issue:35141", + "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." + "reason": "Completely different: missing PyTorch import vs NoneType broadcast in Trainer." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error in CLIP are different failures." + "reason": "Different failures: missing PyTorch import vs MacOS bus error with community CLIP." }, { - "left": "issue:44977", - "right": "issue:45356", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 and Kimi-K2.5 tokenizer regression are different components and code paths." + "reason": "Different issues: import error vs embedding reinitialization after resize." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype handling and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "Different code paths: BLIP2 dtype loading vs flash_attention crash on s_aux=None." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map preprocessing and Qwen2-VL multi-GPU training are not the same issue." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBird mask token registration and DiaConfig custom token IDs are different tokenizer/config bugs." + "reason": "Unrelated: void segmentation-map processing vs Qwen2-VL multi-GPU training." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype mismatch and MPS attention correctness are different model/runtime problems." + "reason": "Different defects: BLIP2 dtype issue vs MPS attention correctness bug." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Undefined video-branch variables and still-image rope scaling are both multimodal, but they affect different logic paths." + "reason": "Different bugs: special-token decode output vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation are different generation regressions." + "reason": "Different generation bugs with different mechanisms and model families." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different video/VLM regressions: undefined helpers in token counting vs rope-index scaling bug." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and MobileLLM key error are separate model-loading/model-config bugs." + "reason": "Different areas: Qwen3-MoE sliding-window issue vs MobileLLM loading key error." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and MLuke tokenizer AttributeError do not share a concrete code path." + "reason": "Different defects: Bamba torch.compile/SDPA bug vs MLukeTokenizer AttributeError." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video regression in Qwen VL models and Qwen3.5 num_labels propagation are unrelated." + "reason": "Different Qwen3.5 issues: video input regression vs num_labels propagation." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are both loading bugs, but for different models and mechanisms." + "reason": "Different loading bugs: legacy field in Beit vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Related to model loading, but not clearly the same root cause; insufficient evidence to merge." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit pretrained-load legacy field and Bamba SDPA compile failure are unrelated." + "reason": "Unrelated bugs in different models and execution paths." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert with auto device mapping and compiled-forward chunked generation are different runtime bugs." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Different failure modes: auto device mapping cudaErrorAssert vs compiled-forward chunked generation." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "GPU broadcast NoneType error and TrainerState token counter not updating are different trainer issues." + "reason": "Different Qwen3.5 regressions: hidden-states behavior vs save_pretrained visual key corruption." }, { "left": "issue:43262", "right": "issue:45084", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and template-node compilation TypeError are unrelated." + "reason": "Different issues: chat-template audio sample-rate default vs compile error on non-template nodes." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Embedding dtype mismatch in evaluation and auxiliary-loss normalization are separate training behaviors." + "reason": "Different Gemma 4 problems: text-only mm_token_type_ids default vs multi-GPU inference OOM." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit loading legacy field issue and OmDet-Turbo processor/model input-size mismatch are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:44451", - "accept": false, - "reason": "gguf_file breaks tokenizer/model loading, while ScandiBERT is a model-specific loading failure; no shared bug." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Qwen3.5 hidden-states regression and incorrect visual-encoder keys in save_pretrained are different defects." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and multi-GPU inference OOM are not the same issue." + "reason": "Different bugs: Beit legacy field load failure vs OmDet-Turbo processor/model input-size mismatch." } ] }, @@ -5807,16 +5785,18 @@ "component_index": 2, "component_count": 13, "review_unit_index": 18, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ + "issue:32090", "issue:33357", "issue:33666", + "issue:34567", "issue:36010", "issue:36331", "issue:39692", @@ -5824,10 +5804,8 @@ "issue:43278", "issue:43295", "issue:43299", - "issue:43329", "issue:43334", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", "issue:43572", @@ -5845,6 +5823,7 @@ "issue:43873", "issue:43927", "issue:44060", + "issue:44291", "issue:44361", "issue:44423", "issue:44466", @@ -5864,252 +5843,266 @@ "issue:45584" ], "soft_pairs": [ + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43278|issue:43688", "issue:43334|issue:43572", "issue:43756|issue:44913", - "issue:43493|issue:43825", "issue:43540|issue:43716", "issue:43525|issue:43572", + "issue:43493|issue:43825", "issue:43742|issue:44821", - "issue:33666|issue:36010", "issue:43720|issue:43927", - "issue:43688|issue:43873", + "issue:33666|issue:36010", "issue:43606|issue:43927", - "issue:43278|issue:43844", + "issue:43688|issue:43873", "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43540|issue:44977", "issue:43720|issue:44361", + "issue:44488|issue:44843", "issue:39692|issue:43493", - "issue:43540|issue:44977", "issue:44964|issue:45405", - "issue:43329|issue:43606", - "issue:44488|issue:44843", "issue:43493|issue:43844", - "issue:33666|issue:36331", "issue:43756|issue:44060", + "issue:33666|issue:36331", "issue:44589|issue:45520", - "issue:44625|issue:45584", - "issue:43646|issue:44466", "issue:44521|issue:45290", - "issue:43688|issue:43746", + "issue:44625|issue:45584", "issue:44423|issue:44734", + "issue:43646|issue:44466", "issue:43824|issue:44589", + "issue:43688|issue:43746", "issue:33357|issue:33666", "issue:39692|issue:43295", - "issue:43504|issue:43606" + "issue:43572|issue:44291" ], - "prepared_review_unit_hash": "66088b4866c8fc65c78371c27da13de60f212f47b63f7fbb916e49292b5e5f77", + "prepared_review_unit_hash": "bce2088b80eab07a2eec3247d951b3e1cd3df91801de0a36afad777b7d1f100e", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36665, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37805, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated model-loading, multimodal, trainer, config, and serving regressions. The soft-similarity pairs are mostly same-subsystem but different root causes, so they should not be deduped or merged as one PR.", + "summary": "The soft pairs are mostly false positives across unrelated bugs (training, config, multimodal serving, loading, docs). No pair appears to be the same underlying defect or a shared fixable code path.", "confidence": 0.94, - "canonical_issue_reason": "No true canonical duplicate exists here; if one issue must anchor the cluster, issue:44521 is the clearest high-signal open report with active discussion and inbound references.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest representative by signal quality: open, well-scoped, and already drawing references from other reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer failures: GPU broadcast TypeError vs TrainerState token counter not updating." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated training contexts: `_gpu_broadcast_one` NoneType error vs Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different models and symptoms: BF16/FP32 eval dtype drift vs auxiliary-loss normalization error." + }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing-token-id style config regressions, but they affect different model families and different fields (pad_token_id vs pad_token_idx)." + "reason": "Both mention missing config fields, but on different models and attributes (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Both involve config/state persistence, but one is about dropped RoPE layers and the other about rotary_pct resetting; different code paths and symptoms." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation mismatch and pipeline translation-message behavior are unrelated bugs." + "reason": "Both involve rotary settings, but one is Smollm3 RoPE layer selection and the other is GPTNeoX config reload persistence." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Both are multimodal-input failures, but one is Qwen3OmniMoe video processing and the other is Mistral-3 image preprocessor dtype mismatch." + "reason": "Different multimodal preprocessing bugs: Qwen3OmniMoe video processing vs Mistral-3 image dtype mismatch." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Same broad regression class, but different config classes and different missing attributes; not the same bug." + "reason": "Same broad theme of missing config IDs, but distinct models, fields, and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message regression." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Model loading key error and AutoImageProcessor-from-URL failure are distinct loading paths." + "reason": "Different loading paths: MobileLLM key error vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to config token IDs lost on save/load." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Qwen2-VL multi-GPU training request is unrelated to a GenerationMixin import failure." }, { - "left": "issue:43720", + "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "One is packed-weight unpacking during accelerate load; the other is config token-ID persistence. Different bugs." + "reason": "CPU offload device mismatch is unrelated to DiaConfig serialization losing custom token IDs." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantization/offload behavior are separate training/runtime problems." + "reason": "Auxiliary-loss normalization and quantization offloading are different problems with different code paths." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "CPU offload device mismatch and save/load token-ID loss are unrelated." + "reason": "Both are Qwen3/MoE loading issues, but one is accelerate+deepspeed weight conversion and the other is a transformers dev regression in model loading." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval and gradient blow-up under ZeRO-3 are not the same issue." + "reason": "Unrelated training bugs: embedding dtype changes during eval vs abnormal gradient growth under ZeRO-3." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is dev-version model loading; different failure modes." + "reason": "Both involve Qwen3.5/Qwen3OmniMoe, but one is video-input validation and the other is flash-attention generation behavior." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Packed-weight loading bug is not the same as MLukeTokenizer task AttributeError." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Docs example errors and the SigLIP2 HF-vs-JAX discrepancy are different issues." + "reason": "Model load failure for sleng-bert is unrelated to the offline-mode Mistral regex patch issue." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both involve Qwen3.5-family multimodal/runtime problems, but the concrete failures are different (video input ValueError vs flash-attention generation behavior)." + "reason": "Documentation example errors are not the same as a SigLIP2 implementation discrepancy." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading and an unreleased PEFT minimum-version bump are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:43606", - "accept": false, - "reason": "Undefined multimodal-token helper usage and CPU-offload device mismatch are different code paths." + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump being unreleased." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Loading a specific model and offline-mode failure in _patch_mistral_regex are not the same bug." + "reason": "Different subsystems and symptoms: SigLIP2 model parity vs ZeRO-3 gradient growth." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient increase are unrelated." + "reason": "Both are model-specific loading/config issues, but they concern different architectures and different bugs." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and compute_loss signature breakage are different trainer issues." + "reason": "Qwen2-VL multi-GPU training is unrelated to a custom compute_loss signature breakage." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both concern model configuration, but one is RoPE-layer serialization and the other is incorrect tied-weight warnings in Qwen3-Next." + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError on Python 3.13." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Float8 storage import/type failure and flash_attn lookup on Python 3.13 are separate compatibility problems." + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Two different server crashes: multimodal `str`-to-`.to()` failure vs KV-cache continuation tensor indexing." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head.weight serialization are different v5 regressions." + "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization by device." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Both involve apply_chat_template, but one is multimodal assistant-mask generation and the other is tool-call/no-content crash." + "reason": "Importing a Qwen2.5-VL class is unrelated to missing Float8 storage support." }, { "left": "issue:43688", "right": "issue:43746", "accept": false, - "reason": "Aux-loss normalization and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Aux-loss normalization and PEFT local-checkpoint loading are different failures in different code paths." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Both are serve-time crashes, but one is continuous-batching multimodal conversion and the other is KV-cache continuation indexing." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are not the same bug." + "reason": "MacOS bus error with CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs-example mistakes and the processor.tokenizer regression are different problems." + "reason": "Doc-example mistakes are not the same as a regression in processor/tokenizer access and image passing." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "BEiT legacy-field loading failure and CPU-offload device mismatch are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to `_is_hf_initialized` being passed during init_empty_weights." } ] }, @@ -6125,28 +6118,27 @@ "component_index": 2, "component_count": 13, "review_unit_index": 19, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:15354", + "issue:29942", + "issue:30333", "issue:37428", "issue:38175", "issue:39401", "issue:43232", - "issue:43257", "issue:43278", "issue:43295", "issue:43334", - "issue:43493", "issue:43504", "issue:43525", "issue:43540", - "issue:43572", "issue:43575", "issue:43582", "issue:43606", @@ -6157,7 +6149,6 @@ "issue:43957", "issue:43994", "issue:44112", - "issue:44291", "issue:44315", "issue:44361", "issue:44464", @@ -6168,6 +6159,7 @@ "issue:44610", "issue:44792", "issue:44849", + "issue:44898", "issue:44964", "issue:44977", "issue:45072", @@ -6178,239 +6170,237 @@ "issue:45325", "issue:45356", "issue:45405", + "issue:45412", "issue:45446", "issue:45520", "issue:45584" ], "soft_pairs": [ + "issue:43504|issue:43606", "issue:43994|issue:44493", - "issue:43572|issue:44291", "issue:43504|issue:43653", "issue:43927|issue:44361", "issue:44464|issue:45584", "issue:43575|issue:45405", "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:43257|issue:45405", + "issue:29942|issue:30333", "issue:43606|issue:44112", "issue:15354|issue:38175", "issue:44554|issue:45446", - "issue:45084|issue:45520", "issue:43540|issue:45200", - "issue:43582|issue:44977", - "issue:43844|issue:44964", + "issue:45084|issue:45520", "issue:43232|issue:44849", - "issue:45072|issue:45198", + "issue:43844|issue:44964", + "issue:43582|issue:44977", "issue:39401|issue:44568", + "issue:45072|issue:45198", "issue:44315|issue:44849", "issue:37428|issue:43957", "issue:44554|issue:45356", "issue:43334|issue:43525", - "issue:43295|issue:44610", - "issue:43493|issue:43701", "issue:45200|issue:45325", - "issue:44466|issue:45127" + "issue:44466|issue:45127", + "issue:43295|issue:44610", + "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "d013e6d923b876957d6089ed6b4eabc71b3c7b9e0bfe061fe1a3ba645fe09bfd", + "prepared_review_unit_hash": "6a59b39f5c0a7599aa18619a3ee6052e9a8a487d0f8d5825111379c1bea34563", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36066, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "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 cluster is mostly heterogeneous: it spans unrelated tokenizer, generation, loading, dtype, and model-specific regression reports. Only one soft pair looks plausibly like the same underlying config-attribute regression; the rest should stay separate.", - "confidence": 0.3, - "canonical_issue_reason": "Issue 43525 is the clearest representative if a single anchor is needed: it is a crisp, reproducible `pad_token_id` AttributeError and it matches the only plausible duplicate-style pair in the set. That said, the overall cluster is not a clean duplicate group.", + "summary": "This cluster is heterogeneous: the issues span unrelated model-specific bugs, tokenizer regressions, generation edge cases, and CI/device failures. I do not see a true duplicate core, so there is no strong canonical anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are largely unrelated; if forced, issue 43504 is the cleanest self-contained bug report, but it does not represent the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43525 is the best standalone issue to anchor on because it is narrowly scoped, well-defined, and closest to a likely shared fix for missing `pad_token_id` on config objects.", + "best_issue_reason": "Issue 43504 is the most concrete and reproducible standalone bug report in the set, with a clear loading failure and a plausible fix path, but it is only a representative issue, not a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Both mention SigLIP2/position-id behavior, but one is a model-output discrepancy and the other is an unexpected key warning; too broad and not clearly the same bug." + "reason": "Different failures: BEiT model preset loading vs. Bark CPU offload device mismatch. Same broad area, not the same bug." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Both involve loading under transformers 5.x, but one is a missing config field and the other is an `init_empty_weights` argument mismatch; different failure modes and code paths." + "reason": "One is SigLIP2 inference behaving nonsensically; the other is a position-id key warning across many models. No shared concrete code path." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different model families and different tokenizer/model-loading failures; only a vague theme of special fields, not the same underlying issue." + "reason": "BEiT legacy-field loading bug and BigBirdTokenizer mask-token registration are unrelated subsystems." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both are attribute/tokenizer-related, but one is about custom token IDs being lost on save/load and the other is an MLuke tokenizer AttributeError on tasks; not the same bug." + "reason": "Both are tokenizer/config failures, but for different models and symptoms; not the same underlying defect." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Both touch generation, but one is compiled-forward chunked generation inconsistency and the other is empty-transcription handling after token alignment; unrelated code paths." + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM on tensor-parallel model loading vs a package version bump issue; no shared code-path or symptom." + "reason": "Qwen2 TP OOM and a PEFT version-pin regression are entirely different issues." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift vs resume checkpoint key mismatch are different regression types and different subsystems." + "reason": "BF16/FP32 dtype drift in eval is not the same as a resume-from-checkpoint key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A test failure for Janus model image generation and a dependency-version issue are unrelated." + "reason": "Janus test failure and an unmet PEFT version requirement do not share the same bug." }, { - "left": "issue:43257", - "right": "issue:45405", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to an unreleased PEFT version bump." + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but one is a CPU-offload device mismatch and the other is a stale GraniteSpeech test; not the same bug." + "reason": "Both mention CI/device handling, but one is a real CPU offload mismatch and the other is a stale test override issue." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities are unrelated model/runtime issues." + "reason": "torch.jit.script GeneratorExp export problem and SigLIP2 zero-probability outputs are different model behaviors." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Attention correctness on MPS with mismatched head dims is not the same as a PyTorch version-check import bug in flex_attention." + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Template-node compilation error vs flash-attn import KeyError on Python 3.13 are different failures." + "reason": "Video-input processing in Qwen3OmniMoe is not the same as Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 token-type defaults are different multimodal preprocessing issues." + "reason": "Compilation/template-node error and a Python 3.13 flash_attn import KeyError are different failure modes." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation problems are unrelated." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output behavior are separate generation issues." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient inflation during training vs inability to load a multimodal model are different problems." + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading on latest transformers are unrelated." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Generation kwargs update after sync_gpus is not the same as an output_hidden_states bug in Qwen3.5." + "reason": "Apple Silicon caching allocator TypeError and Qwen3.5 flash-attention generation bugs do not match." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Dtype mismatch in inference wrappers vs Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Qwen3 tokenizer offset mappings and mdeberta special-token addition are different tokenizer regressions." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Offset-mapping corruption and missing BOS/EOS insertion are both tokenizer issues, but they affect different tokenizer logic and outputs." + "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are different code paths." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 hidden-state output behavior." + "reason": "Liger Kernel model_init application issue and Qwen3.5 hidden-state bug are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import breakage and meta-device model loading failures are different initialization issues." + "reason": "Flash-attention import failure and meta-device model loading regressions are not the same bug." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec/regression issues do not share a concrete code path." + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are distinct." }, { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same concrete failure class: `pad_token_id` missing on config objects during model loading/generation, suggesting one shared regression in config attribute access." + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different fixes." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Processor/tokenizer regression for custom code and a 640px-vs-224px processor size mismatch are different model-preprocessing bugs." + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint-resume key mismatch." + "reason": "Tied-weight serialization inconsistency and LoRA-merge model collapse are both weight-related, but not the same concrete defect." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Both involve multimodal position-related metadata, but one is missing `mm_token_type_ids` defaults and the other is incorrect temporal scaling in rope index computation; not the same bug." + "reason": "Processor/tokenizer API regression and OmDet-Turbo size mismatch are separate model-processing issues." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Serialization inconsistency for tied `lm_head.weight` is a different issue from LoRA merge collapse with extended vocabulary." + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous and only elevates the one closely matching `pad_token_id` pair. The accepted soft edge (43334, 43525) is conservative and supported by the shared AttributeError symptom, and the rejected pairs are generally framed narrowly without overclaiming identity." - }, - "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 }, @@ -6419,17 +6409,18 @@ "component_index": 2, "component_count": 13, "review_unit_index": 20, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:37428", "issue:38175", "issue:42915", + "issue:43122", "issue:43278", "issue:43295", "issue:43388", @@ -6437,8 +6428,8 @@ "issue:43493", "issue:43526", "issue:43572", - "issue:43575", "issue:43653", + "issue:43701", "issue:43819", "issue:43824", "issue:43827", @@ -6461,11 +6452,9 @@ "issue:44589", "issue:44792", "issue:44849", - "issue:44898", "issue:44936", "issue:44987", "issue:44991", - "issue:45003", "issue:45083", "issue:45127", "issue:45198", @@ -6477,255 +6466,245 @@ "issue:45584" ], "soft_pairs": [ - "issue:44898|issue:45412", - "issue:43873|issue:44464", + "issue:43493|issue:43701", "issue:44792|issue:45563", - "issue:43388|issue:43526", + "issue:43873|issue:44464", "issue:44514|issue:44521", - "issue:43844|issue:44936", + "issue:43388|issue:43526", "issue:37428|issue:43824", + "issue:43844|issue:44936", "issue:43572|issue:44987", - "issue:43295|issue:43450", "issue:43572|issue:44589", "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44360|issue:44561", + "issue:38175|issue:45412", "issue:44442|issue:45198", "issue:43295|issue:43873", - "issue:44360|issue:44561", + "issue:44206|issue:45584", + "issue:43122|issue:44849", "issue:43278|issue:43856", - "issue:38175|issue:45412", "issue:43295|issue:43994", - "issue:44206|issue:45584", + "issue:42915|issue:43824", "issue:38175|issue:43493", "issue:43827|issue:43901", - "issue:44849|issue:45003", - "issue:42915|issue:43824", - "issue:43653|issue:44112", "issue:44568|issue:44991", - "issue:43450|issue:43493", + "issue:43653|issue:44112", "issue:45290|issue:45381", + "issue:43450|issue:43493", "issue:45127|issue:45245", "issue:43819|issue:45083", - "issue:44462|issue:44561", - "issue:43450|issue:43575" + "issue:44462|issue:44561" ], - "prepared_review_unit_hash": "2a67b4d8a8f0483eea48d4331c8efc0270dfb21242ae8b92fcd58b40c885c8f1", + "prepared_review_unit_hash": "b679a0f05f7f10fcc02a065d2ba4e1346a35ed4edbbf28b61f6f01823121eb44", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with no PRs; nearly all soft pairs are false positives. The only plausible duplicate relation is the SigLIP2 output-bug pair (38175/43493).", - "confidence": 0.84, - "canonical_issue_reason": "issue:43493 is the best umbrella candidate for the only clear duplicate-like pair: it frames the SigLIP2 problem at the implementation-vs-JAX level, which subsumes the symptom-specific zero-probabilities report in issue:38175.", + "summary": "This cluster is highly heterogeneous: the issues cover unrelated regressions in SigLIP, Qwen, tokenization, chat templates, training, docs, and CI. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest representative of the cluster\u2019s only real overlap and has the broadest description of the underlying SigLIP2 correctness bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 model discrepancy vs checkpoint/resume key mismatch; unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Different models and failure modes: Perceiver resolution handling vs RT-DETR memory release." + "reason": "Janus image generation test failure vs stale generation warning; different code paths and symptoms." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Both are runtime issues, but they concern unrelated code paths: quantization offloading vs compiled chunked generation." + "reason": "Quantization/offloading behavior vs compiled forward chunked generation outputs; not the same bug." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Janus test failure and stale warning for num_return_sequences are unrelated symptoms." + "reason": "Both involve apply_chat_template, but one is a batching crash and the other is assistant_mask being all zeros; too different to merge." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is a trainer metric gathering bug and the other is BeitImageProcessorFast label reduction; not the same bug." + "reason": "Both are label-handling issues, but in different components and with different concrete behavior." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both touch Qwen2.5-VL chat templating, but one crashes on batched padding=False input while the other returns zero assistant masks; different defects." + "reason": "Both are import errors, but they reference different missing symbols and unrelated model paths." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "Training instability with ZeRO-3 is unrelated to evaluate() failing after train()." + "reason": "DeepSpeed gradient instability vs trainer.evaluate() after train(); unrelated trainer behavior." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Both are ImportErrors, but they are for different missing symbols and different code paths." + "reason": "Missing StableLmConfig field after v5 update vs a specific model-loading failure; not the same underlying defect." }, { "left": "issue:43572", - "right": "issue:44987", + "right": "issue:44589", + "accept": false, + "reason": "Config field regression vs Float8 storage lookup error; different subsystems entirely." + }, + { + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is not the same as a model load failure for physical-intelligence/fast." + "reason": "ImportError for a model class vs incorrect detokenization; different bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape bug affect different processor behaviors." + "reason": "Processor/tokenizer regression vs batched video-shape bug; different affected paths." }, { - "left": "issue:43572", - "right": "issue:44589", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Config missing pad_token_idx is unrelated to Float8 storage lookup failure." + "reason": "A model/indexer architecture comment vs trust_remote_code breakage from removed helper; unrelated." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both are model-loading related, but one is a top-level import failure and the other is a detokenization bug." + "reason": "SigLIP2 zero-probabilities issue vs RT-DETR memory leak; unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer load failure for FastSpeech2Conformer and save_pretrained/tokenization failure for Wav2Vec2 are different issues." + "reason": "AutoTokenizer loading failure for one tokenizer vs save_pretrained/tokenization failure for a different model family." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." + "reason": "Custom processor API regression vs quantization/offloading behavior; not the same problem." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "DSA indexer activation bug and trust_remote_code breakage from removed helper are different code paths." + "reason": "Feature extractor unsupported arg vs Whisper empty-transcription generation failure; different models and failure modes." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43122", + "right": "issue:44849", "accept": false, - "reason": "Embedding dtype drift in evaluate() is unrelated to Qwen3 MoE memory usage." + "reason": "Tokenizer-version regression vs Qwen3.5 hidden-states bug; unrelated behavior." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "SigLIP2 probability issue and RT-DETR memory leak are unrelated models and failures." + "reason": "Eval dtype drift vs MoE training memory inefficiency; different issues." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 nonsensical outputs." + "reason": "Processor/tokenizer access regression vs SigLIP2 inference nonsense; same broad area but not the same concrete bug." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Whisper empty-transcription failure." + "reason": "Qwen3 MoE FP8 failure vs missing Qwen2.5-VL import; unrelated." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Same model family and same output-correctness problem; the JAX-vs-HF discrepancy report is the broader form of the zero-probabilities symptom." + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX discrepancy; too broad to treat as one bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they concern different pipeline/documentation updates and should not be merged." - }, - { - "left": "issue:44849", - "right": "issue:45003", - "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Both are docs issues around pipelines, but they concern different documentation changes and not one shared defect." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44568", + "right": "issue:44991", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are unrelated." + "reason": "Special-token handling for mDeBERTa vs tokenizer loading for est-roberta; different models and regressions." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech device-override test failure are unrelated." + "reason": "BigBirdTokenizer special-token bug vs GraniteSpeech CI test flake; unrelated." }, { - "left": "issue:44568", - "right": "issue:44991", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Different tokenizer regressions affecting different models; same broad area but not the same underlying bug." + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position ids; different multimodal bugs." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video processor shape bug and SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is chat-template/tool-call handling and the other is video vision_position_ids; different code paths." + "reason": "Video processor batch-shape bug vs SigLIP2 implementation discrepancy; unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-count overflow are unrelated." + "reason": "LoRA/tied-embedding collapse vs category-cardinality runtime error; no overlap in code path." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "DAC latent/STE mismatch vs Qwen3 Omni MoE feature-length helper behavior; different subsystems." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer.json loading behavior and trust_remote_code breakage come from different parts of the loading stack." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json vs removed is_torch_fx_available breaking trust_remote_code; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The evaluation is grounded in the packet: almost all pairings are clearly heterogeneous from the titles alone, and the only plausible duplicate-like relation is the SigLIP2 pair (38175/43493). The one accepted soft edge is still stated conservatively, and the canonical/best issue choices are reasonable as the broader SigLIP2 report." - }, - "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 }, @@ -6734,13 +6713,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 21, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:29127", "issue:29942", @@ -6757,10 +6736,10 @@ "issue:43504", "issue:43526", "issue:43550", + "issue:43575", "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43723", "issue:43819", "issue:43825", @@ -6788,299 +6767,307 @@ "issue:45478", "issue:45491", "issue:45520", - "issue:45588" + "issue:45588", + "issue:45593" ], "soft_pairs": [ "issue:45200|issue:45588", "issue:44561|issue:44779", + "issue:43450|issue:43575", "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:45310|issue:45478", + "issue:44448|issue:44743", "issue:43819|issue:44112", "issue:43262|issue:43450", - "issue:44448|issue:44743", "issue:43606|issue:45083", "issue:43278|issue:43825", - "issue:45310|issue:45478", "issue:29942|issue:32090", - "issue:37428|issue:43425", + "issue:37428|issue:44351", + "issue:39692|issue:43526", "issue:43611|issue:43931", "issue:43335|issue:43550", - "issue:39692|issue:43526", "issue:43819|issue:44493", - "issue:37428|issue:44351", - "issue:43450|issue:43526", "issue:45200|issue:45381", + "issue:43450|issue:43526", "issue:44855|issue:45083", - "issue:43335|issue:43653", - "issue:29127|issue:32090", "issue:39692|issue:44493", - "issue:44448|issue:44779", - "issue:44292|issue:45520", "issue:44977|issue:45229", + "issue:43335|issue:43653", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:29127|issue:32090", "issue:38175|issue:44493", "issue:43335|issue:45083", "issue:43335|issue:43504", + "issue:44568|issue:45491", "issue:43550|issue:44112", "issue:43335|issue:45072", - "issue:44568|issue:45491", - "issue:43720|issue:44112", - "issue:40444|issue:43526", "issue:43723|issue:44554", + "issue:40444|issue:43526", "issue:44448|issue:44977", - "issue:43335|issue:44112" + "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "e3821aec64d6a9bc35aa9d5ac7ffbd0e11b9c7d6ca687e0bfc95387d7137eab4", + "prepared_review_unit_hash": "80c66c1991ea22ba62bc6398a54e46bbb3d4d871039ae4131efa3cee300c53fd", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 38050, - "estimated_input_tokens": 9513, - "estimated_eval_tokens": 19282 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38872, + "estimated_input_tokens": 9718, + "estimated_eval_tokens": 19692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issues, with one clear duplicate pair: #45310 and #45478 both report the same Qwen3.5 Moe from_pretrained failure.", - "confidence": 0.96, - "canonical_issue_reason": "#45310 is the earlier report of the Qwen3.5 Moe from_pretrained regression, so it should be the canonical issue over the later duplicate #45478.", + "summary": "This set is mostly heterogeneous issues, not one duplicate cluster. The only strong duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478); the rest are different models, symptoms, or subsystems.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical anchor for the only clear duplicate pair: it is the earlier report of the same Qwen3.5 MoE from_pretrained failure as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "#45310 is the clearest representative issue in the cluster because it is the earliest report of the duplicated Qwen3.5 Moe from_pretrained bug.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it cleanly represents the only confirmed duplicate thread in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different bugs: Gemma 4 token-type defaults vs a flash_attention integration crash on s_aux=None." + "reason": "Different problems: Gemma4 mm_token_type_ids defaulting vs flash-attention crash on s_aux=None." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different failure modes and code paths: removed utility breaking trust_remote_code vs Deepseek tokenizer output regression." + "reason": "Both involve v5 regressions, but one is trust_remote_code loading and the other is DeepSeek tokenizer behavior; not the same bug." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Unrelated issues: image processor/model input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Unrelated: batched video processor shape vs Qwen2.5-VL tensor-parallel OOM." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different bugs: DAC latent reconstruction mismatch vs a GraniteSpeech CI test/device override issue." + "reason": "Different models and failures: processor image-size mismatch vs AMP/CUDA loss crash." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is a mixed-precision crash; the other is missing auxiliary losses when denoising is off." + }, + { + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both involve processors, but one is an audio chat-template sampling-rate default and the other is a batched video shape bug." + "reason": "ImportError for a flash-attention helper is unrelated to Torch 2.10 incompatibility." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same model, same version gate, same from_pretrained error; clear duplicate." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different concrete problems: Pegasus output drift vs Qwen3 recurrent-state reset in cache handling." + "reason": "Different models and code paths: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch is unrelated to GraniteSpeech CI stale device override failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to batched video processor shape." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different subsystems and symptoms: bark-small CPU offload mismatch vs qwen3_omni_moe helper-length behavior." + "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length calculation." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Unrelated regressions: embedding dtype drift in eval vs pipeline v5 error-message behavior for translation tasks." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title, same model, and the same v5.4.0 from_pretrained failure; #45478 is a later duplicate of #45310." + "reason": "Embedding dtype regression and pipeline translation-task messaging are separate issues." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Unrelated CI/test failure vs trainer broadcast TypeError; no shared concrete code path." + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType error are different failures." }, { "left": "issue:37428", - "right": "issue:43425", + "right": "issue:44351", + "accept": false, + "reason": "Two distinct import errors with different missing symbols." + }, + { + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Different problems: missing flash attention helper import vs broad torch 2.10 incompatibility report." + "reason": "Documentation/model mismatch and reduce_labels returning one label are unrelated." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different loading failures: base_model_prefix handling in v5 vs Qwen3-VL weight-shape mismatch." + "reason": "Both are load-time failures, but one is base_model_prefix handling and the other is Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model/config issues: sparse layer creation in SwitchTransformers vs Bamba torch.compile+SDPA failure." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "Different BEiT-related but distinct bugs: SigLIP2 docs/example errors vs BeitImageProcessorFast reduce_labels behavior." + "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs Bamba torch.compile SDPA issue." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different symptoms: DAC latent mismatch vs unexpected position-id keys across many models." + "reason": "DAC latent mismatch is unrelated to unexpected position-id keys across models." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45200", + "right": "issue:45381", "accept": false, - "reason": "Different missing imports: _flash_supports_window_size vs HybridCache." + "reason": "Different Qwen/Gemma bugs: missing mm_token_type_ids defaults vs wrong vision_position_ids for Qwen2.5-VL video input." }, { "left": "issue:43450", "right": "issue:43526", "accept": false, - "reason": "Different processor bugs: batched video output shape vs BEiT fast label reduction." + "reason": "Video batch shape bug is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:45200", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:45083", "accept": false, - "reason": "Different modalities and root causes: text-only Gemma4 token-type defaults vs Qwen2.5-VL video position-id issue." + "reason": "AMP/CUDA loss crash and feature-extraction length helper behavior are unrelated." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Python parsing/import failure in DebertaV2 vs qwen3_omni_moe helper-function behavior." + "reason": "Documentation example errors are not the same as position-id key warnings." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Different bugs in different components: sparse layer creation vs BigBirdTokenizer special-token registration/decode output." + "reason": "Different failure modes: Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Different issues entirely: LayoutLMv3 error-message clarity vs trainer broadcast TypeError." + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Different reports: SigLIP2 doc/example problems vs widespread unexpected position-id key behavior." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to a flash_attn import KeyError on Python 3.13." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different concrete regressions: Pegasus output change vs Deepseek tokenizer correctness." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "Different problems: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." + "reason": "Different models and bugs: Pegasus output difference vs DeepSeek tokenizer regression." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different scope: qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU CUDA OOM." + "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType are unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different issues: SigLIP2 zero probabilities vs position-id key warnings/errors." + "reason": "SigLIP2 zero-probabilities bug is unrelated to unexpected position-id keys." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different code paths: SwitchTransformers sparse-layer config vs qwen3_omni_moe helper output lengths." + "reason": "Different code paths: SwitchTransformers sparse config vs qwen3_omni_moe length helper." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer creation vs BEiT semantic-segmentation pretrained loading preset issue." + "reason": "SwitchTransformers sparse-layer bug is unrelated to BEiT pretrained-loading legacy field handling." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS addition bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different failures: torch.compile+SDPA on Bamba vs GraniteSpeech stale CI device override test." + "reason": "Bamba torch.compile SDPA bug is unrelated to GraniteSpeech CI stale device override." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Different problems in different models: SwitchTransformers config bug vs dtype mismatches in bfloat16 inference." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Different tokenizer/default-token behavior vs Gemma3 NaN embeddings from mixed-length sliding-window attention." + "reason": "Different issues: sparse-layer creation vs dtype mismatch in bfloat16 inference." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Different bugs: BitNet packed-weight unpacking during accelerate loading vs GraniteSpeech stale CI test." + "reason": "AutoTokenizer loading regression and MPS attention correctness issue are not the same bug." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different model/task bugs: Qwen2.5-VL iterable dataset with multiple images vs BEiT fast processor label reduction." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Different regressions: AutoTokenizer.from_pretrained v5 loading issue vs MPS attention correctness when value head dim differs from query." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different concrete issues: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation bug." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different concrete bugs." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45593", "accept": false, - "reason": "Different issues: SwitchTransformers sparse-layer config bug vs GraniteSpeech CI device-override test failure." + "reason": "SwitchTransformers config bug is unrelated to D-FINE auxiliary-loss omission." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair call on #45310/#45478 looks grounded, but the canonical_issue_reason overstates evidence: #45310 is clearly the earlier report, yet the packet does not support that it has \u2018more surrounding discussion/reference activity\u2019 than #45478 (45478 has higher discussion_activity, and 45310 only has one inbound reference). Please keep the canonicalization rationale strictly to the earlier/earlier-report basis." + "accept": true, + "feedback": "Grounded and conservative overall. The duplicate call on issue:45310/issue:45478 is well supported by the identical title/model/version context, and the non-duplicate soft-edge rejections stay cautious without overclaiming. The summary does not overstate the weaker pairs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -7090,13 +7077,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 22, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:25251", "issue:29942", @@ -7110,19 +7097,19 @@ "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:44265", - "issue:44361", "issue:44448", "issue:44451", "issue:44462", @@ -7148,253 +7135,259 @@ "issue:45588" ], "soft_pairs": [ - "issue:34689|issue:35141", + "issue:43720|issue:44112", "issue:45372|issue:45588", "issue:43066|issue:44462", - "issue:43606|issue:44857", - "issue:44857|issue:45072", + "issue:43412|issue:45588", + "issue:34689|issue:35141", "issue:45372|issue:45406", "issue:44977|issue:45563", - "issue:43412|issue:45588", + "issue:44857|issue:45072", + "issue:43606|issue:44857", "issue:43873|issue:45229", - "issue:43873|issue:44493", - "issue:43701|issue:45083", - "issue:29942|issue:35141", - "issue:43278|issue:43329", - "issue:43550|issue:45083", "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:43873|issue:44493", "issue:43976|issue:45440", "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43550|issue:45083", "issue:41720|issue:45229", - "issue:32090|issue:33357", + "issue:43278|issue:43329", "issue:45372|issue:45459", + "issue:32090|issue:33357", "issue:44451|issue:45520", "issue:44448|issue:44466", - "issue:25251|issue:32090", "issue:43065|issue:43994", - "issue:44857|issue:45588", "issue:43065|issue:45412", + "issue:25251|issue:32090", "issue:43653|issue:44743", + "issue:44857|issue:45588", "issue:44186|issue:45198", - "issue:43278|issue:43381", - "issue:44265|issue:45198", - "issue:44361|issue:45198", - "issue:43421|issue:45491" + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:44265|issue:45198" ], - "prepared_review_unit_hash": "f5c4998a8ead105b9c36c1648d53ff5db7f9b48292d740baafa4d6c495ff2579", + "prepared_review_unit_hash": "1b06e7dde74a65ed9983014a68ed4f575dd65ff6c14d71966a8bb10d4ab5bafb", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37350, - "estimated_input_tokens": 9338, - "estimated_eval_tokens": 18932 + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated, spanning different model families, tokenizer regressions, export/runtime bugs, and device/offload failures. I found no soft-edge pair that looks like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous and the soft pairs are only superficially similar.", + "summary": "This set does not form a coherent duplicate cluster: the items span unrelated tokenizer, loading, export, attention, dtype, CI, and model-specific failures. No soft pair looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the issues are heterogeneous and none is clearly the shared root cause for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue for deduplication; if forced, issue:45229 has the richest discussion, but it is not representative of the other items.", + "best_issue_reason": "No global best issue candidate; there is no single issue that cleanly represents the rest as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Different regressions: model loading for Llama 3.2 Vision vs token embedding reinitialization after resize." + "reason": "Both are CI/runtime failures, but they hit different models and different failure modes: packed-weight loading vs a stale device-override test." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import/load failure is unrelated to flash-attention's None sink handling." + "reason": "Both involve Gemma/transformers internals, but one is a missing import for Gemma 4 processor loading and the other is a flash-attention crash on sink-less models." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type mismatch and ignoring tokenizer.json are different tokenizer-loading bugs." + "reason": "Both concern tokenization behavior, but one is a wrong decoder type in v5 and the other is AutoTokenizer ignoring tokenizer.json; different bugs and code paths." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "CPU offload device mismatch and AMP CUDA crash in LwDetr are distinct failure modes." + "reason": "Gemma3n export failures and flash-attention s_aux=None crashes are unrelated code paths and not the same defect." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Different code paths and symptoms: LwDetr AMP crash vs Bamba torch.compile/SDPA failure." + "reason": "Model loading for Llama 3.2 Vision and embedding reinitialization after resize are distinct problems." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Processor import error and missing _tokenizer attribute in serve are separate Gemma4 issues." + "reason": "Both are Gemma 4 processor issues, but one is an import error and the other is a serve-time missing _tokenizer attribute; not the same underlying bug." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation bug vs stale warning about num_return_sequences are not the same bug." + "reason": "One is a Qwen3.5 flash-attention generation bug, the other is a stale warning for paged generate(); different behavior and fix." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Executorch export guard/erfinv issue is unrelated to flash_attention sink-less AttributeError." + "reason": "Both mention precision/device behavior, but one crashes in float16 AMP loss and the other is a bfloat16 inference dtype mismatch." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different problems." + "reason": "CPU offload device mismatch and float16 AMP CUDA crashes are different runtime paths." }, { "left": "issue:43873", - "right": "issue:44493", + "right": "issue:45229", "accept": false, - "reason": "Offloading with quantization is unrelated to position-id unexpected-key serialization issues." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same bug." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Checkpoint resume key mismatch and qwen3_omni helper length logic are unrelated." + "reason": "Flash-attention import failure and inability to load a specific model on transformers>=5.1.0 are unrelated." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "FlashAttention test failures do not match the embedding reinitialization bug." + "reason": "Checkpoint key mismatch and feat-extraction length behavior affect different subsystems." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the multimodal-token counting NameError/undefined-variable bug." + "reason": "Quantized offloading failures and unexpected position-id keys are unrelated issues." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Bamba SDPA compile failure is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Python compatibility breakage and DeepseekV3MoE divergence are different classes of problems." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Missing flash-support import and loading a specific model on transformers>=5.1 are distinct issues." + "reason": "Category-cardinality RuntimeError and a stale generate warning are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE divergence are different concerns." + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize do not share a concrete code-path bug." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Category cardinality overflow and stale generate warning are unrelated." + "reason": "Bamba torch.compile SDPA failure and qwen3_omni feature-length behavior are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and Gemma4 OOM are different model/runtime failures." + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different issues." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to MacOS bus error in a CLIP model." + "reason": "Training/evaluate embedding dtype drift and undefined variables in multimodal token counting are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import error and tokenizer protobuf decode-error masking are separate bugs." + "reason": "Missing ReasoningEffort import and tokenizer errors hidden by protobuf exception handling are different defects." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer gpu broadcast NoneType error and MacOS bus error with CLIP are unrelated runtime failures." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model load failure for ScandiBERT is unrelated to flash_attn import KeyError on Python 3.13." + "reason": "Model loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different serialization/output regressions: Pegasus v4/v5 output drift vs lm_head.weight device-dependent serialization." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nested-list behavior and trainer broadcast NoneType are not the same underlying bug." + "reason": "Both are version-related regressions, but one is output differences in Pegasus while the other is lm_head.weight serialization; not the same concrete bug." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 nonsensical outputs are unrelated model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and bad SigLIP2 outputs are different problems." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "LwDetr AMP/CUDA failure is unrelated to flash_attention crashing on s_aux=None." + "reason": "A placeholder Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are unrelated." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "A placeholder Conv2d and a memory-release bug in RT-DETR do not match." + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType errors are completely different bugs." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and qwen3_5 recurrent-state reset are different subsystems and failures." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP loss crash and flash-attention s_aux=None crash are different code paths." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are separate tokenizer issues." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "torch.export exportability with torch_compilable_check is a different problem from Wav2Vec2 tokenization/save failure." + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are not the same underlying bug." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization issues." + "reason": "Bad SigLIP2 model outputs and RT-DETR memory leak are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Runtime special-token post-processor update bug and Gemma3 NaN embeddings in sliding-window attention are different." + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are distinct issues." } ] }, @@ -7410,13 +7403,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 23, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:29127", "issue:29942", @@ -7430,13 +7423,11 @@ "issue:39692", "issue:42915", "issue:42994", - "issue:43232", "issue:43257", "issue:43262", "issue:43278", "issue:43334", "issue:43381", - "issue:43388", "issue:43441", "issue:43526", "issue:43531", @@ -7445,12 +7436,11 @@ "issue:43756", "issue:43761", "issue:43824", - "issue:43931", - "issue:43994", "issue:44079", "issue:44186", "issue:44206", "issue:44279", + "issue:44361", "issue:44442", "issue:44464", "issue:44479", @@ -7459,247 +7449,242 @@ "issue:44977", "issue:45072", "issue:45103", + "issue:45198", "issue:45229", "issue:45245", "issue:45372", "issue:45412", "issue:45440", "issue:45491", - "issue:45588" + "issue:45588", + "issue:45593" ], "soft_pairs": [ - "issue:43257|issue:43278", - "issue:43994|issue:45412", "issue:42915|issue:42994", + "issue:43278|issue:43381", + "issue:44361|issue:45198", "issue:44206|issue:44479", - "issue:44871|issue:44977", "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:44871|issue:44977", "issue:29942|issue:30064", "issue:44610|issue:45412", - "issue:33357|issue:39692", "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:45072|issue:45229", + "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:32090|issue:33290", - "issue:45072|issue:45229", - "issue:43824|issue:44279", - "issue:43381|issue:43701", "issue:43653|issue:44442", + "issue:43334|issue:43531", "issue:43526|issue:44186", "issue:44464|issue:45491", - "issue:43334|issue:43531", - "issue:29942|issue:36010", + "issue:43381|issue:43701", "issue:44977|issue:45245", - "issue:29127|issue:33357", + "issue:29942|issue:36010", "issue:43262|issue:44206", - "issue:29127|issue:35141", "issue:43761|issue:44079", - "issue:42915|issue:43931", - "issue:44442|issue:45072", - "issue:43232|issue:43388", - "issue:43441|issue:45588" + "issue:29127|issue:33357", + "issue:43441|issue:45588", + "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "d18a9b91db34b38eb9d042088423a8b50ffb84b18a2fdc2df0033a6b56058b70", + "prepared_review_unit_hash": "d88e0786dc1358fb944bed99cfe262f29a6d4421fa1e967b4a29e36220d8b491", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36510, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35534, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 }, "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 many unrelated models, tokenizers, processors, generation paths, and trainer behaviors. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "If a single anchor is needed, issue 45229 has the highest discussion volume and broad user impact, but it is not truly canonical for the cluster because the surrounding issues are heterogeneous and unrelated.", + "summary": "Heterogeneous cluster of mostly unrelated issues; none of the soft edges look like true duplicates, so no pair should be merged. I selected one concrete runtime regression issue as the best anchor, but the choice is only a weak representative of this mixed set.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44977 is the clearest concrete bug report here: a reproducible generation regression with a specific subsystem (flash-attention) and actionable scope. The rest of the cluster is too heterogeneous to form a stronger canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best representative by activity and visibility, but only as a loose anchor; it does not match the other issues closely enough to serve as a real duplicate canonical.", + "best_issue_reason": "issue:44977 is the most suitable representative because it describes a specific, user-facing failure with a clear reproduction path and likely fix surface, unlike the more vague or orthogonal reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Different failures: Qwen3 MoE loading/conversion vs embedding dtype drift during eval. No shared code path." + "reason": "Both involve quantization-related failures, but one is a Qwen3MoE FP8 config problem and the other is a model-saving issue; different failure modes and code paths." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "SigLIP2 inference quality/model loading vs RT-DETR memory release. Unrelated bugs." + "reason": "One is a dtype inconsistency between training and eval, the other is a hard error using gradient checkpointing in eval mode. Related context, but not the same bug." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both mention quantization, but one is FP8 config on Qwen3 MoE and the other is saving quantized models. Different underlying problems." + "reason": "Different models and different tokenizer/save_pretrained failures; too broad to be the same underlying issue." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg crash vs video-input regression in VL models. Not the same code path." + "reason": "Unrelated components: a feature extractor argument mismatch vs a video-input regression in Qwen VL models." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "EOS token config mismatch vs flash-attention generation failure. Different components and symptoms." + "reason": "Both are model-specific implementation mismatches, but they affect different architectures and different parts of the model logic." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Accelerate/DeepSpeed weight conversion is unrelated to an embedding dtype change during eval." + }, + { + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "RoPE layer count bug in Smollm3 vs DeepSeekV3MoE divergence from remote implementation. Different model families and fixes." + "reason": "One is an eos_token_id config mismatch, the other is a flash-attention generation regression; different concrete defects." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures vs void segmentation map processing. No overlap beyond being general issues." + "reason": "Flash Attention tests and void segmentation map processing are separate subsystems with no shared bug signature." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor output size mismatch vs model deletion memory leak. Unrelated." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error on CLIP vs SigLIP2 documentation example errors. One is runtime/native crash, the other is doc example mismatch." + "reason": "Processor output size mismatch and model memory release are unrelated issues." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation parsing crash vs Gemma4 processor import dependency breakage. Different subsystems." + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are different code paths and symptoms." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "LayoutLMv3 error messaging vs TrainerState token-count tracking. No common bug." + "reason": "A specific missing symbol import is not the same as a generic dependency issue." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "NoneType broadcast error in Trainer vs OOM with Adafactor/DeepSpeed. Different failure modes." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "bfloat16 dtype mismatches in inference vs multi-GPU CUDA OOM. Not the same defect." + "reason": "dtype mismatch in inference and multi-GPU CUDA OOM are different classes of failure." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Specific missing Qwen2_5_VL symbol vs generic dependency issue. Too broad and not the same code change." + "reason": "MacOS bus error on a community CLIP model and a SigLIP2 doc-example mismatch/quantization issue are not the same bug." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token tracking are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs checkpoint resume key mismatch. Different training-state problems." + "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are distinct training-time failures." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer. Different tokenizer implementations." + "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL load-time pad_token_id error and Qwen3-MoE sliding-window behavior are separate issues." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs LayoutLMv2 tokenizer crashes on NER padding/truncation. Different preprocessing paths." + "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer NER padding crash do not match." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window all-padding windows. Different generation/math bugs." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id load failure vs Qwen3-MoE sliding_window behavior. Same model family, but distinct issues." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from mixed-length sliding-window attention are different bugs." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Flash Attention test failures vs GenerationMixin import error. Different areas and fixes." + "reason": "Eval-mode gradient checkpointing restriction and checkpoint resume key mismatch are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation regression vs category-cardinality RuntimeError. No shared underlying bug." + "reason": "Flash-attention generation regression and category-count limit runtime error are unrelated." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 vs CLIP bus error on macOS. Unrelated." + "reason": "Failing Flash Attention 2 tests and an import error for GenerationMixin are not the same underlying problem." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default vs LASR feature extractor center arg crash. Different processor bugs." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 box-info error message vs embedding reinit during post_init. Different model behaviors." + "reason": "Audio chat-template sampling-rate defaulting and a feature extractor center-arg crash are separate processor bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs generic ModelOutput key assignment bug. Similar theme, but not the same concrete bug or patch." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "FP8 quantization failure on Qwen3 MoE vs Qwen3-VL weight-shape mismatch on load. Different root causes." + "reason": "They both touch outputs/hidden states, but one is a CLIPVisionModel regression and the other is a generic ModelOutput key assignment issue; not enough evidence of the same bug." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in CI inference. Different components." + "reason": "LayoutLMv3 error clarity and a MacOS CLIP bus error are clearly unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs metric gathering truncation of tuple labels. No overlap." + "reason": "Different flash-attention failures on different models and code paths; same subsystem is not enough for a duplicate." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Model-specific FlashAttention failure in Ministral-3 vs integration crash on s_aux=None. Both involve flash attention, but not the same bug." + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." } ] }, @@ -7715,24 +7700,24 @@ "component_index": 2, "component_count": 13, "review_unit_index": 24, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ - "issue:29942", "issue:33290", - "issue:33666", "issue:34567", "issue:34689", - "issue:35141", "issue:39692", "issue:41628", + "issue:42915", + "issue:43232", "issue:43316", "issue:43381", + "issue:43388", "issue:43452", "issue:43493", "issue:43525", @@ -7742,7 +7727,6 @@ "issue:43646", "issue:43673", "issue:43701", - "issue:43720", "issue:43723", "issue:43761", "issue:43827", @@ -7760,9 +7744,9 @@ "issue:44811", "issue:44857", "issue:44898", - "issue:44964", "issue:44977", "issue:45003", + "issue:45072", "issue:45216", "issue:45290", "issue:45372", @@ -7770,248 +7754,242 @@ "issue:45479", "issue:45491", "issue:45584", - "issue:45588" + "issue:45588", + "issue:45600" ], "soft_pairs": [ + "issue:43232|issue:43388", + "issue:42915|issue:43931", + "issue:44442|issue:45072", "issue:43526|issue:44857", "issue:44479|issue:45290", "issue:43723|issue:45479", - "issue:43526|issue:44610", "issue:45003|issue:45440", + "issue:43526|issue:44610", "issue:44743|issue:44811", - "issue:43452|issue:45588", "issue:43931|issue:45216", - "issue:43575|issue:43701", - "issue:44977|issue:45584", - "issue:43646|issue:44077", + "issue:43452|issue:45588", "issue:43761|issue:44188", - "issue:44964|issue:45440", "issue:43316|issue:43525", - "issue:29942|issue:33666", - "issue:43575|issue:44387", + "issue:45588|issue:45600", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43575|issue:43701", "issue:43994|issue:44206", "issue:39692|issue:45491", "issue:43873|issue:45588", + "issue:43575|issue:44387", "issue:43673|issue:44743", - "issue:33290|issue:34567", "issue:44442|issue:44898", + "issue:33290|issue:34567", "issue:34689|issue:43611", - "issue:43381|issue:43873", - "issue:43493|issue:43827", - "issue:33290|issue:34689", - "issue:33290|issue:35141", "issue:41628|issue:45372", - "issue:44077|issue:44479", - "issue:43720|issue:44442" + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44077|issue:44479" ], - "prepared_review_unit_hash": "615dcae0cf530474c76754eb46e52394ddfebd64e5187c3620882701c8df0859", + "prepared_review_unit_hash": "6c61dc7519233bb017140932b4d2596a53715aad9ca6d3e89d0db623413e6672", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36742, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad Transformers themes (loading, OOMs, regressions) but describe different concrete bugs and code paths. No pair looks mergeable into one issue/PR. The strongest standalone issue is the broad int4/quantization CUDA memory regression report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44387 is the broadest, highest-signal regression report in the set: it has the most discussion, clear impact, and a concrete Transformer 5.x CUDA-memory/OOM failure mode under int4 quantization.", + "summary": "These items are mostly unrelated issue reports spanning different bugs, models, and subsystems; none of the soft pairs look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44387 is the strongest canonical anchor: it is a concrete, high-impact regression report with broad quantization/OOM fallout and the most discussion activity in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44387 is the best representative issue because it is active, widely scoped, and describes a concrete reproducible regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:44387 is the best standalone issue in this set because it is specific, actionable, and clearly describes a reproducible failure mode rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric label gathering are unrelated code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 config failure for Qwen3-MoE is a different problem from a Qwen3-VL weight-shape loading mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different bugs with no shared failure path." + }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Different bugs: one is a BeitImageProcessorFast label-reduction defect, the other is an AMP/CUDA crash in LwDetrImageLoss." + "reason": "BeitImageProcessor label reduction is unrelated to LwDetrImageLoss AMP/CUDA crashing." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Both are v5 regressions, but one is video-input handling for Qwen VL models and the other is chat-template tokenization with tool calls." + "reason": "Video-input regression in Qwen models is not the same as chat templating crashing on empty assistant tool-call messages." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Unrelated: tokenizer loading failure in v5 versus a sequence-classification loss/labeling bug across models." - }, - { - "left": "issue:43526", - "right": "issue:44610", - "accept": false, - "reason": "Different components and failures: label reduction in BeitImageProcessorFast versus OmDet-Turbo processor/model size mismatch." + "reason": "Tokenizer loading in v5 and zero-loss single-label classification are unrelated issues." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "No shared underlying bug: unsafe sys.modules access versus a DeepseekV3MoE implementation divergence." + "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3MoE implementation divergence do not describe the same bug." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "Both mention sequence processing, but one is cache/recurrent-state reset and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Reduce-labels behavior in BEiT image processing does not match an OmDet-Turbo input-size mismatch." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer/gguf loading breakage is unrelated to a flash-attention AttributeError on sink-less models." + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related load problems, but one is a weight-shape mismatch and the other is incorrect checkpoint saving." + "reason": "A model weight-shape loading error is not the same as a bad save_pretrained checkpoint regression." }, { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "OOM during tensor-parallel loading and resume_from_checkpoint key mismatch are unrelated failure modes." - }, - { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Different subsystems: Qwen3.5 flash-attention generation versus Whisper empty-transcription generation after token alignment." + "reason": "GGUF tokenizer/model loading breaks are unrelated to a flash-attention AttributeError on sink-less models." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Generic custom-model init breakage is not the same as patchtsmixer's optional post_init contract issue." + "reason": "CLIPVisionModel hidden_states output and attention-kernel divergence under torch.compile are different failures." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "One is a CLIPVisionModel hidden_states regression; the other is a torch.compile attention-kernel branching bug." + "reason": "Gemma3TextConfig API mismatch and missing pad_token_id on Llama4Config are separate config discrepancies." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Model loading for Phi-4 multimodal and DeepSeekV3 implementation divergence are separate problems." + "reason": "flash_attention.py crashing on s_aux=None and auto_mappings referencing removed configs are unrelated maintenance bugs." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Both are config/API issues, but they concern different models and different missing attributes/discrepancies." + "reason": "Qwen3.5 flash-attention generation regression and Whisper empty-transcription failure are different model-specific issues." }, { - "left": "issue:29942", - "right": "issue:33666", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Failing Flash Attention 2 tests is not the same as Qwen2-VL multi-GPU training behavior." + "reason": "General custom model initialization breakage is not the same as the patchtsmixer post_init policy issue." }, { "left": "issue:43575", - "right": "issue:44387", + "right": "issue:43701", "accept": false, - "reason": "Both involve OOM, but one is load-time tensor-parallel OOM for a Qwen model and the other is increased reserved memory under int4 quantization." + "reason": "Tensor-parallel OOM loading a model and resume_from_checkpoint key mismatch are unrelated training/loading problems." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "Different SigLIP2 issues: bad outputs/model mismatch versus a regression from an unsupported center argument." + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-argument crash are different image-processing failures." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "Documentation example errors are unrelated to Gemma3 NaN embeddings in sliding-window attention." + "reason": "SigLIP2 doc/example mistakes are unrelated to Gemma3 sliding-window attention NaN embeddings." }, { "left": "issue:43873", "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior does not match a flash_attention crash on s_aux=None." + "reason": "Quantization/offloading behavior and a flash-attention sinkless-model AttributeError are different subsystems." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent states resetting in modular_qwen3_5." + "reason": "Model-loading OOM with tensor parallelism is not the same as increased reserved memory under int4 quantization." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "AdaFactor+DeepSpeed OOM and TrainerState token-count tracking are unrelated." + "reason": "Generation cache missing in v5 and recurrent-state reset with cache are both cache-related but clearly different bugs and code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-resolution failure are unrelated." + "reason": "FastSpeech2 tokenizer loading and Perceiver non-default resolution failure do not share the same underlying defect." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor/deepspeed OOM and TrainerState token counter not updating are unrelated trainer issues." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they involve different APIs and different root causes." + "reason": "Llama 3.2 model loading breakage in 4.46.2 is not the same as a v5 base_model_prefix loading regression." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to offloading with quantization." + "reason": "Missing AutoImageProcessor import and missing ReasoningEffort import are separate import errors." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() calls." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Optimizer OOM and model-loading breakage do not describe the same bug." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "AdaFactor OOM has no relation to embedding reinitialization after resize_token_embeddings." + "reason": "SigLIP2 implementation divergence and docs still using pipeline() after removals are unrelated." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different processor-loading paths." + "reason": "Gradient-checkpointing eval-mode constraints do not match quantization/offloading behavior." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are different code paths and failures." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different model-specific issues." } ] }, @@ -8027,13 +8005,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 25, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:16998", "issue:22355", @@ -8041,9 +8019,9 @@ "issue:28282", "issue:33290", "issue:34689", + "issue:35141", "issue:36010", "issue:36331", - "issue:41720", "issue:41950", "issue:42175", "issue:43065", @@ -8058,20 +8036,21 @@ "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:44534", "issue:44617", + "issue:44734", "issue:44792", "issue:44855", "issue:44871", @@ -8080,214 +8059,228 @@ "issue:45127", "issue:45137", "issue:45200", - "issue:45584", - "issue:45588" + "issue:45406", + "issue:45584" ], "soft_pairs": [ - "issue:43643|issue:44913", - "issue:43749|issue:43931", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43720|issue:44442", "issue:44190|issue:44496", - "issue:41720|issue:45588", + "issue:43749|issue:43931", + "issue:43643|issue:44913", "issue:43873|issue:44871", - "issue:43381|issue:43856", - "issue:33290|issue:36331", - "issue:44855|issue:45137", - "issue:34689|issue:36010", "issue:43540|issue:44514", "issue:44162|issue:44792", "issue:43316|issue:44877", - "issue:43388|issue:43688", + "issue:44855|issue:45137", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:34689|issue:36010", "issue:42175|issue:43316", + "issue:43388|issue:43688", "issue:43404|issue:43441", - "issue:16998|issue:22355", - "issue:25251|issue:28282", + "issue:43065|issue:44617", "issue:41950|issue:43475", + "issue:16998|issue:22355", "issue:43316|issue:43716", - "issue:43065|issue:44617", + "issue:25251|issue:28282", "issue:45127|issue:45200", - "issue:43295|issue:43825", "issue:43761|issue:44479", + "issue:43295|issue:43825", "issue:44871|issue:45584", - "issue:44077|issue:44534" + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "b4a826e576cba8003a286d230b2d5b53e0b513e48f8c51612301d85990ce99e8", + "prepared_review_unit_hash": "740d5325def017cc4034a4efabf5e1f552afba11361694c9724c4e84f41275ec", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34545, - "estimated_input_tokens": 8637, - "estimated_eval_tokens": 17530 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35846, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated Transformers issues. None of the soft-edge pairs appear to describe the same underlying bug or fix, so all should remain separate.", + "summary": "This cluster is a false-positive mix of unrelated Transformers issues. The soft-similarity pairs share broad keywords (loading, config, multimodal, memory, serving), but they do not describe the same concrete bug or change path, so none should be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No single issue is a credible canonical representative because the items span many unrelated subsystems and failure modes.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No global best issue exists; there is no dominant duplicate target or shared code-path across the listed issues.", - "best_pr_reason": "No pull requests are present in this cluster.", + "canonical_issue_reason": "No single canonical issue fits: the items are heterogeneous standalone bugs/questions across unrelated subsystems, so there is no true duplicate center for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target; activity or recency does not overcome the fact that these are different problems.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both involve config behavior, but one is trust_remote_code field loss and the other is GPTNeoX rotary_pct persistence; different bugs and code paths." + "reason": "Optimizer OOM in DeepSpeed is unrelated to a post_init weight reinitialization bug during embedding resize." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training-memory OOM and a model-loading regression for Llama 3.2 Vision are different failure modes and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading failures with different causes." + "reason": "BitNet packed-weight loading during accelerate vs AutoTokenizer failing for a FastSpeech2 tokenizer are unrelated loader/tokenizer issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to AutoConfig rejecting an unrecognized model type." + "reason": "A dataset-loading problem in an example script is not the same as failing to recognize a model type from config.json." }, { - "left": "issue:41720", - "right": "issue:45588", + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are both loading-related, but they are distinct bugs in different mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "A800 cudaErrorAssert during Qwen3 device mapping is unrelated to flash_attention.py failing on s_aux=None." + "reason": "Missing fields from trust_remote_code AutoConfig return is not the same as rotary_pct resetting on config reload." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading issues and Gemma-3 eos_token_id config mismatch are distinct problems." + "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are separate issues with different symptoms and fixes." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3 MoE training memory usage." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to batched apply_chat_template crashes in Qwen2_5_VLProcessor." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a failing janus image-generation test are unrelated model-specific problems." + }, + { + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "An OOM in DeepSpeed+Adafactor is not the same as a CustomTrainer signature change." + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing/import failure is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "Llama 3.2 Vision model-loading breakage and missing GenerationMixin import are separate regression reports." + "reason": "Gradient-checkpointing being disallowed in eval mode is a different bug from inefficient Qwen3 MoE training memory usage." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Both are multimodal/video-related, but one is a Qwen3OmniMoe video ValueError and the other is a Qwen2_5_VLProcessor padding crash." + "reason": "An OOM in Adafactor+DeepSpeed is not the same as a Trainer API signature break in compute_loss." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "ESM2 model breakage and a janus image-generation test failure do not describe the same bug." + "reason": "Llama 3.2 Vision model loading regression and missing transformers.generation.GenerationMixin import are separate import/load failures." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are different config-compatibility issues." + "reason": "Missing TensorFlow in a torch-only install extra has nothing to do with Gemma3TextConfig API differences." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric-gathering label truncation and MoE auxiliary-loss normalization are unrelated training/eval bugs." - }, - { - "left": "issue:42175", - "right": "issue:43316", - "accept": false, - "reason": "Missing TensorFlow from a torch install and Gemma3TextConfig API discrepancy are unrelated packaging/API issues." + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization are both training bugs, but not the same code-path problem." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure affect different code paths." + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures affect different parts of model initialization/inference." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Pipeline top_k output-shape behavior is unrelated to an AutoModel PyTorch dependency error." + "reason": "A pipeline choosing the wrong processor class and a missing fpn_position_embeddings attribute are different SAM/video-related bugs." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Video-classification processor selection and Sam3VisionEncoderOutput missing an attribute are different video-model issues." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API differences are unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "Gemma3TextConfig API inconsistency and Mistral3 image-preprocessor dtype mismatch are different model/config issues." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." + "reason": "Pipeline top_k output nesting and missing PyTorch during AutoModel import are unrelated." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different model-behavior bugs." + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are both model-behavior bugs, but not the same one." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Processor/tokenizer regression and a v5 translation-task error message are separate v5 issues." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different models, versions, and failures." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are unrelated." + "reason": "Processor/tokenizer compatibility breakage and an incorrect translation-task error message are separate v5 regressions." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are unrelated model-specific bugs." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct tokenization/generation bugs." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk initialization are different v5 behavior changes." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer in serve." } ] }, @@ -8303,13 +8296,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 26, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:32090", "issue:35141", @@ -8327,11 +8320,11 @@ "issue:43742", "issue:43761", "issue:43827", - "issue:43873", "issue:43906", "issue:43931", "issue:43994", "issue:44060", + "issue:44077", "issue:44190", "issue:44220", "issue:44242", @@ -8350,223 +8343,225 @@ "issue:44938", "issue:44964", "issue:44977", + "issue:45127", "issue:45245", "issue:45290", + "issue:45357", "issue:45362", "issue:45381", - "issue:45406", "issue:45542", "issue:45563", "issue:45584" ], "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43906|issue:45290", "issue:43550|issue:43701", "issue:43295|issue:44871", "issue:43606|issue:43701", - "issue:44734|issue:45406", - "issue:43906|issue:45290", "issue:43646|issue:44913", - "issue:43452|issue:44496", "issue:43761|issue:44242", + "issue:44617|issue:45584", "issue:43931|issue:44060", + "issue:43452|issue:44496", "issue:45563|issue:45584", - "issue:44617|issue:45584", + "issue:44521|issue:45381", "issue:43575|issue:43742", "issue:42617|issue:43575", - "issue:44521|issue:45381", - "issue:43575|issue:43873", - "issue:32090|issue:35141", "issue:44479|issue:44734", "issue:44933|issue:45362", "issue:44464|issue:45563", + "issue:41720|issue:43575", + "issue:32090|issue:35141", + "issue:43065|issue:44610", "issue:44464|issue:44871", "issue:44792|issue:44977", "issue:43827|issue:43994", - "issue:43065|issue:44610", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44938|issue:45542", + "issue:43650|issue:44220", "issue:44190|issue:44964", - "issue:43650|issue:44220" + "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "404deecf4a123c192dedb71fb184dd78ebf0150e309cd24675b8b48a7893b6a3", + "prepared_review_unit_hash": "c48cdbed59c15ddd958c901746b9fa3e593d88d1ce07b3642d5818074d78c99c", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35226, - "estimated_input_tokens": 8807, - "estimated_eval_tokens": 17870 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36169, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items look like a noisy collection of unrelated issues rather than one tight duplicate cluster. No soft edge is strong enough to merge; the best representative, if one must be chosen, is the most broadly referenced active issue about multimodal chat-template masking.", - "confidence": 0.18, - "canonical_issue_reason": "issue:44521 has the strongest cluster signals among these issues (highest inbound references/activity) and is the broadest representative of the active, user-facing regressions in the set.", + "summary": "This set is thematically broad and does not look like a true duplicate cluster. The soft pairs are mostly broad subsystem matches (generation, chat templates, multimodal, config/loading) but not the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical duplicate: the items span many unrelated bugs. If a representative issue must be chosen, issue #44521 is the most active/open and has the most inbound discussion, but it is not a true center for the whole set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best standalone anchor because it has the most external references and discussion, making it the clearest high-signal issue in an otherwise heterogeneous group.", + "best_issue_reason": "#44521 is the strongest representative by activity and specificity (open, multiple inbound refs, detailed reproduction), though the surrounding items are too heterogeneous for a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Torch.compile/SDPA failure and checkpoint key mismatch are different failure modes with different code paths." + "reason": "Both are v5-related regressions, but one is about optional post_init on patchtsmixer and the other about non-persistent buffers being corrupted; different bugs." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "A CLIPVisionModel hidden-states regression is unrelated to Gemma eos_token_id/config inconsistency." + "reason": "Both involve chat/template tokenization, but one is a reproduction of an older issue and the other is a crash on assistant tool-call messages; not the same failure." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "KV-cache continuation indexing in serve and missing _tokenizer on Gemma4Processor are distinct bugs." + "reason": "Different regressions: processor/tokenizer access breakage vs eos_token_id config inconsistency." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "A reproduction of an older issue is not the same concrete bug as apply_chat_template crashing on tool-call assistant messages." + "reason": "Device-offload mismatch in Bark-small versus checkpoint key mismatch; no shared code-path." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Both are init/config issues, but one is a broad Transformers 5 init break and the other is GPTNeoXConfig rotary_pct reload behavior; not duplicates." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "gguf_file loading failures and missing model_type config errors both affect loading, but they are different root causes and code paths." + "reason": "Completely different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss calculation." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to MoE load-balancing loss not being added." + "reason": "CUDA OOM for Sam3Video versus Whisper failure on empty transcription; unrelated." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a different issue from Qwen3-Next tied-weights warning miswiring." + "reason": "Both are Qwen3-family issues, but one is a weight-shape load error and the other is a tied-weights warning bug; different underlying problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different model-loading failures: gguf_file handling vs unrecognized model/config error." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale generate warning and Whisper empty-transcription failure are unrelated generation bugs." + "reason": "Both are generation-related, but one is a stale warning and the other is a real Whisper crash; not the same bug." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription handling do not share the same underlying bug." + "reason": "Both are multimodal regressions, but one is assistant_mask generation and the other is vision_position_ids for Qwen2.5-VL video input; too different to merge." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM while loading Qwen2-57B and a key error loading MobileLLM-125M are different load-time failures." + "reason": "Different loading failures for different models: tensor-parallel OOM vs MobileLLM key error." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A 3d_parallel.py runtime failure is unrelated to Qwen2 tensor-parallel OOM." + "reason": "3d_parallel.py runtime problem is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both are multimodal-related, but all-zero assistant masks and wrong vision_position_ids are different bugs in different processing stages." + "reason": "Different code paths: multimodal video input regression vs serve/KV-cache continuation indexing crash." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Qwen2 TP OOM and offloading-with-quantization behavior are both memory-related but not the same concrete failure." + "reason": "Nonexistent import from image_utils is unrelated to Qwen3.5 chat crash." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Trainer GPU broadcast NoneType errors are unrelated to embedding reinitialization during post_init." + "reason": "Chunked generation inconsistency with compiled forward is a different bug from a stale num_return_sequences warning." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:41720", + "right": "issue:43575", "accept": false, - "reason": "A video-input regression for Qwen VL models is unrelated to serve KV-cache tensor indexing." + "reason": "Both are large-model loading/runtime failures, but one is auto device mapping cuda assert and the other is tensor-parallel OOM; not the same issue." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "A missing import from image_utils and a Qwen3.5 chat crash are different API breakages." + "reason": "Different trainer/broadcast TypeError versus embedding reinitialization bug in post_init." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." + "reason": "Different model-specific shape/input issues: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor size mismatch." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Compiled-forward generation inconsistency is unrelated to Gemma eos_token_id configuration mismatch." + "reason": "Generation inconsistency and eos_token_id config mismatch are unrelated." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Janus image-generation test failure versus Qwen3.5 flash-attention generation bug; different models and symptoms." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still mentioning pipeline() and a SigLIP2 nonsensical-output bug are not the same issue." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model preprocessing problems." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is not the same as rotary_pct reverting on config reload." + "reason": "Transformers v5 buffer corruption is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "A Qwen3 auto-device-map CUDA assert and a category-cardinality runtime limit are unrelated." + "reason": "Qwen3 auto-device-map CUDA assert and category-count limit error are unrelated." }, { "left": "issue:44938", @@ -8574,17 +8569,23 @@ "accept": false, "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are different environment issues." }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs _torch_extract_fbank_features error; no relation." + }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an image-classification script is unrelated to loading Phi-4 multimodal weights." + "reason": "Local dataset loading in a no-trainer script is unrelated to loading Phi-4-multimodal-instruct." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "The placeholder ADD THE DATA issue does not match the _torch_extract_fbank_features() bug." + "reason": "Different LoRA/vocab merge collapse bug versus incorrect visual encoder keys saved in Qwen3.5." } ] }, @@ -8600,13 +8601,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 27, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:36246", "issue:38175", @@ -8615,12 +8616,14 @@ "issue:41628", "issue:41950", "issue:42175", + "issue:42907", "issue:43065", "issue:43116", "issue:43295", "issue:43299", "issue:43388", "issue:43404", + "issue:43441", "issue:43479", "issue:43540", "issue:43550", @@ -8646,249 +8649,261 @@ "issue:44855", "issue:44913", "issue:45003", - "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45357", "issue:45375", "issue:45446", "issue:45584", - "issue:45588" + "issue:45588", + "issue:45600" ], "soft_pairs": [ - "issue:45127|issue:45357", + "issue:44792|issue:45600", "issue:43388|issue:43582", - "issue:44855|issue:45588", "issue:43761|issue:44743", - "issue:45276|issue:45584", + "issue:44855|issue:45588", "issue:44355|issue:44855", - "issue:43644|issue:44913", + "issue:43540|issue:44734", "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:43404|issue:45216", "issue:44077|issue:44079", - "issue:43540|issue:44734", "issue:43550|issue:44190", - "issue:43404|issue:45216", - "issue:43295|issue:45276", "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:43295|issue:45276", "issue:45245|issue:45584", - "issue:39692|issue:44190", "issue:41950|issue:44016", + "issue:39692|issue:44190", "issue:43479|issue:45375", "issue:36246|issue:41628", - "issue:44186|issue:44734", "issue:36246|issue:38617", - "issue:44466|issue:44913", - "issue:44016|issue:44220", + "issue:44186|issue:44734", "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:42175|issue:44279", "issue:44683|issue:45446", + "issue:44466|issue:44913", "issue:44246|issue:45003", - "issue:42175|issue:44279", - "issue:44112|issue:44792", - "issue:43299|issue:45216" + "issue:43299|issue:45216", + "issue:42907|issue:43441" ], - "prepared_review_unit_hash": "8b8de52842e57a69224a4f1b61ed828437307ac9f321ab21ac5c0cf7aee47962", + "prepared_review_unit_hash": "c87d4ab43a1ef1e6f1e546393cba717c6524b6f07ce1b4e06c0d6c848f9048fb", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36001, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous Transformers bug reports; the soft links are largely false positives. No PRs are present. If forced to anchor the cluster, the Qwen3.5 save_pretrained regression report is the best standalone representative.", - "confidence": 0.42, - "canonical_issue_reason": "No single true duplicate set emerges; if one issue must anchor the cluster, 45216 is the strongest standalone regression report because it has a concrete version break, reproducible save_pretrained corruption, and inbound references.", + "summary": "This is a heterogeneous bag of Transformers bugs and regressions; the soft links are mostly superficial and do not indicate true duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45003 is the broadest open infrastructure-style bug in the set, but the cluster is too mixed to have a strong true canonical.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the most representative issue to keep as the canonical anchor: clear regression framing, concrete failure mode, and stronger triage signals than the other scattered bug reports.", + "best_issue_reason": "issue:45003 is the best fallback duplicate target because it is open, cross-cutting, and more general than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both are Qwen/Qwen3.5 save_pretrained-related, but one is LoRA/extended-vocab weight collapse and the other is incorrect visual-encoder key serialization; different concrete bugs." + "reason": "Different failures: janus image-generation test vs removed Sam3LiteText config references in auto_mappings." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Unrelated failures: metric label dropping versus an Apple Silicon TypeError in allocator warmup." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different code paths and symptoms: Python 3.13 import parsing error versus flash-attention crashing on s_aux=None." + "reason": "Unrelated subsystems: metric gathering label trimming vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "Different models and mechanics: CLIPVision hidden_states regression versus Qwen recurrent-state reset with cache." + "reason": "Both involve model state handling, but one is CLIP hidden_states and the other is Qwen recurrent cache reset." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Resize-token-embeddings propagation bug versus Whisper generation failure after align_special_tokens; not the same underlying issue." + "reason": "Different bugs: Python 3.13 import parsing issue vs flash_attention crashing on s_aux=None." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "One is about compiled Python file errors, the other about a TorchScript parsing/IndentationError on import." + "reason": "One is a generic compiled-Python-file error; the other is a specific DebertaV2 import/parsing regression." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Non-persistent buffer junk and GPTNeoX config reload drift are unrelated bugs." + "reason": "Different areas: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version compatibility problem versus a TorchScript decorator parsing failure; different root causes." + "reason": "Both are version/platform problems, but one is Python version support and the other is a Python 3.13 parser/import issue." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "PatchTSMixer post_init validation and ModelOutput key assignment are separate utility/model-output bugs." + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is config reload persistence." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error versus serve KV-cache continuation tensor indexing; not the same path." + "reason": "Unrelated model behaviors: Gemma4 embedding resize vs Whisper empty-transcription generation failure." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to the image-classification local dataset loading issue." + "reason": "Similar serialization theme, but different models and concrete bugs; not the same save_pretrained failure." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Mistral3 tied lm_head weights and Qwen3.5 save_pretrained corruption are both serialization-adjacent but distinct bugs." + "reason": "Unrelated core issues: patchtsmixer post_init policy vs ModelOutput key assignment." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Processor/tokenizer regression versus gemma4 embedding-resize propagation; different code paths and symptoms." + "reason": "Different code paths: torch.compile SDPA failure vs local dataset loading in an example script." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification empty outputs and local dataset loading failure are unrelated example-script issues." + "reason": "Both are example-script problems, but one is empty multilabel outputs and the other is dataset loading." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Category cardinality error is unrelated to Whisper empty-transcription generation behavior." + "reason": "Different CI failures: GraniteSpeech stale device override test vs auto_mappings referencing removed configs." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs token embedding resize not propagating." + }, + { + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 documentation example errors versus image-classification script dataset loading; different bugs." + "reason": "No match: category-count overflow is unrelated to Whisper empty transcription handling." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup bug versus a notebook syntax error; not duplicates." + "reason": "Different problem classes: pipeline processor lookup vs notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation/quantization example errors are unrelated to the image-classification dataset-loading issue." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config initialization bugs in different model families." + "reason": "Both are multimodal config bugs, but they affect different models and different missing/default fields." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is model-specific Qwen2.5-VL export and the other is top-level AutoImageProcessor export; not the same missing symbol." + "reason": "Both are import errors, but for different symbols and different API surfaces." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and serve KV-cache indexing crash are unrelated." + "reason": "Different missing imports: a model-specific image processor export vs layer_type_validation in configuration_utils." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying bug." + "reason": "Different failures: tokenizer padding/truncation crash vs server KV-cache continuation bug." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Tied-weight serialization inconsistency and GPTNeoX rotary_pct reload drift are separate configuration/serialization problems." + "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error versus fbank feature extraction issue; unrelated." + "reason": "Notebook syntax error and feature-extraction error are unrelated." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "SigLIP2 zero-probabilities and Sam3 pixel decoder dummy-conv issue are different model bugs." + "reason": "Dependency/backend packaging issue vs a generic transformers dependency complaint; not the same bug." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a compile/runtime failure on newer torch and the other is an incorrect version check for AuxRequest import; different fixes." + "reason": "Same flex_attention area, but compiled flex_attention on torch>=2.9 and AuxRequest version-gating are distinct failures." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Different serialization/config regressions: tied lm_head weights vs rotary_pct not persisting." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related to import behavior but not the same concrete bug." + "reason": "Import-time performance regression is different from unsafe sys.modules access, even if related to import behavior." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Dependency packaging omission versus a vague dependency issue; too generic and not the same defect." + "reason": "Different models and symptoms: Qwen3VL loading breakage vs Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:44112", - "right": "issue:44792", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "CI flake in GraniteSpeech and janus image-generation test failure are unrelated test issues." + "reason": "Ministral save/dequantization failure is separate from the FlashAttention runtime failure." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained corruption are distinct Qwen-family problems." + "reason": "Different user-visible bugs in unrelated models; no shared underlying code-path problem." } ] }, @@ -8904,23 +8919,22 @@ "component_index": 2, "component_count": 13, "review_unit_index": 28, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:41950", - "issue:42907", "issue:43295", "issue:43299", - "issue:43441", + "issue:43381", "issue:43479", "issue:43525", "issue:43526", - "issue:43550", + "issue:43531", "issue:43577", "issue:43643", "issue:43650", @@ -8943,7 +8957,6 @@ "issue:44496", "issue:44521", "issue:44683", - "issue:44779", "issue:44877", "issue:44933", "issue:44964", @@ -8959,269 +8972,264 @@ "issue:45357", "issue:45405", "issue:45542", - "issue:45584" + "issue:45584", + "issue:45593", + "issue:45600" ], "soft_pairs": [ "issue:43643|issue:44496", - "issue:43295|issue:45335", - "issue:42907|issue:43441", "issue:44016|issue:44062", - "issue:44112|issue:44964", - "issue:45335|issue:45584", + "issue:43295|issue:45335", + "issue:44964|issue:45600", "issue:43976|issue:44987", + "issue:44112|issue:44964", "issue:43673|issue:44336", - "issue:43854|issue:44964", - "issue:44496|issue:45042", + "issue:43531|issue:45600", + "issue:45335|issue:45584", "issue:43824|issue:44933", "issue:43976|issue:44279", - "issue:43526|issue:43901", "issue:43299|issue:45357", + "issue:44496|issue:45042", + "issue:43854|issue:44964", "issue:43577|issue:45216", "issue:44075|issue:44368", + "issue:43526|issue:43901", "issue:44521|issue:45325", - "issue:43901|issue:44496", "issue:44242|issue:45200", + "issue:43381|issue:45593", "issue:44683|issue:45542", - "issue:43976|issue:45405", "issue:44351|issue:45278", - "issue:43479|issue:43525", + "issue:43901|issue:44496", + "issue:43976|issue:45405", "issue:41950|issue:43650", - "issue:44462|issue:45081", + "issue:43479|issue:43525", "issue:41950|issue:45020", - "issue:44496|issue:44877", + "issue:44462|issue:45081", "issue:44297|issue:44462", + "issue:44496|issue:44877", "issue:44279|issue:45405", - "issue:43550|issue:44964", - "issue:43299|issue:43854", - "issue:44462|issue:44779", - "issue:43295|issue:44779" + "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "6632dc378bbd2241d89d84d6cf7b495a1a45de6b9852742a91daf8c2f35d9f30", + "prepared_review_unit_hash": "73e5776c6828d985bcca8e005c3d85b87e9de0416c2520849bdf1e5533c71f08", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37596, - "estimated_input_tokens": 9399, - "estimated_eval_tokens": 19054 + "soft_pair_count": 32, + "serialized_chars": 37276, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate regression reports across different models, tokenizers, processors, and docs/tests. I do not see any soft pair that clearly describes the same underlying bug or change, so the cluster should stay split.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here: recent-version regressions breaking remote-code/model-loading paths. If a single issue must represent the cluster, it is the most central and reusable tracker.", + "summary": "This cluster looks like a false-positive similarity cluster rather than a duplicate set: the issues span unrelated bugs in model loading, tokenizer/config handling, generation, CI, docs, and general regression reports. None of the soft-edge pairs look like the same underlying change or bug.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items are too heterogeneous. If forced to pick a representative, the broadest theme is recent transformers-version regressions breaking custom/remote-code model loading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most useful single tracking issue because it is open, detailed, and general enough to absorb several related loading/regression reports without being model-specific.", + "best_issue_reason": "issue:45020 is the closest umbrella representative because it explicitly covers the broad pattern of recent transformers versions breaking model loading for remote-code/custom models, which is the most recurring motif across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/loading, but they fail differently: missing returned fields vs unrecognized model metadata." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Different subsystems and failures: processor/tokenizer image handling vs embedding resize behavior." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Both mention Ministral, but one is save/dequantization and the other is FlashAttention loading." + "reason": "Both are config-loading failures, but one is missing fields with trust_remote_code and the other is an unrecognized model missing model_type; different root causes." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "A notebook syntax error is unrelated to an AddedToken keyword-argument bug." + "reason": "A notebook syntax error and an AddedToken keyword-argument bug are unrelated." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is unrelated to loading Phi-4 multimodal." + "reason": "Processor/tokenizer image handling and t5gemma embedding resizing are different code paths and bugs." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Unrelated model bugs: token embedding resize vs Whisper empty-transcription generation." + "reason": "One is a Phi-4 multimodal load failure; the other is a stale auto_mappings reference causing CI breakage." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility is unrelated to a specific model load failure." + "reason": "Python-version support regression and a specific model-loading failure are not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI device-override test failure is unrelated to the Phi-4 multimodal loading issue." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI output formatting are unrelated bugs." + "reason": "Generation cache handling in chunked_prefill and ANSI output in loading_report are unrelated." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Different model families and failure modes; both are load issues only at a very broad level." + "reason": "A Qwen3-MoE sliding_window bug is unrelated to auto_mappings referencing removed configs." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Unrecognized model config and torchvision dependency for PIL processors are different problems." + "reason": "Embedding-resize behavior and Whisper empty-transcription generation are different problems." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and APIs." + "reason": "Both mention imports, but they target different missing symbols and different packages/code paths." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python-version incompatibility is not the same as a general dependency issue." + "reason": "Python 3.9/3.10 compatibility and a generic dependency issue are not the same underlying bug." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Processor label reduction bug and pipeline docs mismatch are unrelated." + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized-model/config issue and a PIL backend torchvision dependency issue are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Same model family, but one is a load regression and the other is incorrect save_pretrained keys." + "reason": "These are different model families and different load failures, so they are not duplicates." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype initialization and Qwen3.5 checkpoint saving are unrelated code paths." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling does not match a warning about tie_word_embeddings in fine-tuning." + "reason": "Optimizer argument handling and a tie_word_embeddings warning during LoRA fine-tuning are different issues." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Both are multimodal, but one is assistant masks and the other is rope/position-id scaling." + "reason": "A BeitImageProcessorFast label bug and docs lag for return_all_scores are not the same bug." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Documentation wording issue is unrelated to model config loading." + "reason": "assistant_masks being all-zero and Qwen2.5-VL rope index scaling are different multimodal bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission and mm_token_type_ids defaults are different training bugs." + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting to zeros are separate model-training issues." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Compiled attention on torch 2.9 and TensorBoard/TensorFlow backend handling are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Python support and PEFT version pinning are separate dependency issues." + "reason": "A flex_attention compile failure on torch>=2.9 and a TensorFlow/tensorboard backend import issue are different failures." }, { "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." + "reason": "A specific HybridCache import error is not the same as a broad post-upgrade import-regression report." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and an unrecognized model/config failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Different config classes and different missing/default fields." + "reason": "Python-version support and an unreleased PEFT minimum-version bump are different compatibility issues." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video processor lookup bug is unrelated to a vague data-request issue." + "reason": "A video-classification processor lookup bug and a placeholder issue with no technical description are not duplicates." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Mistral regex patch crash are distinct tokenizer paths." + "reason": "Phi4Multimodal default config initialization and Llama4 missing pad_token_id are different config bugs." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Same broad area of loading, but one is pipeline processor lookup and the other is remote_code regressions." + "reason": "Video-classification pipeline processor lookup and remote_code model-loading regressions are not the same concrete bug." }, { - "left": "issue:44496", - "right": "issue:44877", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Different model/config bugs with different failure mechanics." + "reason": "Tokenizer save/load metadata issues and a Mistral regex patch crash affect different code paths." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer config mismatch on save and tokenizer.json being ignored are different serialization/loading issues." + "reason": "Tokenizer class metadata mismatch and tokenizer.json being ignored are related to tokenizers but not the same defect." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44496", + "right": "issue:44877", "accept": false, - "reason": "General dependency trouble is not the same as an unreleased minimum PEFT version bump." + "reason": "An unrecognized model/config error and strict granite_speech config loading are different configuration problems." }, { - "left": "issue:43550", - "right": "issue:44964", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to Phi-4 multimodal loading." + "reason": "A generic dependency issue and a specific unreleased PEFT version bump are not the same underlying issue." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model families and different load-time regressions." - }, - { - "left": "issue:44462", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer save/metadata handling is separate from Deepseek tokenization correctness." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor/tokenizer image handling does not match a Deepseek tokenizer regression." + "reason": "These are separate model-loading failures for different models and different failure modes." } ] }, @@ -9237,13 +9245,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 29, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:38175", "issue:39692", @@ -9252,12 +9260,13 @@ "issue:43065", "issue:43122", "issue:43262", + "issue:43295", "issue:43317", - "issue:43352", "issue:43441", "issue:43450", "issue:43475", "issue:43650", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", @@ -9273,9 +9282,10 @@ "issue:44279", "issue:44291", "issue:44297", + "issue:44361", + "issue:44462", "issue:44466", "issue:44521", - "issue:44589", "issue:44617", "issue:44623", "issue:44671", @@ -9284,234 +9294,247 @@ "issue:44779", "issue:44898", "issue:44987", - "issue:45250", "issue:45276", "issue:45290", - "issue:45362", "issue:45397", "issue:45542", "issue:45561", - "issue:45563" + "issue:45563", + "issue:45593" ], "soft_pairs": [ - "issue:39692|issue:43901", + "issue:44462|issue:44779", "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:39692|issue:43901", "issue:43650|issue:45290", "issue:43723|issue:44162", "issue:44016|issue:44291", "issue:43262|issue:44521", "issue:43450|issue:44279", "issue:43441|issue:44683", - "issue:44466|issue:45276", "issue:42994|issue:43317", "issue:44261|issue:44263", "issue:43065|issue:44898", "issue:44623|issue:45397", "issue:43122|issue:43650", + "issue:44466|issue:45276", "issue:44623|issue:44749", "issue:43784|issue:45542", - "issue:44671|issue:44779", "issue:43673|issue:43761", + "issue:44671|issue:44779", "issue:44987|issue:45542", - "issue:43901|issue:43994", - "issue:42175|issue:43976", + "issue:43653|issue:45593", "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44361|issue:45593", "issue:45561|issue:45563", "issue:43475|issue:44016", - "issue:43824|issue:43976", - "issue:43352|issue:45250", - "issue:44589|issue:45362" + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "2e5229d8d95173ad62c17605b5431c08e4a807ddf25ab3bc195702402cdc2883", + "prepared_review_unit_hash": "7bf987cea32150b0dd1424c78048201af71687668baa963f6404033b2893ef5e", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34972, - "estimated_input_tokens": 8743, - "estimated_eval_tokens": 17742 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated across models, processors, docs, tokenization, quantization, and runtime/setup issues. None of the soft pairs look like the same underlying bug or change, so I would keep them separate.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous and the pairwise candidates do not collapse into a duplicate bug cluster.", + "summary": "These items are largely unrelated; none of the soft edges look like the same underlying bug/change, so all candidate links are rejected. The closest overlaps are tokenizer/loading and chat_template/processor regressions, but the concrete failure modes still differ.", + "confidence": 0.31, + "canonical_issue_reason": "No single canonical duplicate cluster exists; among the scattered issues, issue:43994 is the best representative of a concrete, user-visible model inference regression.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; the nearest true bug candidates are distinct from each other and should not be merged into one canonical ticket.", + "best_issue_reason": "issue:43994 is the strongest standalone issue here: specific scope, clear failure mode, and a likely actionable reproduction.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "Both mention docs/examples, but they are about different topics: SigLIP2 example errors vs TextClassificationPipeline return_all_scores behavior." + "reason": "Both are tokenizer-related, but one is repository loading behavior and the other is incorrect DeepSeek tokenization output; different bugs and likely different fixes." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different concrete problems: SigLIP2 zero probabilities vs Sam3Video CUDA out-of-memory." + "reason": "Completely unrelated: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the first is a processor/tokenizer API regression with images; the second is model-specific DeepSeek tokenization drift." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention documentation, but one is SigLIP2 example errors and the other is a pipeline doc mismatch; not the same underlying issue." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Unrelated: a vague data request versus a chat-template crash on tool-call assistant messages." + "reason": "Unrelated: a placeholder issue versus a chat_template crash on tool-call assistant messages." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Different symptoms and subsystems: tokenizer loading in v5 vs ESM2 model breakage." + "reason": "Both are loading failures, but they affect different models and likely different code paths." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading TypeError." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Audio processor sampling-rate default bug is separate from multimodal assistant_masks being all zero." + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different defects." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor shape bug is not the same as a general dependency issue." + "reason": "Video batch-shape bug versus dependency/install issue; no shared underlying change." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention, but one is model-specific FlashAttention support and the other is compiled flex_attention failing on torch>=2.9." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Related to Gemma 4 weights, but one is serialization on device and the other is resize_token_embeddings not propagating changes." + "reason": "Both are attention-related, but FlashAttention failure on a model and compiled flex_attention failure on torch>=2.9 are different code paths." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure is not the same as loading a dequantized model with device_map=auto." + "reason": "Both involve quantization workflows, but one is saving quantized models and the other is loading dequantized models with offload; not the same bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different models and errors: MLA layernorm precision/config issue vs torch.split return values in GlmMoeDsaIndexer." + "reason": "Different model internals and different errors: RMS norm epsilon precision discussion versus torch.split return values." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Sam3PixelDecoder dummy conv2d and Perceiver non-default-resolution failure are different model bugs." + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver positional interpolation on non-default resolutions." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." + "reason": "Saving processor artifacts missing files is not the same as a Zero3 from_pretrained loading problem." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior change across versions is unrelated to the vague 'ADD THE DATA' issue." + "reason": "Tokenizer regression versus unrelated placeholder issue." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention embedding/weight handling, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not propagating in gemma4." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files and slower data filtering are unrelated." + "reason": "Processor save_pretrained missing files and a Chinese report about slower filtering after upgrade are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to TF backend being undefined when only tensorboard is installed." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Different models and failure modes: CamemBERT masked LM predictions vs Deepseek tokenizer output." + "reason": "Both are backend/import errors, but they concern different missing symbols and different dependency stacks." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to CLIPVisionModel hidden_states regression." + "reason": "Generation cache issue during chunked prefill and CLIPVision hidden_states regression are different subsystems and symptoms." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast is not the same as the TensorFlow backend dependency issue." + "reason": "Both are v5 regressions affecting text models/tokenizers, but the concrete bugs differ: CamemBERT MLM predictions vs DeepSeek tokenizer output." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Docs note about return_all_scores does not match the SigLIP2 nonsensical results bug." + "reason": "Model loading failure and missing TensorFlow backend are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "TensorFlow backend packaging and Python version compatibility are separate environment issues." + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 loading." + "reason": "Tokenizer save metadata mismatch is unrelated to a model load failure under Zero3." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + "reason": "Both are dependency/support issues, but one is missing TensorFlow in the torch extra and the other is a Python version compatibility break." }, { - "left": "issue:43475", - "right": "issue:44016", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Missing Sam3Video output attribute is unrelated to a notebook syntax error." + "reason": "Documentation mismatch for return_all_scores is not the same as incorrect SigLIP2 pipeline/model outputs." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Qwen2_5_VL import failure and Python 3.9/3.10 compatibility are different issues." + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "The Nemotron-specific FA2 unsupported error is not the same as the generic Flash Attention 2.0 issue." + "reason": "pytest-xdist file race and stale generate warning are different bugs." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute error versus notebook syntax error; no overlap." + }, + { + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5-35B crashing with transformers chat." + "reason": "Missing Qwen2.5-VL import and Python version incompatibility are different issues." } ] }, @@ -9527,22 +9550,22 @@ "component_index": 2, "component_count": 13, "review_unit_index": 30, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:36246", "issue:41628", "issue:41950", "issue:42491", "issue:42757", - "issue:43066", "issue:43295", "issue:43299", + "issue:43352", "issue:43441", "issue:43525", "issue:43526", @@ -9566,257 +9589,257 @@ "issue:44485", "issue:44496", "issue:44561", + "issue:44589", "issue:44617", "issue:44661", "issue:44749", - "issue:44779", "issue:44857", "issue:44871", "issue:44877", "issue:45003", "issue:45200", - "issue:45292", + "issue:45250", "issue:45356", "issue:45362", "issue:45375", "issue:45397", "issue:45542", "issue:45561", - "issue:45584" + "issue:45593" ], "soft_pairs": [ - "issue:43525|issue:43881", + "issue:43352|issue:45250", "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:43525|issue:43881", "issue:44188|issue:44336", "issue:41628|issue:43976", - "issue:43901|issue:44246", "issue:44295|issue:45397", - "issue:42491|issue:43299", "issue:41950|issue:44220", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44242|issue:45593", "issue:44336|issue:44373", "issue:44462|issue:45356", - "issue:44246|issue:44496", "issue:44661|issue:45542", "issue:45003|issue:45561", - "issue:43531|issue:45362", - "issue:43526|issue:45003", + "issue:44246|issue:44496", "issue:36246|issue:42757", + "issue:43531|issue:45362", "issue:36246|issue:44351", + "issue:43526|issue:45003", "issue:43673|issue:44561", "issue:44336|issue:44485", "issue:44162|issue:45200", "issue:44242|issue:44857", - "issue:44246|issue:44871", - "issue:45292|issue:45584", "issue:44295|issue:44749", "issue:44877|issue:45375", - "issue:44779|issue:45292", - "issue:43441|issue:43540", "issue:36246|issue:43596", - "issue:43066|issue:44779" + "issue:43441|issue:43540", + "issue:44246|issue:44871" ], - "prepared_review_unit_hash": "fbf18555d0bd49157ffc4d6acd9bc4ad095b12c0a126ed057386837aa9ffa695", + "prepared_review_unit_hash": "ea2689a400be1233c430bd5f881f36795b973c26fa7a15fca0996a5fa64136e7", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36102, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is over-broad: most items are distinct bugs spanning import/export regressions, model/config issues, tokenizer behavior, and performance/docs problems. No soft pair looks like the same underlying change or defect, so all candidate links should be rejected.", - "confidence": 0.35, - "canonical_issue_reason": "Use issue #41628 as the closest broad representative of the cluster because it is a generic Transformers import/export failure, but there is no strong true canonical since the grouped issues are heterogeneous.", + "summary": "The set is mostly a grab bag of unrelated regressions, import errors, and model-specific breakages that only share broad surface similarity. I found no convincing duplicate pairs; all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44561 is the strongest cluster anchor: it describes a concrete, high-impact regression in v5 with a specific code-path breakage and broad downstream fallout.", "canonical_pr_reason": null, - "best_issue_reason": "#41628 is the most broadly representative user-facing failure in the set; however, it is only a weak fit because the rest of the issues are not duplicates of it.", + "best_issue_reason": "issue:44561 is the most suitable representative issue because it is specific, actionable, and broadly relevant compared with the more model-specific or documentation-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different root symptoms (missing config attr vs generic loading failure)." + "reason": "Both mention Flash Attention, but one is a model-support error and the other is a generic Flash Attention topic; not the same bug." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression and CUDA OOM in Sam3Video are unrelated defects." + "reason": "Processor/tokenizer regression vs CUDA OOM in Sam3Video; different failure modes and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated runtime issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is distinct from a separate glm-4v loading failure." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output formatting in loading_report." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to the Python version support issue." + "reason": "AutoImageProcessor import failure and Python version incompatibility are different problems." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Pipeline docs mismatch and import-time slowness are different kinds of problems." + "reason": "Buffer access error for position_ids is unrelated to gemma-4 Zero3 from_pretrained loading." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "position_ids buffer access and gemma-4 zero3 loading are not the same code-path failure." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipelines." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE-family models, but one is a LoRA compatibility issue and the other is a loading regression for a different model variant." + "reason": "Both involve Qwen/MoE models, but one is a LoRA compatibility issue and the other is a model-loading regression in v5." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowdown." + }, + { + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline components." + "reason": "Missing MoE load-balancing loss and missing D-FINE auxiliary losses are different model-specific training bugs." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output and a wrong docstring are unrelated." + "reason": "ANSI escape output issue and a wrong docstring are not the same underlying change." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Kimi-K2.5 codec-handling regression." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import slowness and unrecognized model/config loading are unrelated." + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec/regression warnings are separate tokenizer issues." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Tokenizer-mapping model-addition bug and missing TensorFlow backend handling are separate issues." + "reason": "Model-mapping helper failure and TensorBoard/TF backend import error are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils and xdist race on captured_info.txt are unrelated." + "reason": "Unsafe sys.modules access and an xdist race in testing utilities do not describe the same bug." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are not the same defect." + "reason": "Import latency and unrecognized model/config loading are different symptoms with no shared code-path evidence." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sys.modules access." + "reason": "Two separate missing-symbol import errors from different libraries and modules." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Different missing imports from different packages; same symptom class, not the same bug." + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are distinct model issues." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Qwen2_5_VLImageProcessor export failure and HybridCache export failure are distinct missing-symbol regressions." + "reason": "Both are import errors, but they concern different symbols and different packages/compatibility problems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache handling in chunked prefill is unrelated to removal of is_torch_fx_available." + "reason": "Chunked-prefill cache regression and removal of is_torch_fx_available affect different subsystems and failure modes." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI terminal output and GLM-5 RoPE implementation are unrelated." + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific problems." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are different model-specific regressions." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are different failures." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness is unrelated to Gemma-3 eos_token_id inconsistency." - }, - { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "resize_token_embeddings affecting output embeddings is unrelated to Whisper empty-transcription generation." + "reason": "MoE auxiliary loss omission is unrelated to LwDetrImageLoss AMP CUDA crashes." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "position_ids buffer access and dataset filtering slowdown are unrelated." + "reason": "Position_ids buffer access error is not the same as a dataset filtering slowdown regression." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both touch strict config handling, but they describe different model configs and opposite symptoms; not a clear duplicate." + "reason": "Both involve config strictness, but they affect different models and different missing-field behaviors." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings behavior are different areas." + "reason": "Importing a missing image processor and a DeepSpeed/BertModel index error are unrelated." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Qwen3OmniMoe video processing ValueError are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Transformer import error and deepspeed zero3/BertModel index error are unrelated." + "reason": "FlashAttention support error in Ministral-3 and video-input processing ValueError in Qwen3OmniMoe are different bugs." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Wrong tokenizer decoder type and incorrect Deepseek tokenizer results are both tokenizer-related but not the same underlying bug." + "reason": "Import slowdown and Gemma-3 eos_token_id inconsistency are unrelated issues." } ] }, @@ -9832,31 +9855,29 @@ "component_index": 2, "component_count": 13, "review_unit_index": 31, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ - "issue:28282", - "issue:30990", "issue:41628", "issue:41950", - "issue:42673", "issue:42886", "issue:43065", + "issue:43066", "issue:43232", "issue:43257", "issue:43262", + "issue:43295", "issue:43408", "issue:43475", "issue:43540", "issue:43646", "issue:43653", "issue:43673", - "issue:43704", "issue:43901", "issue:43931", "issue:44060", @@ -9865,13 +9886,12 @@ "issue:44246", "issue:44297", "issue:44336", - "issue:44361", "issue:44368", "issue:44466", "issue:44496", "issue:44623", "issue:44734", - "issue:44749", + "issue:44779", "issue:44869", "issue:44933", "issue:44977", @@ -9887,251 +9907,257 @@ "issue:45356", "issue:45459", "issue:45563", - "issue:45588" + "issue:45584", + "issue:45588", + "issue:45600" ], "soft_pairs": [ + "issue:43066|issue:44779", + "issue:45292|issue:45584", "issue:44987|issue:45459", + "issue:44779|issue:45292", "issue:42886|issue:45229", "issue:41628|issue:41950", - "issue:43901|issue:45003", "issue:44995|issue:45200", "issue:43065|issue:43408", - "issue:43257|issue:45137", + "issue:43901|issue:45003", "issue:43232|issue:44336", - "issue:44496|issue:45003", - "issue:45292|issue:45588", "issue:44060|issue:44077", + "issue:43257|issue:45137", + "issue:44496|issue:45003", "issue:44995|issue:45588", - "issue:43262|issue:44246", - "issue:43475|issue:43540", + "issue:43295|issue:45292", "issue:43653|issue:44162", - "issue:44466|issue:45335", - "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:43262|issue:44246", "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44466|issue:45335", "issue:44933|issue:45459", "issue:43673|issue:44734", "issue:44869|issue:45356", "issue:43931|issue:44368", + "issue:45137|issue:45600", "issue:43232|issue:43673", "issue:44297|issue:44623", "issue:43673|issue:45278", - "issue:43646|issue:44162", - "issue:42673|issue:43704", - "issue:44361|issue:44749", - "issue:28282|issue:30990" + "issue:43646|issue:44162" ], - "prepared_review_unit_hash": "9f0e2dea4f2d3bfeb079271dd903fd8467cf69233a59e5da73e95afd3a3a5976", + "prepared_review_unit_hash": "708c31f3dbc1992d80b3118f58d084fcb6de263f97d41cbf5e6a75750e968ae7", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36380, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive grouping of unrelated issues spanning tokenizers, generation, multimodal models, serialization, and performance; the only clear duplicate is the identical Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier and much richer report of the exact duplicate title, with more discussion/context than issue:43704.", + "summary": "The cluster is very heterogeneous: most pairs share only broad topical overlap (tokenizers, generation, import/save/load issues, SAM3/Qwen/Whisper regressions) rather than the same underlying bug. I would not merge any of the soft edges as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d) and the closest fit to the few import-related issues, but the cluster as a whole is too mixed for a strong canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the exact match for the duplicate pair and has the most context/activity.", + "best_issue_reason": "issue:45278 is the best single representative because it captures the widest shared surface area (import/load regressions) among the set, even though it does not subsume most other items cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to be different bugs/code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: embedding resize behavior vs Whisper empty-transcription generation." + }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Both are tokenizer/loading-related, but one is a model-specific loading failure and the other is an exception-handling bug for protobuf absence; different root causes." + "reason": "One is a model-loading failure, the other is protobuf exception handling during tokenizer decode; different root causes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different tokenizer/embedding issues with no shared concrete failing path." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading failure and Gemma4 multi-GPU CUDA OOM are unrelated bugs." + "reason": "Offline cache loading vs multi-GPU CUDA OOM; not the same bug." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "ImportError for AutoImageProcessor and a video pipeline using image processors are adjacent areas, but not the same code-path defect." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docs mismatch about return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Related to image processors, but one is an import error and the other is a pipeline resolution bug." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale-cache crash on second forward pass is unrelated to mm_token_type_ids defaulting in text-only fine-tuning." + "reason": "Different problems: stale indexer cache on second forward pass vs missing default mm_token_type_ids." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both mention SAM3, but one is about a dummy Conv2d in a decoder and the other is a model-type/config warning; not the same bug." + "reason": "Both touch SAM3, but one is a dummy module choice and the other is a model-type mismatch warning." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different failure than the DeepSpeed ZeRO3 deque underflow." + "reason": "Docs mismatch vs unsafe sys.modules access; no shared code-path bug." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and ANSI leakage in loading_report are unrelated." + "reason": "Generation kwargs/cache bug vs ANSI output formatting bug." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." + "reason": "Different warnings in unrelated model families; not the same defect." }, { - "left": "issue:45292", - "right": "issue:45588", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Resize propagation for embeddings and a flash-attention s_aux=None crash are different code paths." + "reason": "Both mention distributed loading, but one is weight conversion and the other is a ZeRO3 deque crash." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are not the same underlying issue." + "reason": "Model config lookup failure vs unsafe module access; too far apart." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different models and different crash mechanisms; no shared underlying bug." + "reason": "Second-forward stale cache bug vs flash-attention s_aux=None crash; distinct code paths." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression vs embedding resize not propagating; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Audio processor sampling-rate defaulting and slow import time are unrelated." + "reason": "Different tokenizer/model regressions with no common failing mechanism." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute and Qwen3OmniMoe video-processing ValueError are different bugs." + "reason": "Different SAM3/Qwen3Omni video issues; too broad to be duplicates." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are unrelated." + "reason": "Audio chat-template sample rate bug vs import latency complaint." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Serialization of tied lm_head weights and resize_token_embeddings not updating decoder.embed_tokens are related only at a high level, not the same defect." + "reason": "Different warnings in different generation/tokenization contexts." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-weights warning and a flash-attention generation failure are unrelated." + "reason": "Tied-weights warning vs flash-attention generation failure; unrelated bugs." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Both are warnings, but they concern different behaviors and different subsystems." + "reason": "Both involve weights/resize semantics, but the concrete failures and models differ." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "A nonexistent image_utils import and protobuf-related tokenizer error masking are unrelated." + "reason": "Import-from-image_utils regression vs tokenizer protobuf exception masking; different components." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache wording, but one is a missing GenerationMixin cache path and the other is a server-side KV indexing crash." + "reason": "Both are generation/cache-related, but they hit different cache logic and failure modes." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different tokenizer issues." + "reason": "Tokenizer/codec-related, but one is Whisper timestamp decoding and the other is Kimi-K2.5 codec handling." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tied-word-embeddings warning are not the same bug." + "reason": "Model weight shape mismatch vs tied-weights warning; not the same problem." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Distributed training crash vs stale auto_mappings reference; unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "sync_gpus generation-kwargs handling and chunked_prefill cache absence are distinct generation issues." + "reason": "Both involve generation internals, but one is sync_gpus handling and the other is chunked_prefill cache presence." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are separate serialization problems." + "reason": "Tokenizer save metadata mismatch vs processor save missing files; related surface, different bug." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "A specific generation cache regression and broad import errors after upgrade are not the same underlying change." + "reason": "Generation cache issue vs broad import-error report; no shared code path." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in v5 and ESM2 being broken are unrelated." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same VRAM leak in multiple dataloader threads; clear duplicate." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer AttributeError and Chinese report of slowdown after upgrade are unrelated." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "Missing PyTorch dependency ImportError and SentenceTransformers loading hang are different issues." + "reason": "Custom model initialization regression vs ESM2 breakage; different failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The canonical duplicate choice for issue:42673 vs issue:43704 is well supported by the packet (same title, earlier and richer report). The soft-edge rejections stay cautious and do not overclaim equivalence. Summary is appropriately restrained." - }, - "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 }, @@ -10140,27 +10166,27 @@ "component_index": 2, "component_count": 13, "review_unit_index": 32, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ + "issue:28282", "issue:30990", "issue:35141", "issue:36010", "issue:41628", "issue:42222", "issue:42371", + "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", "issue:43377", "issue:43475", - "issue:43479", "issue:43482", "issue:43504", "issue:43525", @@ -10168,6 +10194,7 @@ "issue:43643", "issue:43673", "issue:43701", + "issue:43704", "issue:43873", "issue:44038", "issue:44164", @@ -10175,13 +10202,12 @@ "issue:44222", "issue:44242", "issue:44351", + "issue:44361", "issue:44496", - "issue:44568", "issue:44623", "issue:44661", "issue:44749", "issue:44792", - "issue:44869", "issue:44933", "issue:44945", "issue:45081", @@ -10198,274 +10224,290 @@ "issue:45561" ], "soft_pairs": [ - "issue:44749|issue:45310", + "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:43475|issue:45381", - "issue:43475|issue:43643", "issue:42371|issue:45092", + "issue:43475|issue:45381", "issue:45375|issue:45478", - "issue:45081|issue:45103", + "issue:43475|issue:43643", "issue:41628|issue:44933", + "issue:45081|issue:45103", "issue:45310|issue:45375", "issue:42994|issue:43525", - "issue:43475|issue:44661", - "issue:43873|issue:44945", "issue:42222|issue:45200", "issue:42831|issue:44222", - "issue:45362|issue:45375", + "issue:43873|issue:44945", + "issue:43475|issue:44661", "issue:45310|issue:45397", + "issue:45362|issue:45375", "issue:43232|issue:44188", "issue:44222|issue:45310", "issue:41628|issue:44351", - "issue:43504|issue:45561", - "issue:44496|issue:45561", - "issue:43526|issue:45561", "issue:44038|issue:45310", "issue:42994|issue:44164", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", "issue:43232|issue:44792", "issue:43377|issue:44242", - "issue:30990|issue:35141", - "issue:36010|issue:41628", "issue:43673|issue:44188", - "issue:42898|issue:44568", - "issue:43479|issue:44869" + "issue:36010|issue:41628", + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "49e02fa2583aaf98f0d751ca7fb1d07765ddb60ee4a2aee1addcebf5e2daf6ff", + "prepared_review_unit_hash": "e4af594eac8bdc983da8d0f80ee481cd570da2e96c0d20d8f6c714f4a0d3f575", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37655, - "estimated_input_tokens": 9414, - "estimated_eval_tokens": 19084 + "soft_pair_count": 35, + "serialized_chars": 37859, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of unrelated Transformers bug reports. I found no soft-edge pair that convincingly describes the same underlying bug or change, so all soft edges should be rejected. Issue 45310 is the best representative because it is the clearest, earliest report of the Qwen3.5-MoE from_pretrained regression and matches the later duplicate 45478 by title/subject.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45310 is the earliest, clearest report in the only near-duplicate thread here (it matches 45478\u2019s title/bug). It has a concrete, self-contained failure mode and is better suited as the cluster anchor than the later duplicate.", + "summary": "The cluster is mostly heterogeneous and the soft edges are overwhelmingly false positives. The only clear duplicate is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which should be clustered together; the rest share only broad subsystem/version similarity, not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more established report for the exact Qwen3ForCausalLM multi-dataloader VRAM leak, with issue:43704 appearing to be the later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest issue to keep as the representative: specific error, clear repro class, and most directly aligned with the duplicated Qwen3.5-MoE loading failure.", + "best_issue_reason": "issue:42673 is the strongest representative of the only clearly duplicated bug in this set; the remaining issues are too diverse to serve as a single canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs Chinese report about slow filtering after upgrade." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a later duplicate of 42673." + }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Different problems: a performance slowdown after upgrade vs a Qwen3.5-MoE from_pretrained load error." + "reason": "Unrelated symptoms: data-filtering slowdown vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a PyTorch ImportError and the other is a Sentence Transformers hang; not the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "`Bug report` is too generic; the other is a specific Gemma-4 zero3 loading issue with a different code path." + "reason": "Too generic on one side and a specific Gemma-4 zero3 from_pretrained issue on the other; no evidence of the same failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different failure modes: Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files." + "reason": "Different concrete problems: quantization/offloading behavior vs missing processor save_pretrained files." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Both involve model I/O, but one is quantized save failure and the other is GGUF load failure for a different model family." + "reason": "Both involve quantized artifacts, but one is save failure and the other is Qwen2.5-GGUF loading under v5; not the same code-path." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch vs data-filtering slowdown are unrelated." + "reason": "resume_from_checkpoint key mismatch is unrelated to the filtering slowdown report." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both are vision/video-related, but they hit different models and different attributes/position-id logic." + "reason": "TF32 settings guidance and old InternVL2 meta-init incompatibility are different issues." }, { "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM 3 video load/attribute bug is unrelated to `trust_remote_code=True` missing fields in `AutoConfig`." - }, - { - "left": "issue:42371", - "right": "issue:45092", + "right": "issue:45381", "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are separate issues." + "reason": "Both are model/video related, but the missing fpn_position_embeddings attribute and wrong vision_position_ids are different bugs." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5-MoE, but one is a missing config field and the other is a from_pretrained regression; different underlying bugs." + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained failure; too little evidence they are the same defect." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated subsystems." + "reason": "SAM 3 video attribute error is unrelated to AutoConfig trust_remote_code missing-fields behavior." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they reference different symbols/modules and likely different export fixes." + "reason": "Both are import/API issues, but AutoImageProcessor missing from transformers and a non-existent image_utils import are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto_docstring annotation crash are unrelated implementation problems." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same broad model family, but the reported failures are different: load error vs missing vision-config field." + "reason": "Both touch Qwen3.5 MoE, but one is a generic from_pretrained error while the other is a specific missing config field in vision config." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and missing `pad_token_id` on Llama4Config are not the same bug." + "reason": "Quantized model saving failure and Llama4Config pad_token_id missing are different configuration/loading bugs." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "A model output attribute bug and a model-registration mapping failure are different code paths." + "reason": "Both mention FP8, but accuracy degradation and save_pretrained failure are not the same underlying bug." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate issues." + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different runtime issues." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "VitPose loading breakage and Gemma-4 `mm_token_type_ids` defaults are unrelated." + "reason": "SAM 3 video loading and tokenizer-mapping new-model registration are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45310", + "right": "issue:45397", "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/moe serialization issue." + "reason": "Different model families and failures: Qwen3.5 MoE from_pretrained vs Gemma-4 zero3 from_pretrained." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Different Qwen bugs: chat crash vs missing config field." + "reason": "Qwen3.5-35B chat crash and missing deepstack_visual_indexes are different symptoms and likely different code paths." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + "reason": "Generation kwargs sync_gpus issue and torch.compile attention-kernel divergence are not the same bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Save-pretrained FP8/moe serialization is not the same as Qwen3.5-MoE from_pretrained loading failure." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are only loosely related by model family." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different import failures for different API symbols." + "reason": "Both are import errors, but missing AutoImageProcessor and missing HybridCache are distinct symbols and likely distinct fixes." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Beit legacy-field load failure and pytest-xdist captured_info race are unrelated." + "reason": "Qwen3-VL-Moe incompatibility and Qwen3.5 MoE from_pretrained error are related only at a broad model/version level." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42994", + "right": "issue:44164", "accept": false, - "reason": "Unrecognized model/config loading and a testing-utils race are unrelated." + "reason": "Quantized model saving failure and extra_state save/from_pretrained handling are different serialization bugs." }, { - "left": "issue:43526", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the captured_info.txt race." + "reason": "Unrecognized model/config issue and pytest-xdist file race are unrelated." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Both are MoE model issues, but they affect different models and failure modes." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the captured_info.txt race." }, { - "left": "issue:42994", - "right": "issue:44164", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Quantized save failure and extra_state handling in save/from_pretrained are different serialization bugs." + "reason": "Beit pretrained legacy-field loading and testing-utils race are unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation state update bug and janus image-generation test failure are unrelated." + "reason": "Generation sync_gpus bug and janus image-generation test failure are not the same underlying issue." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask inconsistency and load-balancing loss omission are different model behaviors." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers loading hang and embedding reinitialization on resize are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different migration fixes." + "reason": "MIMI padding-mask inconsistency and MoE load-balancing-loss omission are different model behaviors." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Chunked-prefill cache regression and torch.compile branching divergence are different generation-path bugs." + "reason": "Missing GenerationMixin cache in v5 chunked_prefill and attention-kernel divergence under torch.compile are separate generation regressions." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer cleanup behavior change and BOS/EOS add_special_tokens regression are separate tokenizer issues." + "reason": "Both are import errors, but they involve different missing exports and should not be merged as one bug." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Phi4Multimodal config defaults and Whisper timestamp decoding crash are unrelated." + "reason": "Sentence Transformers loading hang and embedding resize reinitialization are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate is issue:42673 / issue:43704, which is correctly identified as the canonical pair, and the other soft-edge rejections avoid overclaiming equivalence from broad subsystem similarity. No mergeability or evidence-overstatement problems stood out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10474,16 +10516,19 @@ "component_index": 2, "component_count": 13, "review_unit_index": 33, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:22355", "issue:28282", + "issue:30333", + "issue:33290", + "issue:36331", "issue:41628", "issue:42175", "issue:42757", @@ -10499,14 +10544,11 @@ "issue:43874", "issue:43976", "issue:44060", - "issue:44077", "issue:44079", "issue:44188", "issue:44206", "issue:44222", - "issue:44242", "issue:44263", - "issue:44295", "issue:44297", "issue:44360", "issue:44373", @@ -10518,6 +10560,7 @@ "issue:44623", "issue:44734", "issue:44779", + "issue:44869", "issue:44933", "issue:44964", "issue:44977", @@ -10525,29 +10568,29 @@ "issue:45103", "issue:45125", "issue:45137", - "issue:45276", "issue:45310", "issue:45356", "issue:45406", "issue:45459" ], "soft_pairs": [ + "issue:42898|issue:44568", + "issue:43479|issue:44869", "issue:43479|issue:44079", - "issue:44964|issue:45137", "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:43784|issue:43824", + "issue:44964|issue:45137", "issue:44623|issue:45310", "issue:44188|issue:44373", "issue:44060|issue:45125", - "issue:43278|issue:45137", - "issue:44734|issue:45103", "issue:42898|issue:45356", + "issue:44734|issue:45103", "issue:43723|issue:44568", + "issue:43278|issue:45137", "issue:42898|issue:44779", - "issue:45137|issue:45276", "issue:43874|issue:45092", - "issue:44077|issue:44242", + "issue:30333|issue:33290", "issue:42898|issue:44448", "issue:41628|issue:45459", "issue:44222|issue:44297", @@ -10557,248 +10600,254 @@ "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:44206|issue:45103", - "issue:22355|issue:28282", "issue:44297|issue:45310", "issue:41628|issue:42757", - "issue:44483|issue:45406", + "issue:22355|issue:28282", "issue:44222|issue:44484", + "issue:44483|issue:45406", "issue:44263|issue:44360", "issue:43723|issue:44977", "issue:44263|issue:45092", - "issue:44295|issue:44623" + "issue:30333|issue:36331" ], - "prepared_review_unit_hash": "e7caf8a778caa34c4af70e731de1349f76b1ca7df47fea006b2847dd8e700331", + "prepared_review_unit_hash": "5f3190113d228a21a391c53041fb545c5449d3cfef7d48f06ddb05b6849fae5f", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37821, - "estimated_input_tokens": 9456, - "estimated_eval_tokens": 19168 + "soft_pair_count": 35, + "serialized_chars": 38156, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive similarity group: most items are unrelated Transformers v5 regressions, import errors, tokenizer/model-specific bugs, or serving issues rather than one shared underlying defect.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 42898 is the best representative because it is a broad v5 behavior-regression report and sits near the center of the similarity graph, while the other issues are mostly narrow, unrelated symptoms.", + "summary": "This cluster is heterogeneous: most items are unrelated transformers regressions across tokenization, multimodal processors, serving, training, packaging, and DeepSpeed. No soft pair looks like the same underlying bug; the closest shared theme is v5 tokenizer/processor behavior changes.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best anchor for the cluster because it is the broadest v5 tokenizer-regression report and is closest to the small group of tokenizer/processor-related items; the other issues mostly describe distinct bugs in different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is the strongest global issue anchor for this cluster: it is representative of the general v5 regression theme without being as niche as the model- or backend-specific reports.", + "best_issue_reason": "42898 is the most representative user-facing regression in the set and the clearest generalization point for the tokenizer-behavior subset, though the cluster as a whole is not a duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors: clean_up_tokenization_spaces vs add_special_tokens/BOS-EOS handling." + }, { "left": "issue:43479", - "right": "issue:44079", + "right": "issue:44869", "accept": false, - "reason": "Different bugs: one is Phi4MultimodalConfig defaulting vision/audio configs, the other is ModelOutput key assignment when a value was previously None." + "reason": "Unrelated subsystems: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both mention load/runtime failures, but one is a Phi-4 multimodal model load issue and the other is a DeepSpeed ZeRO3 deque IndexError." + "reason": "Different bug classes: multimodal config defaults vs ModelOutput key assignment logic." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "No shared codepath: Python-version compatibility versus an import from image_utils that does not exist." + "reason": "Python version compatibility in Transformers 5.1.0 is unrelated to a missing image_utils import." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Unrelated problems: pip extra dependency backend selection versus a missing image_utils import." + "reason": "Packaging/backend extras mismatch is unrelated to an image_utils import failure." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import errors affecting different packages/models; one is sentence-transformers NameError, the other is a missing Qwen2.5-VL class export." + "reason": "Different import failures in different libraries/models: sentence-transformers nn import vs Qwen2.5-VL class export." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "One is a model-loading regression; the other is a DeepSpeed ZeRO3 deque error." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both involve save/load flows, but one is processor.save_pretrained file output and the other is Qwen3.5 MoE from_pretrained failing." + "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Completely different topics: torch.compile attention-kernel branching versus a docstring issue for position_ids." + "reason": "torch.compile attention branching is unrelated to a docstring error." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different model internals: tied-weights warning in Qwen3-Next versus missing tensor-parallel plan in Qwen3_5Moe." + "reason": "Tied-weights warning behavior and missing _tp_plan are different model-configuration issues." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to the DeepSpeed ZeRO3 deque crash." + "reason": "Both are tokenizer-related regressions, but one is about whitespace cleanup and the other about codec handling/fix_mistral_regex warnings." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash is unrelated to the auto_docstring AttributeError with future annotations." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but they concern different model-specific behaviors and different failure modes." + "reason": "Serving KV-cache tensor indexing and auto_docstring annotation handling are unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "These are different tokenizer failures: one is AutoTokenizer loading, the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." + "reason": "AutoTokenizer loading failure and add_special_tokens behavior are distinct tokenizer issues." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "General v5 tokenizer behavior changes and DeepSeek tokenizer incorrect results are related only at a very high level, not the same bug." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to a ZeRO3 deque underflow." }, { - "left": "issue:45137", - "right": "issue:45276", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and resize_token_embeddings not updating Gemma4 outputs are distinct issues." + "reason": "Both concern tokenization, but they describe different regressions and code paths." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal loading failures: a missing image-patch API on Glm46VImageProcessorFast versus old InternVL2 remote-code/meta-init incompatibility." + "reason": "Missing image processor method and remote-code/meta-init incompatibility are not the same bug." }, { - "left": "issue:44077", - "right": "issue:44242", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Different model logic bugs: patchtsmixer post_init policy versus missing load-balancing loss when router logits are disabled." + "reason": "MLflow reporting on training failure and Adafactor+DeepSpeed OOM are unrelated training problems." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Pegasus output differences across v4/v5 are a separate regression from the clean_up_tokenization_spaces behavior change." + "reason": "Tokenizer whitespace cleanup regression is separate from a model-output difference between v4 and v5." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Importing AutoImageProcessor and masking tokenizer protobuf decode errors are unrelated import/error-handling problems." + "reason": "AutoImageProcessor import breakage and protobuf decode-error masking are different import/error-handling issues." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different save_pretrained surfaces: FP8 MoE checkpoint saving versus tokenizer_class metadata mismatch." + "reason": "FP8 MoE save_pretrained behavior and tokenizer_class mismatch on save_pretrained are different failures." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Processor.tokenizer access breakage is a different regression from clean_up_tokenization_spaces behavior changes." + "reason": "Tokenizer cleanup behavior change is unrelated to processor.tokenizer/image-to-tokenizer regression." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different config/model-state bugs: Phi4MultimodalConfig default initialization versus non-persistent buffer junk values in Transformers 5.0.0." + "reason": "Default config initialization and non-persistent buffer filling are unrelated model-state bugs." }, { "left": "issue:44442", "right": "issue:45459", "accept": false, - "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to protobuf decode-error masking in tokenizer error handling." + "reason": "Tokenizer loading failure for FastSpeech2Conformer and protobuf error masking are not the same issue." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving, but one is FP8 MoE save_pretrained behavior and the other is missing processor.save_pretrained files." + "reason": "Both mention save_pretrained, but one is FP8 MoE-specific and the other is missing processor files." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." + "reason": "FP8 accuracy degradation and missing processor save files are different problems." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg regression and auto_docstring future-annotations crash are separate codepaths." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch for AutoModel." + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer metadata saved incorrectly and Qwen3.5 MoE from_pretrained failure are different bugs." + "reason": "Tokenizer config mismatch on save and Qwen3.5 MoE load failure are different issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor export and missing is_offline_mode from huggingface_hub are unrelated import errors." + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export are separate import-regression bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Both touch serving, but one is a /v1/chat/completions request acceptance regression and the other is a Gemma4Processor _tokenizer AttributeError." + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are unrelated import/dependency issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained behavior and max_shard_size documentation/behavior are not the same underlying issue." + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "v1/chat/completions request handling and Gemma4Processor _tokenizer missing attribute are different server/processor failures." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to the DSA indexer lacking a ReLU." + "reason": "torch.split return semantics and missing ReLU in the DSA indexer are not the same code-path problem." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "AutoTokenizer loading failures and DeepSeek tokenizer incorrect results are different tokenizer regressions." + "reason": "AutoTokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and InternVL2 remote-code/meta-init incompatibility are unrelated." + "reason": "torch.split return values in GlmMoeDsaIndexer and remote-code/meta-init incompatibility are different bugs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to missing processor.save_pretrained files." + "reason": "MLflow reporting on failed training jobs and CustomTrainer.compute_loss signature mismatch are unrelated training issues." } ] }, @@ -10814,18 +10863,21 @@ "component_index": 2, "component_count": 13, "review_unit_index": 34, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ + "issue:28282", + "issue:30333", "issue:30990", "issue:33357", + "issue:34689", + "issue:35141", "issue:38175", - "issue:39401", "issue:41628", "issue:42371", "issue:42757", @@ -10836,14 +10888,11 @@ "issue:43066", "issue:43122", "issue:43232", - "issue:43408", - "issue:43475", "issue:43479", "issue:43576", "issue:43723", "issue:43784", "issue:43824", - "issue:43937", "issue:43976", "issue:44038", "issue:44117", @@ -10854,9 +10903,9 @@ "issue:44373", "issue:44442", "issue:44485", - "issue:44488", "issue:44514", "issue:44521", + "issue:44623", "issue:44704", "issue:44743", "issue:44871", @@ -10865,13 +10914,17 @@ "issue:44991", "issue:45092", "issue:45103", - "issue:45245", "issue:45278", "issue:45290", "issue:45310", - "issue:45357" + "issue:45357", + "issue:45593" ], "soft_pairs": [ + "issue:30333|issue:34689", + "issue:44295|issue:44623", + "issue:30333|issue:35141", + "issue:28282|issue:30333", "issue:44514|issue:45103", "issue:43479|issue:44913", "issue:44261|issue:45092", @@ -10889,235 +10942,238 @@ "issue:42757|issue:45278", "issue:43122|issue:44521", "issue:44263|issue:44373", + "issue:43232|issue:45593", "issue:42886|issue:43066", "issue:44117|issue:44704", "issue:43122|issue:44514", "issue:30990|issue:33357", "issue:42371|issue:44263", - "issue:44704|issue:45290", "issue:44295|issue:44297", + "issue:44704|issue:45290", "issue:42907|issue:44945", "issue:43976|issue:44945", - "issue:43232|issue:45245", - "issue:43232|issue:44743", - "issue:39401|issue:44488", - "issue:42907|issue:43937", - "issue:43408|issue:43475" + "issue:43232|issue:44743" ], - "prepared_review_unit_hash": "995891c88c9677c902d1a67bcf0f9583f6e140236a3d522987326e42c33a14b2", + "prepared_review_unit_hash": "03c73fa12730b0ffb0b9105f0d1fa8e5dce59d62f92915bf8499ffe64c61bc05", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36576, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "soft_pair_count": 32, + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only clear duplicate-like edge is within the tokenizer-loading v5 subgroup around AutoTokenizer/from_pretrained; the rest are unrelated issue families spanning model configs, generation, quantization, imports, and chat templates.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43723 is the best umbrella issue for the tokenizer-loading regression in v5; it is the broadest and most central report among the only closely related subgroup.", + "summary": "This cluster is over-broad and mostly contains unrelated bugs that only share generic Transformers/tokenizer/model-loading wording. None of the soft pairs look like the same underlying issue or a single PR-worthy change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items span import errors, tokenizer/loading regressions, configuration bugs, chat-template crashes, quantization issues, and unrelated model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest representative of the cluster\u2019s one coherent subtopic, with later reports narrowing or echoing the same tokenizer-loading path.", + "best_issue_reason": "issue:43723 is the broadest representative of the tokenizer-loading regression subset, but it still does not unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting failure vs Llama 3.2 Vision model-loading regression; unrelated symptoms and code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job/MLflow reporting bug does not match embedding reinitialization after resize." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to MLflow not reporting failed jobs." + }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Different code paths: chat template batching vs auto-docstring annotation handling." + "reason": "Chat template crash on batched multimodal input is unrelated to auto_docstring annotation handling." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Unrelated config bugs in different model classes." + "reason": "Default multimodal config initialization when None is a different bug from rotary_pct not persisting on reload." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different failures: FP8 layernorm precision vs remote-code checkpoint/meta-init incompatibility." + "reason": "RMS norm epsilon precision discussion is unrelated to InternVL2 meta-init incompatibility." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression vs Gemma eos_token_id config mismatch; not the same bug." + "reason": "Generic tokenizer loading regression vs Gemma-3 eos_token_id mismatch; different failure modes." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring issue vs RoPE implementation issue; not duplicate code failure." + "reason": "Wrong docstring is documentation-only and unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer loading, but the specific model failure is too distinct without clearer same-root-cause evidence." + "reason": "Broad AutoTokenizer v5 loading issue vs model-specific tokenizer failure for EMBIDDIA/est-roberta." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Same general area, but a model-specific tokenizer load failure is not enough to prove the same concrete bug." + "reason": "AutoTokenizer load regression is not the same as FastSpeech2ConformerTokenizer failing specifically." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different multimodal checkpoint/save-pretrained problems." + "reason": "InternVL2 meta-init issue is unrelated to Qwen3.5 save_pretrained saving wrong visual encoder keys." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading stall vs SigLIP2 zero-probability output; unrelated." + "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different model/runtime bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving failure; different paths." + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving failure." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "FineGrainedFP8 accuracy issue does not match Qwen3.5 MoE from_pretrained error." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing-symbol import errors for different classes." + "reason": "AutoImageProcessor import error and Qwen2_5_VLForConditionalGeneration import error are distinct missing-symbol issues." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model/precision bug vs Qwen3-VL-Moe issue." + "reason": "FP8 accuracy regression is not the same as Qwen3-VL/Moe loading bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI env command breakage vs sentence-transformers import NameError; different symptoms and code paths." + "reason": "Broken transformers env command is unrelated to sentence-transformers import NameError." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific huggingface_hub import error vs a broad import-error umbrella; not the same concrete bug." + "reason": "Single missing is_offline_mode import is not the same as a broad set of import errors after upgrade." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization output change vs apply_chat_template assistant mask bug; different functionality." + "reason": "Tokenizer output differences across versions are not the same as assistant_masks being all zero for multimodal input." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer split behavior vs docstring mismatch; not duplicate." + "reason": "torch.split return-value issue is unrelated to a docstring typo." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs syncing bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Cache/offline tokenizer loading vs decoder-type config mismatch in v5." + "reason": "Offline cache tokenizer loading is different from wrong tokenizer decoder type in v5." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding bug; different code paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to AutoProcessor not forwarding kwargs." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Different issues in tokenization vs chat templating." + "reason": "Tokenizer behavior change across versions is not the same as chat_template crashing on batched input." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different runtime failures and models." + "reason": "Sentence-Transformers loading stuck and macOS bus error on CLIP are different failures." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings vs torch.split return handling; unrelated." + "reason": "TF32 configuration guidance is unrelated to torch.split return values in GlmMoeDsaIndexer." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding vs chat template tool-call crash; distinct bugs." + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Position_ids buffer read issue vs tokenizer save_pretrained metadata mismatch." + "reason": "AutoProcessor cached_file kwargs issue is unrelated to chat_template crashing with tool-call assistant messages." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized/dequantized save failure vs pipeline-parallelism output bug." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect pipeline-parallel LLM outputs." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version support issue vs pipeline parallelism correctness bug." - }, - { - "left": "issue:43232", - "right": "issue:45245", - "accept": false, - "reason": "Generation sync/cache bug vs category-count runtime limit; unrelated." + "reason": "Python version compatibility issue is unrelated to pipeline parallelism output corruption." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both are generation-related, but the concrete failures differ and are not clearly the same bug." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer offset mapping bug vs model loading failure; different failures." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Quantized model save failure vs invalid GenerationConfig; unrelated." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Same model family but different concrete failures; not enough to merge." + "reason": "Generation after sync_gpus bug is unrelated to recurrent state reset in modular_qwen3_5." } ] }, @@ -11133,34 +11189,32 @@ "component_index": 2, "component_count": 13, "review_unit_index": 35, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ - "issue:22355", "issue:29127", "issue:30990", "issue:36296", - "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:42673", "issue:42757", "issue:42831", "issue:42907", - "issue:43064", "issue:43116", "issue:43122", + "issue:43232", "issue:43278", + "issue:43408", "issue:43441", "issue:43452", - "issue:43673", + "issue:43475", "issue:43784", "issue:43824", "issue:43937", @@ -11174,262 +11228,256 @@ "issue:44360", "issue:44373", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44933", "issue:44945", "issue:44964", "issue:44977", - "issue:45072", "issue:45200", "issue:45216", + "issue:45245", "issue:45278", "issue:45446", - "issue:45478" + "issue:45478", + "issue:45600" ], "soft_pairs": [ - "issue:44625|issue:44829", + "issue:43232|issue:45245", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44625|issue:44829", "issue:44360|issue:44485", "issue:43116|issue:45200", - "issue:29127|issue:30990", "issue:39401|issue:44521", - "issue:43122|issue:44779", + "issue:29127|issue:30990", "issue:44038|issue:44297", + "issue:43122|issue:44779", "issue:44261|issue:44373", - "issue:42371|issue:42831", "issue:44038|issue:44295", + "issue:42371|issue:42831", "issue:42907|issue:44964", "issue:36296|issue:43116", "issue:44038|issue:44222", "issue:42907|issue:43452", "issue:43992|issue:44704", "issue:45216|issue:45478", - "issue:43122|issue:44977", "issue:43824|issue:44351", - "issue:43278|issue:44945", + "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:43064|issue:43673", - "issue:38617|issue:45278", - "issue:43784|issue:44933", - "issue:43937|issue:44485", - "issue:22355|issue:29127" + "issue:42222|issue:43441" ], - "prepared_review_unit_hash": "9a7a098a13bbec405714d2a58dead012f99293c4887e70a1277b74ed372b4c2a", + "prepared_review_unit_hash": "fa63d5dbfa3e217c9199cd8babad64e30b7b1e4070640d8bda852a2d0e5c90af", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36204, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35335, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely a grab bag of distinct Transformers regressions, with only weak topical overlap around imports/version breaks. I would use the broad import-regression report as the cluster representative, but I would not merge any of the suggested soft pairs.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45278 is the broadest representative here: it describes multiple import failures after upgrading to 5.5.0, which is more cluster-like than the many narrow, model-specific bug reports.", + "summary": "This set is a loose collection of unrelated Transformers issues, mostly import, tokenizer, model-loading, and training regressions across different model families. The soft pairs are largely superficial matches by topic or version, not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45216 is the cleanest, most concrete regression report in the set: it names a specific model family, a clear failure mode, and a version boundary for `save_pretrained`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best overall issue because it is recent, open, and umbrella-like; the rest are mostly unrelated specific failures, so this one best captures the loose import-regression theme.", + "best_issue_reason": "Issue 45216 is the strongest representative issue because it is narrowly scoped, reproducible in nature, and tied to a specific regression surface rather than a broad symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: generation state update after `sync_gpus` vs category-count limit in a runtime error." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug is unrelated to a model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different path from GLM-5 generation config validation." + }, + { + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Different bugs: config propagation for Qwen3.5 classification vs FlashAttention training degeneration." + "reason": "Both are SAM 3 related, but one is a wrong model-type warning and the other is a missing attribute error; not clearly the same bug." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing export and the other is a broad post-upgrade import-regression report; not the same concrete failure." + "reason": "Both mention imports, but one is a specific missing symbol and the other is a broad upgrade breakage report." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import `nn` NameError is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "`num_labels` propagation and FA3 degenerate training are different model-behavior issues." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Unrelated: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + "reason": "DSA ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different symptoms and code paths: example script multi-label outputs vs Gemma 4 multimodal token defaults." - }, - { - "left": "issue:29127", - "right": "issue:30990", - "accept": false, - "reason": "LayoutLMv3 box validation error and Sentence Transformers load hang are unrelated." + "reason": "Classification script returning empty results is unrelated to Gemma 4 multimodal token type defaults." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation bug." + "reason": "Offset mapping errors and all-zero assistant masks are different tokenizer/template bugs." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:29127", + "right": "issue:30990", "accept": false, - "reason": "Both involve tokenization regressions, but they target different models and failure modes." + "reason": "LayoutLMv3 box-message clarity and Sentence-Transformers loading hang are unrelated." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe runtime issue vs tokenizer.save_pretrained metadata mismatch." + "reason": "Qwen3-VL-Moe issue is not the same as tokenizer class metadata saved in config." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Different concerns: MLA numerical precision bug vs a docstring issue." + "reason": "Missing `rms_norm_eps` in MLA and a wrong docstring for `position_ids` are not the same defect." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are not the same bug." + "reason": "Qwen3-VL-Moe loading bug is unrelated to FP8 `save_pretrained` issues." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Different code paths: Qwen3-VL-Moe behavior vs position_ids buffer access." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different precision-related topics." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure and Phi-4 multimodal load failure are unrelated." + "reason": "Model save failures for Ministral/Devstral are unrelated to loading Phi-4 multimodal." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs classification example script output bug." + "reason": "Tensor parallel training bug is not the same as empty outputs from a classification example script." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad family/model area, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained for moe; not clearly the same fix." + "reason": "Shared FP8/Qwen adjacency is too broad; these describe different model/version and save/load problems." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and gguf_file loading failures are different issues." + "reason": "Dequantized model saving and `gguf_file` loading failures are separate mechanisms." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder weight loading and AutoProcessor kwargs forwarding are separate bugs." + "reason": "Missing weight loading in UMT5Encoder is unrelated to `AutoProcessor` forwarding kwargs." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 and save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained model loading; too different to treat as one bug." - }, - { - "left": "issue:43122", - "right": "issue:44977", - "accept": false, - "reason": "Tokenization regressions in different models; not the same underlying defect." + "reason": "Both involve Qwen3.5 and version 5.x, but one is save-pretrained checkpoint corruption and the other is a from-pretrained load error." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for unrelated symbols and subsystems." + "reason": "Both are import errors, but for different symbols and different breakages." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to pipeline-parallel output corruption." + "reason": "Tokenization regression reports are model-specific here; no evidence they stem from the same bug." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both touch FP8/Ministral-family areas, but one is save dequantized model serialization and the other is FP8 moe save_pretrained; not enough to call duplicate." + "reason": "Saving dequantized Ministral/Devstral models is not the same as FP8 MOE save_pretrained behavior." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different libraries/modules." - }, - { - "left": "issue:43784", - "right": "issue:45446", - "accept": false, - "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "VitPose breakage and Ministral-3 flash-attention failure are unrelated model-specific issues." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference are different bugs." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT vs missing GenerationMixin cache in chunked prefill are unrelated." + "reason": "`is_offline_mode` from huggingface_hub and `HybridCache` from transformers are unrelated missing imports." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Both are import regressions, but 38617 is a single missing symbol while 45278 is a broader upgrade-related import breakage report." + "reason": "Embedding dtype drift in evaluate is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:43784", - "right": "issue:44933", - "accept": false, - "reason": "Both involve imports, but the missing symbols and affected components differ completely." - }, - { - "left": "issue:43937", - "right": "issue:44485", + "right": "issue:45446", "accept": false, - "reason": "GenerationConfig validation and RoPE implementation are distinct GLM-5 issues." + "reason": "Importing sentence-transformers with `nn` missing is unrelated to the flex_attention PyTorch version check." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Legacy ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "A broken VitPose module and a FlashAttention failure in Ministral-3 are different model-path issues." } ] }, @@ -11445,29 +11493,28 @@ "component_index": 2, "component_count": 13, "review_unit_index": 36, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ + "issue:22355", + "issue:29127", "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42222", "issue:42371", "issue:42673", + "issue:43064", "issue:43116", - "issue:43408", "issue:43421", "issue:43450", "issue:43493", - "issue:43577", - "issue:43582", - "issue:43742", + "issue:43673", "issue:43825", "issue:43827", "issue:43874", @@ -11483,26 +11530,32 @@ "issue:44291", "issue:44410", "issue:44484", + "issue:44485", "issue:44779", "issue:44829", "issue:44936", "issue:44945", "issue:44977", "issue:45071", - "issue:45081", + "issue:45072", "issue:45083", "issue:45216", + "issue:45278", "issue:45310", "issue:45341", "issue:45405", "issue:45446", "issue:45478", - "issue:45542", "issue:45561", "issue:45563", "issue:45588" ], "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:22355|issue:29127", "issue:42371|issue:43874", "issue:43116|issue:43493", "issue:44075|issue:44936", @@ -11522,226 +11575,215 @@ "issue:42673|issue:43906", "issue:44291|issue:45071", "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44484|issue:45310", "issue:43450|issue:43986", "issue:44829|issue:45216", - "issue:44484|issue:45310", - "issue:39401|issue:43421", "issue:38617|issue:41628", - "issue:44117|issue:45081", - "issue:44410|issue:45310", - "issue:43408|issue:43742", - "issue:42673|issue:43582", - "issue:42222|issue:45542", - "issue:42673|issue:43577" + "issue:44410|issue:45310" ], - "prepared_review_unit_hash": "8198d2f4d74ea41b162b3b553cb83aafcfd4f9998445d540c9448f1fb0166c5c", + "prepared_review_unit_hash": "9b9ac756c98c6f6fd341113d030f9696def9df5fe2cc92709c3162d3b273df93", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36535, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "serialized_chars": 36395, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "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 bugs and regressions. None of the provided soft-edge pairs look like the same concrete underlying issue, so I would not merge any of them. The clearest duplicate-looking item in the full set is the Qwen3.5 MoE from_pretrained error report (45310/45478), so 45310 is the best canonical issue candidate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45310 is the clearest, most actionable report among the set and has an exact-title duplicate later in the cluster (45478), making it the best representative issue.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like imports, tokenizers, Qwen/GLM, or video/model-loading, but not the same concrete bug or change. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If forced to pick one representative issue, #45278 is the broadest umbrella for the import-regression subgroup (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d).", "canonical_pr_reason": null, - "best_issue_reason": "45310 is a concise concrete bug report with some discussion/inbound reference, and it matches 45478 exactly, so it is the strongest single issue to anchor the cluster.", + "best_issue_reason": "#45278 is the closest thing to a cluster center because it captures the widest, most general failure mode among the mostly unrelated reports; the others are narrower, model-specific, or different subsystems entirely.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM inference vs bfloat16 dtype mismatches in flash-attention training; different code paths and symptoms." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing during chunked prefill; unrelated subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from configuration_utils vs broad import failures after upgrade; the latter is only an umbrella, not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation failure vs RoPE implementation discussion; different objects and failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module import vs LayoutLMv3 error-message clarity; unrelated issues." + }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "Different subsystems: TF32 runtime settings vs a GLM46V image-processor AttributeError." + "reason": "TF32 behavior settings vs missing image-patch helper in GLM46V; no shared bug." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Unrelated bugs: example-script multi-label output vs SigLIP2 implementation discrepancy." + "reason": "Empty results in an example classification script vs SigLIP2 HF/JAX discrepancy; different models and failure modes." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Different code paths: SGD optimizer args ignored vs trainer.evaluate failing after training." + "reason": "SGD args ignored vs trainer.evaluate() failing after trainer.train(); different training bugs." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is save_pretrained FP8 behavior and the other is a from_pretrained loading error; not the same concrete bug." + "reason": "FP8 save_pretrained problem for moe vs Qwen3.5 from_pretrained error; save/load paths differ and no common concrete root cause is shown." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different model families and failure modes: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." + "reason": "Qwen3-VL-Moe issue vs Qwen3.5 Moe loading error; related model family, but not the same bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example classification output bug and pipeline v5 error-message bug are unrelated." + "reason": "Example multi-label classification output bug vs pipeline translation warning/docs regression; unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility issue vs a PyTorch version-check bug in flex_attention; not the same bug." + "reason": "Transformers/Python compatibility issue vs incorrect PyTorch version guard for AuxRequest import; different version checks." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are distinct problems." + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning in paged generate; different generation behaviors." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer logic." + "reason": "Qwen3 tokenizer offset_mapping bug vs Deepseek tokenizer regression; both tokenizer-related but not the same underlying issue." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same underlying defect." + "reason": "Tokenizer loading regression vs wrong offset_mapping; different failure points." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Weight-shape mismatch on model load is unrelated to incorrect output under pipeline parallelism." + "reason": "Weight-shape mismatch while loading Qwen3-VL-30B vs incorrect output under pipeline parallelism; different code paths." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction helper behavior in qwen3_omni_moe is unrelated to flex_attention import/version gating." + "reason": "qwen3_omni_moe feature-length helper behavior vs flex_attention import version check; unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crashes are different code paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None vs flash_attention crash on s_aux=None; unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utils, but one is an unspecified bug and the other is an xdist file-race issue; not enough to be the same bug." + "reason": "A testing_utils bug vs a pytest-xdist race on captured_info.txt; same area only in a very broad sense." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are different failures." + "reason": "GLM-5 GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different model and symptom." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation references to removed pipeline APIs are unrelated to a PyTorch import/version check bug." + "reason": "Docs still referencing pipeline() after v5 removals vs PyTorch version check for AuxRequest import; docs vs runtime guard." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-dataloader-thread Qwen3ForCausalLM is unrelated to an isolated reproduction of a different issue." + "reason": "VRAM leak in threaded inference vs isolated reproduction of another issue; the second is a reproduction ticket, not the same bug." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different loading bug than PretrainedConfig type checking." + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type checking breakage; both v5 compatibility issues, but different code paths." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A release/version pinning problem for PEFT is unrelated to a flex_attention PyTorch-version check." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Batched video shape bug and missing-torchvision crash are different video-processing failures." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Degenerate training with flash_attention_3 and a bad save_pretrained checkpoint in Qwen3.5 are separate issues." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "save_pretrained shard-size policy question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + "reason": "PEFT minimum-version packaging issue vs PyTorch version guard bug; unrelated dependency problems." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Qwen3 offset_mapping regression and runtime post-processor update behavior are different tokenizer concerns." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and different failure surfaces." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are unrelated bugs." + "reason": "Tokenizer offset_mapping regression vs runtime post-processor not updating for special tokens; related area but not the same bug." }, { - "left": "issue:44410", + "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next layer 0 is a model-architecture bug, not the Qwen3.5 MoE load error." + "reason": "save_pretrained max_shard_size question vs Qwen3.5 Moe from_pretrained error; unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "SAM3 tracker warning and MobileLLM key error are unrelated model-loading problems." - }, - { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads and Apple Silicon TypeError in caching allocator warmup are unrelated." + "reason": "Batched video processor shape bug vs crash loading video models without torchvision; both video-related but distinct failures." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "VitPose model breakage and TensorBoard-without-TensorFlow backend error are different dependency/model issues." + "reason": "flash_attention_3 training degeneracy vs save_pretrained checkpoint corruption; different concrete problems." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "VRAM leak during threaded inference and Blip2 dtype propagation bug are separate code paths." + "reason": "Documentation mismatch about pipeline() vs a runtime version-check bug; not the same issue." } ] }, @@ -11757,13 +11799,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 37, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:38617", "issue:41628", @@ -11771,8 +11813,8 @@ "issue:42222", "issue:42371", "issue:42617", + "issue:42673", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43122", @@ -11781,7 +11823,9 @@ "issue:43441", "issue:43452", "issue:43577", + "issue:43582", "issue:43673", + "issue:43742", "issue:43874", "issue:43931", "issue:43937", @@ -11792,7 +11836,6 @@ "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44368", "issue:44410", "issue:44483", @@ -11805,290 +11848,306 @@ "issue:44987", "issue:45003", "issue:45071", - "issue:45245", + "issue:45081", "issue:45278", "issue:45341", - "issue:45372", "issue:45459", "issue:45464", "issue:45478", "issue:45542" ], "soft_pairs": [ + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:42673|issue:43577", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:38617|issue:44220", "issue:43012|issue:43577", "issue:42175|issue:42222", "issue:44483|issue:45464", - "issue:42617|issue:45341", "issue:44933|issue:45278", "issue:44484|issue:45478", "issue:43066|issue:43122", + "issue:42617|issue:45341", "issue:43673|issue:45341", "issue:44410|issue:45478", - "issue:43097|issue:44493", "issue:43874|issue:44261", + "issue:43097|issue:44493", "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:43012|issue:43408", - "issue:44263|issue:44485", "issue:43986|issue:44484", + "issue:44263|issue:44485", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:45003|issue:45341", "issue:43931|issue:44410", + "issue:45003|issue:45341", "issue:44117|issue:44987", "issue:43986|issue:45341", - "issue:43097|issue:43452", "issue:43931|issue:44038", + "issue:43097|issue:43452", "issue:43335|issue:45071", "issue:43408|issue:44368", "issue:43874|issue:44263", - "issue:44829|issue:45245", - "issue:43976|issue:45071", - "issue:43986|issue:45372", - "issue:43064|issue:44315" + "issue:43976|issue:45071" ], - "prepared_review_unit_hash": "929dd3a39066be32abb3e845b03f48c4705c487eb0395bd5cd8a5d21aab1361e", + "prepared_review_unit_hash": "0a1023e483c6b67b7e71fbd1650c46aac45f170a5dbb95b5c6058d500e0d99c3", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37750, - "estimated_input_tokens": 9438, - "estimated_eval_tokens": 19132 + "soft_pair_count": 36, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly a heterogeneous mix of unrelated Transformers issues across imports, tokenizers, model loading, backend packaging, and API behavior. I did not find a convincing duplicate cluster; all soft-edge pairs are rejected under a strict same-bug/same-change standard.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "Mostly a noisy cluster of unrelated Transformers issues; the only clear duplicate-like pair is the tokenizer regression around v5 tokenization/decoder behavior.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here, covering the import-error regressions most likely to subsume the import-focused reports in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is the most general and central report among the mostly heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: missing mapping vs Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated defects: multi-thread VRAM leak vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading warnings/errors with no shared code path indicated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to TensorFlow backend installation detection." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Memory leak in Qwen3 vs BLIP2 dtype mismatch; different symptoms and paths." + }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Different problems: TF32 configuration warning vs a missing `rms_norm_eps` config field in MLA layernorm." + "reason": "TF32 settings warning is unrelated to the rms_norm_eps precision bug." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both are model-loading failures, but one is an invalid `GenerationConfig` and the other is an unrecognized model/config mismatch." + "reason": "Different validation failures: invalid GenerationConfig vs missing model_type in config." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Unrelated code paths: import error from `configuration_utils` versus `_torch_extract_fbank_features()` behavior." + "reason": "ImportError for one symbol is unrelated to the audio feature extraction bug." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype/precision, but one is a PyTorch compile warning and the other is an incorrect model/qformer dtype on load." + "reason": "Precision warning on bfloat16 compile is unrelated to BLIP2 dtype loading." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Packaging/backend install problem versus broken VitPose model files; different underlying causes." + "reason": "TensorFlow dependency packaging issue vs VitPose model breakage." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a broad request-acceptance failure and the other is a specific streaming inference failure on Qwen3.5-0.8B." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "No shared bug: 3d_parallel.py runtime failure versus a small testing_utils issue." + "reason": "Both mention chat/completions, but one is a general endpoint regression and the other is a Qwen3.5 streaming-specific failure." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The second is a broad upgrade-time import regression, while the first is a specific missing import from `image_utils`; not the same concrete bug." + "reason": "Both are import-related, but the specific missing import and the broad import-error report are not the same concrete bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Different failures: save_pretrained shard-size question versus Qwen3.5-Moe from_pretrained error." + "reason": "save_pretrained shard-size question is unrelated to the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43066", "right": "issue:43122", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression causing changed/wrong tokenization behavior." + }, + { + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Related tokenizer area, but one is a wrong decoder type and the other is changed tokenization output; not clearly the same defect." + "reason": "Runtime failure in 3d_parallel.py is unrelated to a testing_utils bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache regression versus a testing helper bug; no common code-path problem." + "reason": "Generation cache/chunked_prefill regression is unrelated to testing_utils." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different model families and symptoms: missing projections in qwen3next versus Qwen3.5-Moe loading error." + "reason": "Different Qwen model-loading defects; not the same concrete bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "One is a removed config flag; the other is unexpected position-id keys during model loading. Not the same issue." + "reason": "Missing image-patch API vs missing rms_norm_eps are different model-family issues." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Image-patch counting bug versus MLA layernorm precision/config bug; unrelated." + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to position-id key warnings." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is absent." + "reason": "VitPose breakage is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention-related issues, but on different models and different failure modes; too broad to treat as one bug." + "reason": "FlashAttention model-load failure and flash_attention_3 training degeneration are different problems." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Precision warning on compile is unrelated to a SAM3 video/tracker model-type warning." + "reason": "bfloat16 precision warning and SAM3 model-type warning are unrelated." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Both touch GLM internals, but one is a torch.split return-value issue and the other is RoPE implementation." + "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size behavior." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Processor/torchvision dependency crash is unrelated to a save_pretrained shard-size question." + "reason": "torch.split indexing bug and RoPE implementation issue are different GLM defects." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are distinct issues." + "reason": "ImportError for AutoImageProcessor is not the same as PretrainedConfig type-checking regression." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig typing bug versus TensorBoard/TensorFlow backend installation problem; different code paths." + "reason": "Type-checking regression is unrelated to the undefined TensorFlow backend error." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Unsafe `sys.modules` access is unrelated to the small testing_utils bug." + "reason": "Qwen3-VL weight mismatch is different from missing projections in qwen3next." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Different model-loading failures on different models; no shared concrete bug." + "reason": "sys.modules access bug is unrelated to testing_utils." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None is plausible for a load failure, but the second issue is too generic to confirm the same root cause." + "reason": "TOKENIZER_MAPPING_NAMES returning None may explain a load failure, but the specific model-load issue is not clearly the same bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Processor-loading dependency failure versus a testing utility bug; unrelated." + "reason": "Video AutoProcessor crash is unrelated to the testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Missing config flag removal and gguf_file tokenizer/model loading breakage are not the same defect." + "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe failure are model-family related but not clearly the same defect." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Different Qwen/VL loading problems with different symptoms and likely different code paths." + "reason": "Config warning removal and gguf_file loading failures are different code paths." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Model-type warning and tie_word_embeddings warning are separate configuration issues." + "reason": "SAM3 model-type warning is unrelated to tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both involve GLM internals but different functions and failure modes; not one bug." - }, - { - "left": "issue:44829", - "right": "issue:45245", - "accept": false, - "reason": "FlashAttention training degeneration is unrelated to a categorical feature cardinality runtime error." + "reason": "Image patch counting API bug and GLM DSA split semantics are different issues." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python-version support problem versus config type checking regression; different issues." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Both are import/dependency-related processor problems, but they stem from different missing packages/modules and should not be merged." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not being applied with `model_init`." + "reason": "Python-version compatibility issue is not the same as the PretrainedConfig type-checking regression." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: this is largely a heterogeneous set, and the only clearly supportable duplicate-like link is the tokenizer regression pair (43066/43122). The chosen representative 45278 is a reasonable broad import-regression umbrella without overcommitting, and the other soft-edge verdicts are conservative rejections. No PR mergeability issue applies here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12097,13 +12156,13 @@ "component_index": 2, "component_count": 13, "review_unit_index": 38, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:36683", "issue:38617", @@ -12123,7 +12182,6 @@ "issue:43550", "issue:43582", "issue:43618", - "issue:43761", "issue:43824", "issue:43825", "issue:43873", @@ -12134,8 +12192,8 @@ "issue:44038", "issue:44062", "issue:44117", - "issue:44230", "issue:44261", + "issue:44315", "issue:44351", "issue:44368", "issue:44380", @@ -12145,33 +12203,37 @@ "issue:44485", "issue:44514", "issue:44655", - "issue:44683", "issue:44704", + "issue:44829", "issue:45103", - "issue:45290", + "issue:45245", "issue:45341", + "issue:45372", "issue:45375", "issue:45479", "issue:45588" ], "soft_pairs": [ + "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:44038|issue:44410", - "issue:43097|issue:45588", "issue:44062|issue:44117", + "issue:43097|issue:45588", "issue:44704|issue:45103", "issue:43986|issue:44117", "issue:43502|issue:43992", - "issue:43097|issue:43873", "issue:43992|issue:44484", "issue:43824|issue:43986", + "issue:43097|issue:43873", "issue:43066|issue:43906", - "issue:43825|issue:44655", "issue:43352|issue:44380", + "issue:43825|issue:44655", "issue:38617|issue:43097", "issue:43012|issue:44368", "issue:43012|issue:43550", @@ -12184,251 +12246,234 @@ "issue:43208|issue:43526", "issue:44483|issue:44514", "issue:43618|issue:44380", - "issue:43618|issue:43761", - "issue:36683|issue:43582", - "issue:44483|issue:45290", - "issue:43012|issue:44683", - "issue:44038|issue:44230", - "issue:42757|issue:43824" + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "61536fa0c9e944a55a628f8cedec2d7be472a9f360e273b282d032b0d6303dcb", + "prepared_review_unit_hash": "b3150d41666c3c90c579264debf9ec26ecbcbedb3f2536f84730506ca0c18b96", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38060, - "estimated_input_tokens": 9515, - "estimated_eval_tokens": 19286 + "soft_pair_count": 33, + "serialized_chars": 37568, + "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 a loose mix of unrelated Transformers regressions (imports, tokenizers, model configs, generation, quantization, and runtime warnings). No pull requests are present. I\u2019d use issue 43097 as the broadest representative anchor, but none of the soft pairs look like true duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43097 is the broadest, most centrally referenced v5-facing regression in the set and best serves as a cluster anchor, though it is not a duplicate of the others.", + "summary": "This cluster is not a duplicate set: the issues span many unrelated areas (configs, imports, tokenizers, training, quantization, processor loading, etc.). The soft-pair matches are mostly title-level similarity and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best overall issue representative because it captures a concrete breaking-change symptom with downstream references and broad user impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Both are model/training failures, but one is flash-attention-3 degenerate training and the other is a category cardinality RuntimeError; different bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve loading-time crashes, but one is missing torchvision for AutoProcessor and the other is a mistral_common import break in Gemma 4 processing." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Both touch training stack behavior, but one is wrong optimizer state placement with FSDP2/PEFT and the other is Liger Kernel not applied via model_init." + }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs a testing_utils bug." + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs a bug in testing_utils.py." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules/packages and different root causes." + "reason": "Both are import errors, but for different symbols and modules; not the same underlying breakage." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Unrelated model-specific issues: missing rms_norm_eps in MLA vs GLM-5 RoPE implementation." + "reason": "Both are model-implementation discussions, but one is missing rms_norm_eps in MLA q_a_layernorm and the other is GLM-5 RoPE specifics." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both touch Qwen3-family configs, but one is missing projections and the other is a silently dropped vision config field; not the same bug." + "reason": "Different model families and missing fields: qwen3next projections vs Qwen3_5MoeVisionConfig deepstack_visual_indexes." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports/symbols with no shared code path." + "reason": "Both are import-name failures, but they concern different classes/functions and unrelated code paths." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Separate Qwen3-VL-MoE regression versus Qwen3Next layer projection omission." + "reason": "Different Qwen model bugs: one is a v5/Qwen3-VL-Moe issue, the other is missing projections in qwen3next." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Completely different areas: removed tie_embeddings API vs flash_attention crash on s_aux=None." + "reason": "Tokenizer errors, but one is AddedToken duplicate kwargs and the other is TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer construction error vs tokenizer mapping returning None; related domain, but different failure modes and fixes." + "reason": "One is a removed config API in v5, the other is an attention integration crash on s_aux=None; unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs propagation bug vs auto_docstring annotation parsing crash." + "reason": "Both mention auto/processor internals, but one is kwargs passthrough to cached_file and the other is docstring parsing with future annotations." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model/torchvision loading crash is not the same as tokenizer mapping returning None." + "reason": "AutoProcessor loading crash vs tokenizer mapping None handling; different failure points and fixes." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Cache/offline network leakage vs missing embed_tokens.weight on UMT5Encoder; unrelated root causes." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Both are v5-related, but one is an API removal warning and the other is an offloading/quantization behavior bug." + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight on load." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Model weight loading bug vs shard-size default question; not duplicates." + "reason": "Model weight-loading bug vs max_shard_size default question; not the same issue." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different import/AutoProcessor failures with different missing dependencies/classes." + "reason": "Importing a VL model class and missing torchvision during AutoProcessor loading are separate problems." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer decoder-type regression and isolated reproduction of another issue are not the same concrete bug." + "reason": "Removed tie_embeddings API and quantization offloading behavior are unrelated." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Pipeline task-support message bug vs inability to save Pipeline objects; different code paths." + "reason": "Tokenizer decoder-type bug in v5 is not the same as the reproduced issue 38071." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-backend problems affecting different models and symptoms." + "reason": "Both are model-specific inference/training bugs, but Nemotron Flash Attention 2 support and GPT2 attention scaling are distinct code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Translation-task messaging and Pipeline save_pretrained are unrelated pipeline issues." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "ImportError for a removed helper is unrelated to the tie_embeddings API removal regression." + "reason": "Different regressions: missing import in configuration_utils vs removed tie_embeddings_and_encoder_decoder API." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both involve warnings, but one is a bf16/PyTorch precision warning and the other is a tie_word_embeddings config warning." + "reason": "Both involve warnings, but the bfloat16 compile warning and tie_word_embeddings warning are different behaviors." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different failures: precision warning during compilation vs Bamba torch.compile + SDPA crash." + "reason": "Different model/runtime problems: a PyTorch precision warning vs Bamba torch.compile with SDPA failure." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache-loading regression is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Offline cache loading failure and gradient checkpointing in eval mode are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different serialization bugs." + "reason": "Dequantized model saving and saving Pipeline objects are different save-path bugs." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba compile/SDPA failure do not share the same underlying bug." + "reason": "Both mention training/model failures, but xLSTM small-model bugs and Bamba torch.compile SDPA are not the same defect." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling backend bug vs degenerate zero-loss classification behavior; unrelated." + "reason": "Attention scaling ignored in GPT2 backends is unrelated to single-label classification num_labels=1 zero-loss behavior." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support issue for Nemotron is unrelated to Python-version compatibility in Transformers 5.1.0." + "reason": "Nemotron Flash Attention 2 support and Python version compatibility are unrelated issues." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state bug vs GPT2 attention scaling bug; different layers of the stack." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training issues and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different chat/completions and processor-template failures with different triggers and fixes." + "reason": "Both are request/processor failures, but one is /v1/chat/completions acceptance and the other is batched chat template padding handling." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to GPT2 SDPA/FlashAttention scaling." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate outputs and fixes." + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling with SDPA/FlashAttention are different attention bugs." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config vocab_size attribute error is unrelated to Apple Silicon caching_allocator_warmup TypeError." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "Chat completions request rejection and assistant tool-call template crash are different failures." - }, - { - "left": "issue:43012", - "right": "issue:44683", - "accept": false, - "reason": "Precision warning during bf16 compilation is unrelated to compiled flex_attention failing on torch >= 2.9." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Both mention Qwen3 VL/MoE, but one is a v5 regression and the other is fp8 inference support; not the same bug." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Different import errors from different missing classes/functions; no shared underlying defect." + "reason": "Gemma3Config missing vocab_size and AppleSilicon caching_allocator_warmup TypeError are unrelated." } ] }, @@ -12444,23 +12489,22 @@ "component_index": 2, "component_count": 13, "review_unit_index": 39, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:36010", - "issue:36296", "issue:36683", "issue:38617", "issue:41669", "issue:42757", - "issue:42890", "issue:42994", "issue:43010", + "issue:43012", "issue:43064", "issue:43066", "issue:43299", @@ -12468,315 +12512,307 @@ "issue:43475", "issue:43502", "issue:43525", - "issue:43575", "issue:43618", "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", "issue:43901", - "issue:43931", "issue:43937", "issue:43976", "issue:43992", + "issue:44038", "issue:44077", "issue:44188", + "issue:44230", "issue:44242", "issue:44246", "issue:44263", - "issue:44360", "issue:44380", "issue:44483", - "issue:44484", "issue:44485", "issue:44492", "issue:44655", + "issue:44683", "issue:44938", - "issue:45071", "issue:45216", "issue:45278", + "issue:45290", "issue:45310", - "issue:45357", "issue:45375", "issue:45381", "issue:45440", "issue:45478", - "issue:45561" + "issue:45593" ], "soft_pairs": [ + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "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:36683|issue:43475", + "issue:43901|issue:44655", "issue:43867|issue:45216", + "issue:36683|issue:43475", "issue:43352|issue:43937", "issue:44655|issue:45478", "issue:43066|issue:45381", "issue:44077|issue:44380", "issue:43064|issue:44492", "issue:44263|issue:45440", - "issue:36683|issue:44077", "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", "issue:43010|issue:45278", "issue:36683|issue:43352", - "issue:43352|issue:43931", "issue:41669|issue:44246", "issue:43867|issue:45375", - "issue:36683|issue:43064", - "issue:42890|issue:45561", - "issue:43992|issue:45478", - "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:36683|issue:43064" ], - "prepared_review_unit_hash": "2dff292c73cd00d83626f988bad99cc760d74523e6f9718c60a42063ac11460e", + "prepared_review_unit_hash": "70b34db48e61e53d9acfd6ba5f4ca82e0a630e7ca7ce8069b8eb324b9b6b4fd4", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38563, - "estimated_input_tokens": 9641, - "estimated_eval_tokens": 19538 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct Transformers regressions across imports, model config/load/save, attention backends, and training. Only one soft pair looks like the same underlying issue: import-time slowdown in `transformers`.", - "confidence": 0.84, - "canonical_issue_reason": "issue:41669 is the strongest canonical anchor: it identifies a concrete root cause for import slowdowns (`import *` in models) and cleanly matches the only likely duplicate/same-bug pair.", + "summary": "This is a heterogeneous cluster of Transformers issues with only superficial overlap (mostly v5 regressions, import errors, and model-specific config/load bugs). I do not see any strong duplicate PRs or true same-bug issue pairs here.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45278 is the broadest representative of the import-error regression subset, but the overall cluster is still too mixed to treat as one true duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the most suitable global issue representative because it is specific, actionable, and tied to a clear root-cause symptom rather than a broad or model-specific failure.", + "best_issue_reason": "issue:45278 is the best single umbrella issue if a representative must be chosen; it is broad and current, but not a perfect canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Different bugs: chat-completions request validation vs Qwen2.5-VL video position-id handling." + "reason": "Both are CLIP regressions, but different missing outputs and likely different code paths." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes; not the same underlying bug." + "reason": "Unrelated failures: a precision warning vs a torch>=2.9 flex_attention compile error." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Unrelated import issue vs offline/local-files-only network behavior bug." + "reason": "Different surfaces: chat-completions request rejection vs chat-template tool-call crash." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation problems." + "reason": "Same model family, but one is loading support and the other is fp8 inference support." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression is not the same as a generic state_dict sorting load error." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different issues: missing import vs unwanted network access with local_files_only." + }, + { + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Docs mismatch for pipeline output vs inability to save Pipeline objects; different scope and cause." + "reason": "Both mention RoPE, but they target different models and implementation problems." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure is not the same as Pipeline save_pretrained failure." + "reason": "Quantized model saving and pipeline saving are distinct serialization failures." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Separate model-specific missing-attribute bugs on different configs/outputs." + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Sorted-state_dict load error vs incorrect Qwen3.5 checkpoint saving; related area, but not the same defect." + "reason": "Both involve loading/saving, but one is state_dict ordering and the other is incorrect Qwen3.5 checkpoints." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in unrelated model configs/outputs." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support error and invalid GenerationConfig are unrelated." + "reason": "Flash-Attn2 unsupported and invalid GenerationConfig are unrelated failures." }, { "left": "issue:44655", "right": "issue:45478", "accept": false, - "reason": "Pipeline save issue and Qwen3.5 MoE from_pretrained error are different code paths." + "reason": "Pipeline save issues are unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position IDs." + "reason": "Tokenizer decoder-type regression is not the same as qwen2.5-vl video position ids." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init validation and GPT-2 attention scaling under SDPA/FlashAttention are different bugs." + "reason": "PatchTSMixer post_init policy and GPT2 attention scaling are different bugs." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state bug vs a cache-strategy typo; no shared underlying failure." + "reason": "Wrong optimizer states and a cache-strategy typo are unrelated." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different MoE implementation regressions in different models/code paths." + "reason": "Different model internals and different symptoms; not the same underlying bug." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different model/config issues with no shared root cause." + "reason": "Both are Python-version compatibility issues, but for different versions and causes." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Both are compatibility problems, but one is Python-version support and the other is Python 3.14 import failure; not the same bug." + "reason": "Gemma3 config attr error and PatchTSMixer post_init validation are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing config fields on different models; not a duplicate." + "reason": "Both are missing config attributes, but on different models and code paths." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different packages/modules." + "reason": "Separate import errors for different missing names; not the same regression." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both involve attention behavior, but one is torch.compile branching divergence and the other is backend-specific scaling config being ignored." + "reason": "Different attention-related bugs: compile-time branching divergence vs attention scaling config ignored." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions assignment regression is unrelated to Qwen3.5 save_pretrained corruption." + "reason": "CLIP output fields and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attn2 support and D-FINE auxiliary-loss behavior are different bugs." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different Qwen/UMT5 from_pretrained failures with different missing keys and triggers." + "reason": "Different Qwen/T5 loading bugs with different missing weights and model families." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing config attribute vs MoE load-balancing loss omission; different bugs." + "reason": "Missing Gemma3 config field is unrelated to router-logit loss handling." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration and general import errors after upgrade are unrelated." + "reason": "Cache update no_grad behavior is unrelated to import errors after upgrade." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Different model-specific regression and unsupported-feature error." - }, - { - "left": "issue:43352", - "right": "issue:43931", - "accept": false, - "reason": "Unsupported FlashAttention on Nemotron vs Qwen3-VL weight-shape mismatch; distinct failures." + "reason": "Different model-specific regressions with no shared code-path bug." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both describe the same import-time performance regression; 41669 states the likely root cause (`import *`), while 44246 reports the same slow-import symptom." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "State_dict ordering/load error and missing config field are different problems." - }, - { - "left": "issue:44938", - "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure vs v5.4.0 type-checking regression; unrelated compatibility issues." + "reason": "Import-star performance issue is unrelated to occasional slow import timing." }, { "left": "issue:43867", - "right": "issue:44484", - "accept": false, - "reason": "Model load failure and save_pretrained shard-size question are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "Different MoE/DSA implementation bugs in different models." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Different regressions: CLIP output field assignment vs PatchTSMixer init validation." - }, - { - "left": "issue:36296", - "right": "issue:43575", + "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel training bug and TP OOM on a specific model are not the same underlying issue." + "reason": "Generic load-state_dict sorting issue is not the same as missing deepstack_visual_indexes." }, { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Model loading error versus save_pretrained shard-size policy question; not duplicates." + "reason": "Missing config field and FSDP2 optimizer-state corruption are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft pair (41669/44246) is well supported by both titles and the stated import-slowdown symptom. The other verdicts are conservatively negative and do not overclaim duplication or shared root cause." - }, - "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 }, @@ -12785,350 +12821,344 @@ "component_index": 2, "component_count": 13, "review_unit_index": 40, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:28282", + "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", "issue:42548", - "issue:42757", - "issue:42831", "issue:42890", "issue:43010", "issue:43065", "issue:43232", - "issue:43299", "issue:43502", - "issue:43576", + "issue:43575", "issue:43618", "issue:43723", - "issue:43824", - "issue:43827", - "issue:43874", + "issue:43867", + "issue:43976", + "issue:43992", "issue:44062", "issue:44075", + "issue:44077", "issue:44112", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", "issue:44360", "issue:44368", - "issue:44373", "issue:44387", + "issue:44484", "issue:44485", "issue:44556", - "issue:44655", "issue:44749", "issue:44857", "issue:44871", - "issue:44961", + "issue:44938", "issue:44964", "issue:45071", "issue:45125", "issue:45341", + "issue:45357", "issue:45375", + "issue:45381", + "issue:45440", "issue:45478", - "issue:45588" + "issue:45561", + "issue:45588", + "issue:45600" ], "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "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:42890|issue:44964", "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", "issue:42890|issue:44112", "issue:43010|issue:44075", "issue:43723|issue:44556", - "issue:42890|issue:45341", "issue:43502|issue:44062", + "issue:42890|issue:45341", "issue:44222|issue:45125", "issue:44387|issue:44556", "issue:43010|issue:43065", "issue:43010|issue:43232", - "issue:45125|issue:45478", "issue:42548|issue:44351", + "issue:45125|issue:45478", "issue:45125|issue:45375", "issue:44355|issue:44749", "issue:43502|issue:44485", "issue:30990|issue:31795", "issue:44075|issue:44871", "issue:44315|issue:44360", + "issue:30333|issue:33453", "issue:43010|issue:44368", - "issue:42890|issue:44373", - "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:43502|issue:44961", - "issue:44222|issue:44230", - "issue:44355|issue:44655", - "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:43502|issue:44222" ], - "prepared_review_unit_hash": "6a302a1dd93026238c513cdbfe8585d948384292387575e33051f2c1a2452146", + "prepared_review_unit_hash": "8aecbf51f0f43eea1ce7ce406ce0287bd43b85baa17d16468d86118abdbc5653", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37407, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose similarity cluster of Transformers v5-era regression reports, import/load errors, and a few unrelated model/test bugs. Only the two Qwen3.5-Moe loading reports look plausibly duplicate; most other soft edges are too broad or target different code paths.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43576 is the broadest, most central user-facing regression in the set and has inbound references; it best fits a representative umbrella issue for the v5 breakage cluster.", + "summary": "Mostly unrelated issues spanning model loading, testing, quantization, and config/export regressions. The only strong duplicate-like edge is the Qwen3.5-MoE tensor-parallel load path, where a missing `_tp_plan` plausibly explains the later generic `from_pretrained` failure.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report: it names the missing `_tp_plan` on `Qwen3_5MoeForConditionalGeneration`, which likely explains the broader `from_pretrained` error in the later Qwen3.5-MoE report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the clearest high-signal issue to keep as the cluster representative: generic, user-visible, and closer to an umbrella regression than the more model-specific reports.", + "best_issue_reason": "issue:45125 is the clearest, most actionable representative of the Qwen3.5-MoE load failure because it identifies the concrete code-path defect rather than just the symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI-related, but one is a missing `set_seed()` in SamHQ tests and the other is a pytest-xdist file race; different bugs and code paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: UMT5 missing `embed_tokens.weight` vs Qwen3.5-MoE `from_pretrained` error." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a v5.4.0 type-checking regression in `PretrainedConfig`." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a sorted-state-dict load error; the other is incorrect visual encoder keys being saved. Related to loading/saving, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "A Python 3.14 load failure is not the same as the Qwen2.5-VL `vision_position_ids` bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different algorithmic issues: DSA indexer activation choice vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and PatchTSMixer `post_init` validation are unrelated." + }, + { + "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 load; not the same concrete defect." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure from sorted state dict is unrelated to the `max_shard_size` documentation/default question." + }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Different failures and code paths: CLIP attentions assignment vs flash-attention crashing on sink-less models." + "reason": "CLIPOutput attentions regression and flash-attention `s_aux=None` crash are separate code paths." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Unrelated model/runtime bug; only both are attention-related in a very broad sense." + "reason": "CLIPOutput attentions regression is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different problems." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test-seed flakiness vs Phi-4 multimodal model loading; not the same bug." + "reason": "A flaky integration test due to missing seed is not the same as a Phi-4 multimodal model load failure." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "PyTorch-missing import error vs tokenizer loading regression; different underlying issues." + "reason": "Test seeding flakiness and stale auto-mapping references are different issues." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "One is missing set_seed in tests, the other is a stale CI device override test; not the same defect." + "reason": "Both are CI/test-related, but they affect different tests and have different failure causes." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache/layer no_grad decoration vs SGD optimizer args not used are unrelated." + "reason": "`no_grad` decoration for cache updates is unrelated to SGD argument handling." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading-related, but one is tokenizer from_pretrained in v5 and the other is checkpoint reload after upgrade; too broad to treat as duplicate." + "reason": "Tokenizer-loading issues and checkpoint reloading after version upgrade are distinct load paths and likely different root causes." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Test flakiness from missing seeds vs a small testing_utils bug; not the same concrete issue." + "reason": "`local_files_only=True` still making requests is unrelated to `AddedToken(..., special=...)` argument duplication." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "local_files_only API leak vs AddedToken special-arg TypeError are different code paths." + "reason": "A missing seed in one test file and a generic testing_utils bug are not the same bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 moe save_pretrained issue vs missing tensor-parallel plan; different symptoms and fixes." + "reason": "FP8 `save_pretrained` for MoE and missing `_tp_plan` for tensor parallelism are different defects." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 memory/OOM regression vs checkpoint reload failure; unrelated." + "reason": "Int4 quantization memory growth and checkpoint reload compatibility after upgrade are different problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad vs dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Cache/layer update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Different generation-cache bugs affecting different methods." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5-Moe loading/tensor-parallel regression on transformers>=5.4.0; the missing _tp_plan is a plausible root cause of the from_pretrained failure." + "reason": "Both mention update logic, but one is about `torch.no_grad` on cache updates and the other about generation kwargs after `sync_gpus`; not the same failure." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different import failures involving different symbols and modules." + "reason": "Separate import/export regressions: `PreTrainedModel` vs `HybridCache`." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-MoE loading path; the later generic `from_pretrained` error plausibly stems from the missing `_tp_plan` tensor-parallel definition named in 45125." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan bug vs missing deepstack_visual_indexes config field; different model subsystems." + "reason": "Missing `_tp_plan` for the model class and missing `deepstack_visual_indexes` in config are different schema/code issues." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors vs performance regression after upgrade; not the same bug." + "reason": "Compiled Python file errors and slow filtering after upgrading from 4.57.3 to 5.3.0 are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage vs GLM-5 RoPE implementation discussion are unrelated." + "reason": "Offline API requests and GLM-5 RoPE implementation discussion are different concerns." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs docstring confusion; different problem class." + "reason": "Sentence-transformer loading hang and documentation confusion in `model.forward` are unrelated." }, { "left": "issue:44075", "right": "issue:44871", "accept": false, - "reason": "SGD optimizer args vs Gemma eos_token_id config mismatch are unrelated." + "reason": "Unused SGD args and Gemma-3 EOS token config mismatch are different issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application bug vs DSA ReLU discussion are unrelated." + "reason": "Liger Kernel not applied in `model_init` and DSA indexer lacking ReLU are unrelated." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Cache no_grad issue vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning; different code paths." + "reason": "MLFlow reporting on failed training jobs is not the same as tokenizer-loading regression." }, { - "left": "issue:42890", - "right": "issue:44373", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Test seeding flakiness vs docstring typo for position_ids; not a duplicate." + "reason": "Cache/layer `no_grad` decoration and a Qwen3.5 LoRA warning about `tie_word_embeddings` are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network calls vs FP8 moe save_pretrained issue are different bugs." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Qwen3VL Moe loading breakage vs checkpoint reload after version upgrade; related theme but not the same concrete failure." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "Network access despite local_files_only vs a one-word issue title; no evidence of same bug." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; too different to merge." - }, - { - "left": "issue:44355", - "right": "issue:44655", - "accept": false, - "reason": "Running compiled Python files vs saving Pipeline objects; unrelated." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled-file errors vs PretrainedConfig type-checking regression are different issues." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FP8 accuracy issue vs missing image-patch helper AttributeError; different defects." - }, - { - "left": "issue:33453", - "right": "issue:34689", - "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 vision model-loading failure; same broad area but not the same code path." - }, - { - "left": "issue:42757", - "right": "issue:43576", - "accept": false, - "reason": "The env command may be related, but the evidence only shows a generic CLI break and a specific import error; not enough to confirm the same root cause." - }, - { - "left": "issue:33453", - "right": "issue:36296", - "accept": false, - "reason": "Tokenizer loading regression vs tensor-parallel training bug; unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs referencing removed pipeline() vs an unrelated title-only issue." - }, - { - "left": "issue:43576", - "right": "issue:45071", - "accept": false, - "reason": "Broken env command vs PretrainedConfig type checking; different surfaces." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "CLI env command breakage vs Qwen2.5-VL import error; not the same underlying bug." + "reason": "Offline request leakage and FP8 MoE save behavior are separate bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical issue choice is defensible from the title and inbound references, and the single accepted soft edge (45125/45478) is reasonably supported by the shared Qwen3.5-Moe loading/tensor-parallel context. Most other pair verdicts are appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted Qwen3.5-MoE pair is the only clearly duplicate-like edge, and the rejection reasons for the other pairs are conservative rather than overconfident. No PR-mergeability issue applies here since these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -13141,39 +13171,42 @@ "component_index": 2, "component_count": 13, "review_unit_index": 41, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ + "issue:30333", "issue:31795", - "issue:33357", "issue:33453", + "issue:34689", "issue:36296", "issue:38617", "issue:41628", "issue:41669", "issue:42371", "issue:42548", + "issue:42757", + "issue:42831", "issue:42890", - "issue:43012", - "issue:43352", - "issue:43408", + "issue:43299", + "issue:43502", "issue:43526", "issue:43576", "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", "issue:43901", - "issue:43976", "issue:44038", + "issue:44222", + "issue:44230", "issue:44246", "issue:44261", "issue:44273", - "issue:44295", - "issue:44297", - "issue:44315", "issue:44351", "issue:44355", "issue:44360", @@ -13182,25 +13215,34 @@ "issue:44492", "issue:44556", "issue:44623", + "issue:44655", "issue:44704", - "issue:44829", "issue:44908", - "issue:44945", "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", - "issue:45341", "issue:45468", - "issue:45478", "issue:45542" ], "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:42757|issue:43576", + "issue:33453|issue:34689", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", "issue:43673|issue:44492", "issue:38617|issue:43576", - "issue:33357|issue:33453", "issue:44961|issue:45468", "issue:31795|issue:38617", "issue:43576|issue:44351", @@ -13211,295 +13253,269 @@ "issue:36296|issue:43526", "issue:41628|issue:44355", "issue:44273|issue:45003", - "issue:36296|issue:43012", "issue:44261|issue:44360", "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:43576|issue:44556", - "issue:41669|issue:43673", - "issue:44393|issue:45071", "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", "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:43576|issue:44908", - "issue:43352|issue:44393", - "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:44246|issue:44273" ], - "prepared_review_unit_hash": "b5592975c228dbc232669f2fb4278d018932fd648e75890ec4bdf0cc7a0f0d46", + "prepared_review_unit_hash": "fa4030ebda8636d7cf263ad239dea08315bbb88395d061b60cb9532ffe34e37c", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38109, - "estimated_input_tokens": 9528, - "estimated_eval_tokens": 19312 + "soft_pair_count": 37, + "serialized_chars": 37439, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a loose theme cluster around import/loading regressions, v5 migration issues, and model-specific bugs, not true duplicates. No PRs are present. I would keep one broad import/lazy-loading issue as the closest representative, but most soft pairs should be rejected.", - "confidence": 0.29, - "canonical_issue_reason": "If forced to choose one representative issue, issue 41669 is the broadest and most central: it describes a concrete import-time regression with downstream impact and is the best umbrella for the import/lazy-loading subgroup.", + "summary": "This cluster is a loose mix of unrelated Transformers regressions, import errors, and docs/perf issues. None of the soft pairs look like true duplicates; the closest to a representative issue is the generic v5 CLI regression in issue 43576.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43576 is the broadest, most central report in this set and sits near several v5-related import/loading regressions, even though the cluster itself is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41669 is the best global issue candidate because it is concrete, high-impact, and broad enough to subsume related import-time slowdown/lazy-loading complaints without being overly niche.", + "best_issue_reason": "Issue 43576 is the best single representative because it is a concrete v5 breakage with active discussion and broader applicability than the more model-specific or narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Generation cache missing in v5.0.0 chunked_prefill is a runtime bug; cache-strategy typo is a wording/docs issue." + "reason": "Both are model-loading regressions after version changes, but they involve different model families and likely different failure points." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Different code paths: an import error for `layer_type_validation` versus the `transformers env` CLI breaking in v5." + "reason": "local_files_only network leakage is unrelated to the placeholder racoon issue." }, { - "left": "issue:33357", - "right": "issue:33453", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "MacOS bus error in a CLIP model is unrelated to tokenizer-loading regression." + "reason": "One is about saving FP8 MoE checkpoints; the other is about FP8 inference support. Related theme, different bug." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "A nonsense issue title does not match a Gemma-4 audio positional-encoding bug." + "reason": "MLflow reporting after training failure is unrelated to tensor-parallel training behavior." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Documentation confusion in `model.forward` is unrelated to a missing import symbol." + "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." }, { - "left": "issue:43576", - "right": "issue:44351", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "`transformers env` CLI failure and `HybridCache` import error are different modules and failure modes." + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking regressions." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the unrelated `racoon` issue." + "reason": "FineGrainedFP8 accuracy issues and missing image-processor methods are unrelated." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes." + "reason": "Missing huggingface_hub import and broken transformers env command are different failures." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the `racoon` issue." + "reason": "Tokenizer loading regression and Llama 3.2 model loading failure are not the same concrete bug." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Tensor parallel training and pipeline docs for `return_all_scores` are unrelated." + "reason": "Tokenizer loading and tensor-parallel training are unrelated." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast `reduce_labels` bug touch different subsystems." + "reason": "Docs referencing removed pipeline() APIs are unrelated to the racoon issue." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Importing `AutoImageProcessor` and errors in compiled Python files are different problems." + "reason": "Broken env command and PretrainedConfig type-checking regression are different issues." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Lazy loading not working is not the same as unsafe `sys.modules` access; related at most, not a duplicate." + "reason": "CLI/env behavior and missing Qwen2.5-VL export are different import/export problems." }, { - "left": "issue:36296", - "right": "issue:43012", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Tensor parallel training bug is unrelated to a PyTorch warning during bfloat16 compilation." + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Missing `rms_norm_eps` in MLA layernorm and missing ReLU in the DSA indexer are different model/kernel bugs." + "reason": "Missing layer_type_validation export is a separate import error from the env command regression." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Lazy loading behavior is unrelated to the TensorFlow backend error when only tensorboard is installed." + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Processor save-pretrained missing files is concrete; the other issue is too vague to match anything." + "reason": "Doc confusion for model.forward arguments is unrelated to an import error." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:44351", "accept": false, - "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility after upgrade." + "reason": "Broken env command and missing HybridCache export are not the same code-path problem." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Import-star cleanup causing import-time bloat is not the same as a missing generation cache in chunked prefill." + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Qwen3-VL bounding-box output issues are unrelated to `PretrainedConfig` type-checking regressions." + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are both import errors but for different symbols and likely different causes." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Both mention Qwen3-VL/Moe family, but one is a generic model bug and the other is a missing `_tp_plan` tensor-parallel support issue." + "reason": "GLM-5 RoPE implementation and racoon are unrelated." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Checkpoint reload after upgrade and InternVL2 remote-code/meta-init incompatibility are different migration failures." + "reason": "Tensor-parallel training and TextClassificationPipeline docs are unrelated." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "TF32 settings guidance has nothing to do with a cache-strategy typo." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "Missing `set_seed()` in tests is unrelated to scheduler kwargs being ignored." + "reason": "Missing AutoImageProcessor export and compiled-file execution errors are different issues." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Processor `cached_file` kwargs forwarding and inverse-sqrt scheduler kwargs are different APIs." + "reason": "Lazy loading problems and unsafe sys.modules access are related at a high level but not clearly the same concrete bug." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "Import slowdowns and lazy-loading breakage are related themes, but not enough to say the same underlying bug." + "reason": "MLA precision/rms_norm_eps issue is unrelated to the DSA indexer ReLU discussion." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Model-type warning for sam3 is unrelated to Liger Kernel not being applied with `model_init`." + "reason": "Lazy loading is unrelated to the TensorFlow backend warning caused by only tensorboard being installed." }, { - "left": "issue:44297", + "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Tokenizer-class mismatch in save_pretrained is unrelated to a vague bug report." + "reason": "Missing files from processor.save_pretrained is not the same as a generic bug report." }, { "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "CLI environment command failure and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:44393", + "right": "issue:44556", "accept": false, - "reason": "Flash Attention support error in Nemotron and Qwen3-VL 2D bbox errors are different model-specific issues." + "reason": "Broken env command and checkpoint reload incompatibility across versions are different regressions." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL bbox output issues are unrelated." + "reason": "Qwen3-VL-Moe version bug and missing tensor-parallel plan are different model issues." }, { - "left": "issue:44908", + "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to `PretrainedConfig` type checking in v5.4.0." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "`position_ids` buffer access error is unrelated to a vague bug report." + "reason": "Qwen3-VL bounding-box errors are unrelated to type-checking regressions." }, { "left": "issue:41669", - "right": "issue:44351", + "right": "issue:43673", "accept": false, - "reason": "Import-star removal/import-time bloat is unrelated to missing `HybridCache` export." + "reason": "Import-time slowdown from import * usage is not the same as missing cache in chunked prefill." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Import-time bloat is unrelated to the testing_utils bug." + "reason": "Both mention v5 compatibility, but they are different models and different incompatibility causes." }, { - "left": "issue:44492", - "right": "issue:44945", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Cache-strategy typo is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "TF32 API-setting migration and cache-strategy typo are unrelated." }, { - "left": "issue:41669", - "right": "issue:44492", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "A performance/regression issue is not the same as a typo in cache strategy text." + "reason": "Seed-related flaky integration tests are unrelated to scheduler kwargs handling." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Liger Kernel application with `model_init` and degenerate training with flash_attention_3 are different training-path bugs." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different code paths." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Different Qwen-related bugs: 2D bbox hallucination versus a from_pretrained error in Qwen3.5 Moe." + "reason": "Import slowness and lazy loading malfunction may be related, but the reports do not describe the same concrete bug." } ] }, @@ -13515,43 +13531,42 @@ "component_index": 2, "component_count": 13, "review_unit_index": 42, - "review_unit_count": 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-15354-370", + "cluster_id": "cluster-15354-373", "nodes": [ "issue:31515", "issue:31795", "issue:33453", "issue:34689", - "issue:36296", - "issue:36683", - "issue:38617", "issue:41669", "issue:42371", "issue:42890", "issue:42913", "issue:43066", - "issue:43298", + "issue:43352", + "issue:43408", "issue:43502", "issue:43519", - "issue:43525", - "issue:43572", "issue:43576", "issue:43606", "issue:43618", "issue:43704", "issue:43723", "issue:43827", + "issue:43976", "issue:44077", - "issue:44230", "issue:44261", "issue:44263", "issue:44273", + "issue:44295", + "issue:44297", "issue:44315", + "issue:44351", "issue:44360", "issue:44393", "issue:44485", @@ -13559,20 +13574,37 @@ "issue:44556", "issue:44623", "issue:44655", + "issue:44829", "issue:44861", "issue:44908", + "issue:44945", "issue:44998", + "issue:45071", "issue:45092", "issue:45230", "issue:45290", "issue:45310", "issue:45341", - "issue:45468" + "issue:45468", + "issue:45478" ], "soft_pairs": [ - "issue:44077|issue:44861", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "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", @@ -13599,300 +13631,396 @@ "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44861|issue:45290", - "issue:44492|issue:44998", "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:44230|issue:45310", - "issue:31515|issue:33453", - "issue:31515|issue:36683", - "issue:43298|issue:44230" + "issue:44556|issue:44998" ], - "prepared_review_unit_hash": "d36d7ea6c2c3a61895a4ed45f40544a807283efe60ce821925c3c9a96996c03b", + "prepared_review_unit_hash": "5a05df794daf24057c0e68ea82b1e9e731bc4d0d69c76fe631b53114ac33909b", "component_budget": { - "node_count": 370, - "item_count": 370, - "soft_pair_count": 1378, - "serialized_chars": 711669, - "estimated_input_tokens": 177918, - "estimated_eval_tokens": 356092 + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 }, "budget": { - "node_count": 45, - "item_count": 45, - "soft_pair_count": 42, - "serialized_chars": 37759, - "estimated_input_tokens": 9440, - "estimated_eval_tokens": 19136 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40810, + "estimated_input_tokens": 10203, + "estimated_eval_tokens": 20662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers loading/tokenizer/v5-regression issues rather than one single duplicate bug; the closest subgroup is around from_pretrained/checkpoint reload failures, but the rest are clearly distinct.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44556 is the clearest concrete loading-regression report in the set: a reproducible checkpoint reload failure after upgrading to v5.2/v5.3, which best matches the main loading-related theme.", + "summary": "This cluster is mostly noisy tokenizer/model-loading issues that only look similar at a high level. The only clear duplicate here is the Qwen3.5 MoE from_pretrained regression pair; the rest are distinct bugs, docs, or performance issues.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43723 is the best umbrella issue for the cluster\u2019s real theme: v5 tokenizer/from_pretrained loading regressions. It is broader and more representative than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best cluster representative because it is specific, user-facing, and central to the repeated v5/from_pretrained loading complaints without being just a docs or niche model-specific report.", + "best_issue_reason": "issue:43723 most cleanly represents the recurring loading regression theme across the cluster, while the other items are either unrelated or too specific to serve as the primary canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Both mention model creation warnings, but they describe different failures and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "One is a tokenizer_class save_pretrained bug; the other is a generic bug report with no clear matching symptom." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Both mention internal model metadata, but one is about patchtsmixer post_init validation and the other about tied-weight key handling; different bugs." + "reason": "Flash Attention 2 support error is unrelated to Qwen3-VL bounding box output issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output behavior are different problems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is not the same as PretrainedConfig type checking." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error does not match a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "import * cleanup/perf issue is unrelated to HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "import * usage in models and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo is not the same as pipeline parallelism output corruption." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Model import cleanup is unrelated to cache strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for forward args vs a tokenizer-loading regression; unrelated symptoms and code paths." + "reason": "Documentation confusion about inputs/past_key_values is not the same as a tokenizer loading regression." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() removal vs scheduler kwargs being ignored; different subsystems." + "reason": "Pipeline docs stale after removals and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights AttributeError are different code paths." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star cleanup/perf issue vs learning-rate scheduler kwargs bug; not the same change." + "reason": "Import cleanup/perf work does not match scheduler behavior." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading failure and a Qwen3-VL bounding-box output issue are unrelated." + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox output are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure vs tied-weight key crash; separate save/load paths." + "reason": "Saving Pipeline objects and tied-weight key lookup are separate bugs." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading behavior are different features with different failure modes." + "reason": "Broken env command and lazy loading not working are not the same issue." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU concern vs Gemma4AudioRelPositionalEncoding bug; no shared code path." + "reason": "DSA indexer ReLU discussion is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained error; not enough to call duplicates." + "reason": "Generic bug report does not match the specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading issue and inverse_sqrt scheduler kwargs bug are unrelated." + "reason": "Lazy loading failure and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import cleanup/performance report vs VRAM leak in Qwen3ForCausalLM; different problems." + "reason": "Model import cleanup/perf issue is unrelated to VRAM leakage in dataloader threads." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; distinct model-specific bugs." + "reason": "Incorrect timestamp calculation and GLM-5 RoPE implementation are different bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-API documentation confusion vs Llama 3.2 Vision model-loading regression; different issue types." + "reason": "Forward documentation confusion and Llama 3.2 loading regression are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowness vs documentation confusion in model.forward; not the same bug." + "reason": "Slow checkpoint loading and forward docs confusion are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "model_init not applying Liger Kernel vs remote-code checkpoint incompatibility with meta init; related only at a very broad model-init level." + "reason": "Model_init/liger kernel issue and meta-init incompatibility for old checkpoints are not the same code-path failure." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation; unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "Different model implementation bugs with no shared symptom or code path." + "reason": "VRAM leak in dataloader threads is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance vs VRAM leak; unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network access bug vs timestamp calculation bug; different areas." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp math vs missing files on processor.save_pretrained; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Processor timestamp bug and VRAM leak bug are not the same underlying problem." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return behavior in GlmMoeDsaIndexer vs Gemma4AudioRelPositionalEncoding; unrelated." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue and Gemma4AudioRelPositionalEncoding are different model bugs." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch in bark-small vs Gemma4 audio positional encoding; distinct bugs." - }, - { - "left": "issue:42890", - "right": "issue:43704", - "accept": false, - "reason": "Missing set_seed in tests vs VRAM leak in model usage; not the same underlying issue." + "reason": "TF32 API settings warning and VRAM leak are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a broad v4-to-v5 behavior change while the other is a specific decoder-type mismatch; too different to merge." + "reason": "Both concern tokenizer changes in v5, but the reported symptoms are different and not clearly the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated 'Unemployment' placeholder issue; no relation." + "reason": "Scheduler kwargs bug and an unrelated issue titled 'Unemployment' are clearly different." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key AttributeError vs chat template crash with tool-call assistant messages; different code paths." + "reason": "Tied weight key lookup and apply_chat_template tool-call crash do not share the same underlying bug." }, { - "left": "issue:44492", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:45341", "accept": false, - "reason": "Typo in cache strategies vs unrelated placeholder issue." + "reason": "Unemployment and a testing_utils bug are unrelated." }, { - "left": "issue:44998", - "right": "issue:45341", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "Unemployment placeholder vs a testing_utils bug; unrelated." + "reason": "Cache strategy typo is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + "reason": "CLIPOutput attentions regression is unrelated to 'Unemployment'." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression vs unrelated placeholder issue." - }, + "reason": "Checkpoint reload incompatibility after v5 upgrade is unrelated to 'Unemployment'." + } + ] + }, + "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": 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-15354-373", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "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": "218f536a406ad2e63af11587836e8b78cd83608f519936e5bc4d97dc44569f86", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 9, + "serialized_chars": 9475, + "estimated_input_tokens": 2369, + "estimated_eval_tokens": 4994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: several issues are about loading/config regressions, but most pairs are clearly different bugs or feature gaps. None of the soft pairs look safe to merge as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45310 is the clearest, most actionable representative of the loading-regression subset: it names a specific model family, gives a concrete from_pretrained failure, and includes an explicit version constraint.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best standalone issue in the set because it is specific, reproducible, and tied to a concrete regression path; the others are either broader feature requests or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id vs tied-weight-key crash; different config/model bugs." + "reason": "Different failure surfaces: missing pad_token_id on Llama4Config vs _get_tied_weight_keys crashing on a list-valued _tied_weights_keys." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig missing pad_token_idx vs tied-weight-key crash; unrelated." + "reason": "StableLmConfig pad_token_idx regression is unrelated to the tied-weights AttributeError; different code paths and symptoms." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading vs ImportError for layer_type_validation; different failure types." + "reason": "Checkpoint loading speed issue and an ImportError for layer_type_validation are unrelated bugs." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 Qwen3-VL/Qwen3.5 moe support request vs processor.save_pretrained missing files; not the same bug." + "reason": "Qwen3-VL/Qwen3.5 fp8 inference support request does not match processor.save_pretrained missing files." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness vs tensor parallel training bug; different contexts." + "reason": "Slow from_pretrained checkpoint loading is unrelated to a tensor parallel training bug." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:31515", "accept": false, - "reason": "FP8 support request vs from_pretrained error in Qwen3.5 Moe; one is a feature request, the other a bug." + "reason": "MLFlow reporting on failed training jobs is a different subsystem than checkpoint loading performance." }, { - "left": "issue:31515", - "right": "issue:33453", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Checkpoint loading performance issue vs tokenizer-loading regression; different symptoms." + "reason": "Both mention Qwen3.5 MoE, but one is an fp8 support request and the other is a from_pretrained regression; not the same concrete bug." }, { "left": "issue:31515", - "right": "issue:36683", + "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness vs missing vocab_size in Gemma3Config; unrelated model/config bugs." + "reason": "Checkpoint loading slowdown and tokenizer loading regression are distinct issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio-model continuous batching support vs Qwen fp8 infer support; different feature requests." + "reason": "Continuous batching audio-model support and fp8 Qwen model inference are different feature gaps, not one underlying bug." } ] }, @@ -13922,7 +14050,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "05e4c2f3db8f9b630928f9254e0dabf8d4bfb7620617e34ec34fa0960e4992ec", + "prepared_review_unit_hash": "793cf21b3a0313d992dc1027e1800d886325d71a4cd30dbce30898eeb50f4052", "component_budget": { "node_count": 2, "item_count": 2, @@ -13944,18 +14072,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is a request to add Flash Attention 2 support for more architectures, and the other is a separate request to add GGUF support for more architectures. They share the general theme of expanding architecture support, but not the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the two issues request different features and would be solved by different code paths (Flash Attention 2 vs GGUF).", + "summary": "These are two unrelated community-contribution issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a global best representative for the other, because they are distinct feature requests rather than duplicate reports.", + "best_issue_reason": "Neither issue is a duplicate of the other; they concern different features and different implementation work, so there is no single canonical issue within this pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different support requests for different integrations; they do not describe the same underlying bug or change." + "reason": "Different requested features and code paths (Flash Attention 2 vs GGUF support). Similar wording about adding support for more architectures is too broad to treat as the same underlying issue." } ] }, @@ -13992,12 +14120,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "f9e0fc7ea5b52ac404589bfb78ecfd12aba987888059e87780a1ff3db8e2f32b", + "prepared_review_unit_hash": "9de1c4f0621af4432891c0702b5c558baef7ea7bd19cf93cd4d91d7fa03d02dc", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14005,7 +14133,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14014,48 +14142,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all language-translation issues, but they are not the same underlying bug/change: one is a concrete Turkish docs translation request, while the others are generic placeholder/template issues for unspecified languages. No duplicate cluster should be formed.", - "confidence": 0.95, - "canonical_issue_reason": "issue #27088 is the only concrete, language-specific report (Turkish). The others are generic template placeholders rather than a specific duplicate of that request.", + "summary": "These are highly similar docs-translation request issues, but the visible language-specific vs placeholder/template wording is not enough to confidently treat them as exact duplicates. I\u2019d keep the concrete Turkish issue as the most useful representative and avoid merging the others on similarity alone.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ('Turkish'); the others are placeholder/template-style titles and are less representative as a canonical thread.", "canonical_pr_reason": null, - "best_issue_reason": "#27088 is the most actionable and specific issue in the set, so it is the best representative if one must be chosen.", + "best_issue_reason": "27088 is the clearest user-facing issue in the set and the only one with an explicit target language, so it is the best issue to retain if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different scope: Turkish docs translation versus a generic placeholder language-translation issue; not the same concrete request." + "reason": "Very similar template wording, but the explicit Turkish request vs. a placeholder-style translation request is not enough to prove the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different scope: a specific Turkish translation request versus an unspecified template issue for any language." + "reason": "Looks like the same i18n template, but the language-specific request differs in substance; similarity alone is insufficient for a duplicate merge." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different scope: Turkish docs translation versus a generic placeholder issue; too broad to treat as duplicates." + "reason": "This is a near-match in template text, but not enough evidence that it is the same concrete translation request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are template-style placeholders, but they do not identify the same language or concrete translation task." + "reason": "Both are generic translation-request templates, but the available text does not confirm they target the same language or exact request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template placeholders only; no evidence they refer to the same underlying translation request." + "reason": "The bodies are extremely similar, yet the placeholder titles are too generic to confirm a true duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Template placeholders for unspecified languages; not the same concrete issue." + "reason": "Close template match, but there is no explicit evidence they are the same underlying translation task." } ] }, @@ -14120,12 +14248,12 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "502ce96aa6d705e3d6b303e42f97ff2f2834fc9b3df90d83adbb30c14f3cdcc0", + "prepared_review_unit_hash": "c2b2c2a188c62033345d6b3c8c29fc5e07a2b828c09c9b86386d6cc091f0fba2", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16009, + "serialized_chars": 16011, "estimated_input_tokens": 4003, "estimated_eval_tokens": 8262 }, @@ -14133,7 +14261,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16009, + "serialized_chars": 16011, "estimated_input_tokens": 4003, "estimated_eval_tokens": 8262 }, @@ -14142,162 +14270,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is thematically similar but not duplicate: it contains separate model-support requests for different models, modalities, and architectures. None of the soft edges look like the same underlying change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:37015 is the most active and broadly phrased model-add request here, so it works best as a cluster anchor; the rest are model-specific asks rather than duplicates.", + "summary": "These are topical lookalikes, not duplicates: they span different model requests across unrelated families and modalities (text encoders, audio/TTS/ASR, OCR, sparse transformers, perception). The shared pattern is just \"add support for model X\", not one underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue: the items request support for distinct models/features, so there is no shared underlying defect or code change to deduplicate against.", "canonical_pr_reason": null, - "best_issue_reason": "issue:37015 has the strongest discussion activity and is representative of the general 'add a model' request pattern in this group.", + "best_issue_reason": "No best issue for a duplicate cluster: none of these issues is a clear superset or the same request as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families (EuroBERT vs DEIMv2); only the generic 'add model' theme overlaps." + "reason": "Different model requests (EuroBert vs DEIMv2); only the broad \"add model\" theme overlaps." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config request vs Qwen3-TTS support; different model and modality." + "reason": "EuroBert config support vs Qwen3-TTS support are different models and different modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; distinct models and speech task." + "reason": "NeoBERT and Qwen3-ASR are unrelated requests; no shared code-path bug." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs a weight-sparse transformer request; unrelated architectures." + "reason": "NeoBERT model addition vs weight-sparse transformer request are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; separate model-support request." + "reason": "NeoBERT and LFM2.5 Audio target different model families/modalities." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; different model additions." + "reason": "NeoBERT and ModernVBERT are separate model support requests, not the same issue." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral-4B-TTS support; different models and code paths." + "reason": "NeoBERT vs Voxtral-4B-TTS support are distinct model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; different model families and modality." + "reason": "ModernVBERT models vs Qwen3-ASR support are different additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; only broad model-request similarity." + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs a generic BERT-like RoPE request; related at a high level but not the same change." + "reason": "ModernVBERT models vs BERT-like models with RoPE are only loosely related, not the same concrete request." }, { "left": "issue:42503", "right": "issue:45027", "accept": false, - "reason": "ModernVBERT vs Voxtral TTS; separate model-support requests." + "reason": "ModernVBERT and Voxtral-4B-TTS are unrelated model support requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Generic RoPE support request vs Voxtral TTS support; not the same underlying change." + "reason": "BERT-like models with RoPE vs Voxtral TTS do not describe the same change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; same family but different tasks and implementation." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct tasks; not one mergeable PR/issue." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; both speech-related but different models and integrations." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; different modalities and model targets." + "reason": "Qwen3-TTS support and sparse-transformer support are unrelated." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "TTS support vs weight-sparse transformer request; unrelated." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate model integrations." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio; different model families." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; separate speech-model additions." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio model requests." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR vs EUPE encoder; different model types." + "reason": "Qwen3-ASR and SAM3-LiteText cover different modalities and code paths." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support vs sparse transformer request; unrelated code paths." + "reason": "Qwen3-ASR support is unrelated to the sparse-transformer request." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; different modalities/models." + "reason": "LFM2.5 Audio vs SAM3-LiteText are different model support requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer vs EUPE encoder; unrelated architectures." + "reason": "Sparse-transformer support and EUPE perception encoder support are separate changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; different speech tasks and model integrations." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities/models." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated modalities and code paths." } ] }, @@ -14338,82 +14466,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "23e2d8bef5d465243042c2a0ea811eca8cd2a4542737789ab5c7c44236a5caaf", + "prepared_review_unit_hash": "d0f15d22051ebc55d9d42c3f839f7942f014fddd5608d11829601236088123d0", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6294, + "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 not duplicates of one another; they span unrelated parts of the codebase (normalization, Mask2Former loss plumbing, config typing, quantization typo, tokenizer warnings). The cluster looks like a loose similarity bucket rather than a true duplicate set.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items describe different bugs in different subsystems, so none can safely represent the whole cluster.", + "summary": "These issues are only loosely similar at a topical level (all are small bugs/typos/config problems), but they concern different models, APIs, and failure modes. I do not see a duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because there is no shared underlying defect across the set.", + "best_issue_reason": "No single issue is a strong canonical representative because the set is not a duplicate group; the reported problems span unrelated components and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different problems: Llama4TextL2Norm/RMS norm behavior vs ModernBERTConfig type hint." + "reason": "Different areas: Llama4TextL2Norm vs ModernBERTConfig. One questions whether a norm layer is RMSNorm; the other is a type-hint issue in a config field." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." + "reason": "Both relate to loss/masking behavior, but one is about an unused ignore_value in Mask2Former while the other is about kwargs not being forwarded to a loss function; different bugs and likely different fixes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems and symptoms: Mask2Former loss handling vs tokenizer regex warnings." + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings after a version change." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss bug is unrelated to a quantization attribute typo." + "reason": "Mask2Former ignore_value handling and a typo in a quantization operation path are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "No shared code path: model loss behavior vs config annotation issue." + "reason": "Different models and different kinds of defects: unused ignore_value vs incorrect type hint." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Generic loss-kwargs forwarding bug does not match a ModernBERTConfig type hint error." + "reason": "Loss kwargs propagation bug is unrelated to a ModernBERTConfig annotation mistake." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config typing issue is unrelated to tokenizer regex warnings after 4.57.3." + "reason": "A config type-hint issue is not the same underlying problem as tokenizer regex warning behavior." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint typo and a quantization-operation typo are different artifacts with different fixes." + "reason": "Incorrect type hint in config vs typo in a quantization attribute reference are distinct issues." } ] }, @@ -14443,7 +14571,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a1243e6efddfb5f277c3652a3a164cf81a2bad45234365f57d23dc5e9bed2729", + "prepared_review_unit_hash": "d30f2b9b2bbbb83456fac183d9a7219e62980b97fdb76a243cbb9a3a42817de9", "component_budget": { "node_count": 2, "item_count": 2, @@ -14465,18 +14593,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a generic request for block decoding, while the other asks for DeepSeek v3.2 support. They describe different features and different problem scopes.", - "confidence": 0.95, + "summary": "These two issues do not look like duplicates: one is a vague request about block decoding, the other is a specific request for DeepSeek v3.2 support. They may both relate to model/runtime support, but they do not describe the same underlying bug or change.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43037 is the better anchor because it names a concrete target (DeepSeek v3.2 support) and is more actionable than the very broad 'Set Block Decoding' request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: decoding behavior vs model support. No concrete overlap in code path or target." + "reason": "Different requests: one is about block decoding behavior, the other is about adding support for a specific DeepSeek model version. They do not share a concrete fix or bug." } ] }, @@ -14506,12 +14634,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "9f9aae11fef1f95e1431a0555dcb86231b336698403657817ea031e189304911", + "prepared_review_unit_hash": "73aabaa8a5e5622e93b9c99c00e2aa57e39036b52b8ae19bddc0f0853675820a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14519,7 +14647,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14528,18 +14656,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer custom behavior, but they target different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "summary": "These two closed issues are thematically related (custom trainers in Trainer), but they describe different problems: one is about column-removal behavior/customizability, the other about FLOPs estimation. They should not be deduplicated.", "confidence": 0.91, - "canonical_issue_reason": "Issue 43598 is the broader Trainer customization request, but it does not describe the same bug/change as 43600, so there is no true canonical duplicate here.", + "canonical_issue_reason": "Issue 43598 is the more concrete and user-facing Trainer behavior bug around `remove_unused_column`; it\u2019s a better representative of the cluster than the FLOPs-estimation request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the better representative of the cluster\u2019s general Trainer customizability theme, but the two issues are still distinct.", + "best_issue_reason": "Issue 43598 is the strongest standalone issue because it names a specific Trainer behavior and a clear customization concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying concerns: `remove_unused_column` behavior vs FLOPS estimation for custom trainers. They share a Trainer/customization theme, but not the same concrete fix." + "reason": "Related only by broad Trainer/custom-trainer context; they target different code paths and fixes (input-column handling vs FLOPs accounting), so they are not the same underlying bug." } ] }, @@ -14569,7 +14697,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "cc0304f38263b52bf3f5c9fc4cc00dcebd59993b72a06457309cd95a768308ad", + "prepared_review_unit_hash": "8c25d09e22d50b0f045e33c5d3670ff252360d41988e2c3f0282c7a1455de6bd", "component_budget": { "node_count": 2, "item_count": 2, @@ -14591,18 +14719,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They concern different model families and different task heads.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Both issues are about adding missing Hugging Face model support, but they target different models and different API surfaces: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence classification support. They are related at a broad subsystem level, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader, more general model-registration request and best represents this cluster\u2019s theme of missing AutoModel support.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43684 is the clearest representative because it asks for direct AutoModel registration changes rather than a more specific head/task extension.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying feature requests: Qwen3-Omni base/generative model registration versus Qwen3.5 sequence-classification support. They do not look like the same concrete bug or change." + "reason": "Different model families and different functionality: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification head support. They are not the same concrete change and would not plausibly be one merged fix." } ] }, @@ -14639,7 +14767,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e9726516a3523bafae1e71a23ebb67bd1e926c77805610eea91f4ca67be072b2", + "prepared_review_unit_hash": "a07602c38fb88e34907ec0306079b3157f1e2342a85208b51a26536153a98ffb", "component_budget": { "node_count": 4, "item_count": 4, @@ -14661,54 +14789,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same near-identical 'huggingface' title and look like duplicates; 'Fett' appears unrelated. I would cluster the huggingface trio together and leave the other issue separate.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface' reports and is a reasonable representative for that duplicate set.", + "summary": "The three \"huggingface\" issues look like a duplicate set; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" reports and is as plausible a representative as the others; 43835 has a different title and no corroborating overlap.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue representative because it is earliest and matches the repeated 'huggingface' title pattern seen in the other likely duplicates.", + "best_issue_reason": "issue:43845 is the best cluster representative because it is the earliest of the matching \"huggingface\" issues and has no evidence making it less representative than 43846/43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface') and no concrete evidence they describe the same problem." + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared target or body evidence tying them to the same issue." + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "'Fett' does not appear to be the same underlying report as the 'huggingface' issues." + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, very similar metadata, and close creation times; these look like duplicate reports of the same issue." + "reason": "Same generic title and very similar metadata/body size, created minutes apart, so they likely describe the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and strongly similar issue pattern, so they plausibly refer to the same underlying report." + "reason": "Same title and strong soft similarity; despite a shorter body, it still looks like the same underlying issue report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and near-identical report pattern; likely duplicate issues." + "reason": "Same title and strong soft similarity; the metadata suggests another near-duplicate of the same report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: 43845, 43846, and 43859 share the same title and close creation times, while 43835 has a different title and no strong linkage. The soft-edge verdicts are conservative and do not overclaim beyond the available similarity evidence." + "feedback": "The summary is grounded in the packet: the three \"huggingface\" issues share the same title and strong soft-similarity evidence, while \"Fett\" is a separate title with only weak similarity. The chosen representative is the earliest matching issue, and the soft-edge verdicts stay conservative given the available evidence." }, "evaluator_used": true, "retried": false, @@ -14746,88 +14874,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "86a90ea77275efa1cecb7dbdc7530247c43c1b197dcfe9c33d9dd04ccd39a45d", + "prepared_review_unit_hash": "4df6a5ca53679af733d2442f1139742d6cb293a6a7efe06c56dbee45946ac346", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five issues appear to be unrelated low-information or spam-like submissions; there is no evidence of a shared underlying bug, feature request, or duplicate thread worth collapsing.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the cluster does not describe one coherent problem or request, only unrelated spam/generic titles.", + "summary": "This cluster looks like mostly spam/placeholder issues with one vague documentation request; there is no evidence that any pair refers to the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44418 is the only item that reads like a potentially legitimate issue; the others are explicit spam-like titles or equally empty placeholders.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue: none of these issues is a substantive representative for the others.", + "best_issue_reason": "issue:44418 is the best available issue candidate, but only weakly so because its title is generic and the body is not available here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders; no shared concrete issue." + "reason": "Both are spam-like placeholders with no concrete shared bug or feature description." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders; no shared concrete issue." + "reason": "Both are spam-like placeholders; no evidence they describe the same underlying problem." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a generic documentation suggestion; not the same bug/change." + "reason": "A spam placeholder and a vague documentation request are not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Unrelated spam versus a distinct branded/title submission." + "reason": "A spam placeholder and an unrelated title about 'Google LLC' do not indicate the same bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation request and spam are not duplicates." + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation request and spam are not duplicates." + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no meaningful underlying bug or change to merge." + "reason": "Both are spam placeholders, but the titles/body are too uninformative to justify treating them as the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam-like placeholder and unrelated branded/title submission; no shared issue." + "reason": "No concrete overlap in the titles suggests the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam-like placeholder and unrelated branded/title submission; no shared issue." + "reason": "No concrete overlap in the titles suggests the same underlying issue." } ] }, @@ -14857,7 +14985,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "456f995efe9ba1b8713d74555ae377ab14e4a339a4b8972cd2f8020cecc5ff4d", + "prepared_review_unit_hash": "802985424a8838b55340e81fa6c68447bba0d46f47405f1de5dd010ad12c491e", "component_budget": { "node_count": 2, "item_count": 2, @@ -14879,24 +15007,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look like a likely duplicate / same-topic pair: identical titles, similar body sizes, and no distinguishing targets or filenames. #45145 is the better canonical thread because it was created first and already has inbound reference activity.", - "confidence": 0.92, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has inbound reference activity, making it the more established thread.", + "summary": "These two closed issues are likely duplicates: they have the same title, were opened close together, and the similarity signal supports a shared underlying report. The evidence is enough to treat one as the canonical representative, but not enough to claim they are fully identical with high certainty.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the better canonical issue because it was opened first and already has an inbound reference, so it is the more established representative of this likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative of the cluster: earliest report, same title/topic, and no signals suggesting a different underlying issue.", + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is earlier and has external reference traffic, while #45151 does not add distinct scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles and similar body lengths make this a likely duplicate or same-topic issue pair; there is no visible evidence of distinct scope, though the body contents are not shown so the match should be treated conservatively." + "reason": "The issues share the same title and a similarity signal, and their timing/body size are close enough to treat them as likely duplicates of the same underlying report." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-thread choice is grounded, but the soft-edge verdict is too strong for the evidence. The packet only gives identical titles, similar body lengths, and soft_similarity; it does not show the body contents, so saying the issues have the \u201csame issue content\u201d or are \u201cnear-perfect duplicates\u201d overstates what\u2019s supported. This should be framed more conservatively as a likely duplicate/same-topic pair rather than a confirmed duplicate." + "feedback": "The duplicate call is a bit too confident for the evidence provided. The packet only supports identical titles, close timing, similar body sizes, one inbound reference, and a soft-similarity signal; it does not support stronger characterizations like \"near-identical\" or \"article-style issue.\" Please make the summary more conservative (e.g., \"likely duplicate\") and avoid adding unsupported details." }, "evaluator_used": true, "retried": true, @@ -14969,7 +15097,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-12", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -14978,197 +15106,167 @@ "pull_request:43254", "pull_request:43424", "pull_request:43823", - "pull_request:43989", "pull_request:43995", "pull_request:44827", "pull_request:45170", "pull_request:45213", - "pull_request:45587", - "pull_request:45589" + "pull_request:45587" ], "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:45589", "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:45589", "pull_request:43823|pull_request:43995", - "pull_request:43989|pull_request:45589", - "pull_request:43995|pull_request:45589", + "pull_request:43823|pull_request:44827", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45587", "pull_request:44827|pull_request:45170", - "pull_request:44827|pull_request:45589", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ea42c5359766e50652d1f347289c27057c7cc0ac6a6254ee738acc63471f6826", + "prepared_review_unit_hash": "c88878c63cc29e2db5d7fa661151355d42d000c2d08ec85a15dbb23d6f68c866", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 37897, - "estimated_input_tokens": 9475, - "estimated_eval_tokens": 19206 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32981, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 37897, - "estimated_input_tokens": 9475, - "estimated_eval_tokens": 19206 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32981, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs across different subsystems. The only clear duplicate is the pair of loss-utils cross-entropy fixes; everything else should stay separate.", - "confidence": 0.91, + "summary": "Mostly unrelated PRs across model additions, docs, and refactors. The only clear duplicate pair is the two `fixed_cross_entropy` patches in `loss_utils.py`, which both add `weight`/`label_smoothing` support for the same function and target the same issue.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical representative for the only true duplicate pair: it has the explicit issue link to #43240, more review activity, and the same concrete `fixed_cross_entropy` change as #43254.", + "canonical_pr_reason": "Use PR 43251 as the canonical PR: it has the explicit issue target, a slightly more complete signature change (`**_kwargs` plus forwarded `weight`/`label_smoothing`), and is the clearer representative of the same loss-utils fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest single PR in this set because it is a focused, concrete bug fix with an explicit target issue and it matches the only accepted duplicate edge in the cluster.", + "best_pr_reason": "PR 43251 is the best global representative because it is the most concrete and self-contained fix in the set, with an explicit issue link and the clearest description of the underlying bug in `fixed_cross_entropy`.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: VideoPrism model/docs addition vs Executorch dynamic-shape test." + "reason": "Different changes: VideoPrism model/docs addition vs an ExecuTorch dynamic-shape test. Same broad theme of testing/model infrastructure is not enough to merge." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated areas: Mistral tokenizer methods vs adding MobileLLM model files." + "reason": "Unrelated PRs: Mistral tokenizer method additions vs adding a new MobileLLM model. No shared code path or same bug." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and Executorch export tests are not the same bug or change." + "reason": "Tokenizer API patch vs ExecuTorch dynamic-shape test. Distinct artifacts and fixes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-instantiation robustness vs new MobileLLM model implementation are unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:45589", - "accept": false, - "reason": "Loss-function kwargs fix and flash-attention `s_aux=None` handling affect different code paths." + "reason": "Processor-pretrained robustness changes vs a new model implementation. Different concrete problems and files." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy helper fix is unrelated to adding MobileLLM." + "reason": "Loss-function kwargs fix vs MobileLLM model addition. No overlap in bug or code path." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs support is unrelated to Mistral4 test/model changes." + "reason": "`fixed_cross_entropy` change is unrelated to Mistral4 test/model fixes; different subsystem and failure mode." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing and Mistral4 fixes are different changes." + "reason": "ExecuTorch export tests and Mistral4 test fixes are different test additions for different models/code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test and MobileLLM model addition are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45589", - "accept": false, - "reason": "Adding MobileLLM and fixing flash-attention null handling are unrelated." + "reason": "ExecuTorch exportability test vs MobileLLM model addition. Not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model code vs Falcon output-interface refactor are different changes." - }, - { - "left": "pull_request:43989", - "right": "pull_request:45589", - "accept": false, - "reason": "Auto video processor lookup fix and flash-attention null handling are unrelated." + "reason": "New MobileLLM model vs Falcon output-capture refactor. Different code paths and goals." }, { - "left": "pull_request:43995", - "right": "pull_request:45589", + "left": "pull_request:43823", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon model refactor and flash-attention `s_aux` fix do not target the same issue." + "reason": "Different model additions/fixes in unrelated architectures; no shared concrete bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-collection refactor and model-creation skill content are unrelated." + "reason": "Falcon refactor vs a model-creation skill/documentation PR. Completely different scope." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are distinct model-specific changes." + "reason": "Falcon output collection refactor and Mistral4 test/model fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45587", "accept": false, - "reason": "Mistral4 test/model work is unrelated to continuous batching documentation." + "reason": "Mistral4 tests vs continuous batching docs. Same repo area only at a very broad level; not the same change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-family `layrnorm` rename corrections are different changes." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45589", - "accept": false, - "reason": "Mistral4 changes and flash-attention null handling are not the same bug or patch." + "reason": "Mistral4 test fixes vs `layrnorm` normalization rename cleanup. Different models and fixes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill PR are unrelated." + "reason": "Mistral4 test fixes and a new-model skill draft are not the same artifact or bug." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill PR are not the same change." + "reason": "MobileLLM model implementation vs a draft skill/documentation PR; no common code-path problem." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same `fixed_cross_entropy` path to pass supported `cross_entropy` kwargs; they solve the same underlying issue (#43240) and could be merged into one fix." + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` in the same function to forward `weight` and `label_smoothing` to `nn.functional.cross_entropy`; they are duplicate implementations of the same fix for issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet, and the soft-edge rejections are conservative. The only accepted duplicate pair is well supported: PR #43251 and #43254 both patch `src/transformers/loss/loss_utils.py`, share issue target #43240, and address the same `fixed_cross_entropy` kwargs bug. The summary appropriately characterizes the rest of the cluster as unrelated." + "feedback": "Grounded overall. The only accepted pair is the duplicated `fixed_cross_entropy` fix in `src/transformers/loss/loss_utils.py`, and the rest of the soft-edge rejections stay conservative and consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -15195,7 +15293,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "172049380f8ae0c4e269d98b613d579a391b1cd19be294522788cfbeed036f74", + "prepared_review_unit_hash": "3a3fdc1d60d30f71b24b0c3c0ab1b20e520f31395e97fd0bae1ff6c72fcc95a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -15217,18 +15315,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add related VibeVoice support, but they are not the same change: one is the initial VibeVoice implementation and the other is a draft for VibeVoice Realtime with additional tokenizer/feature-extractor work. They should not be deduplicated.", - "confidence": 0.82, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds a separate realtime/acoustic-tokenizer extension on top of the same family of files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the earlier, broader initial VibeVoice implementation and appears to be the main integration PR rather than a follow-up variant.", + "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation and appears more mature/established, with substantial review activity and the primary model/docs/auto-registry additions.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best PR for the cluster since it is the more complete, non-draft baseline implementation with higher discussion activity and covers the core VibeVoice integration.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational VibeVoice integration; PR 42781 is a narrower realtime follow-up with different functionality and a draft status.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related feature area, but not the same concrete change: #40546 implements VibeVoice support, while #42781 adds VibeVoice Realtime and touches additional tokenizer/feature-extraction code. They could not safely be merged as one PR." + "reason": "Reject: despite overlapping filenames, the PRs target different concrete changes. 40546 implements base VibeVoice, while 42781 adds realtime support and a VibeVoice acoustic tokenizer/generation changes, so they are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -15258,12 +15356,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "cb4f97083b58f650580d46054a8a1bd8008772ff2bc8345273dc4a9bbe6c5ec0", + "prepared_review_unit_hash": "63f011ac0fb7883c8d5c3c2bf76a835f4edb3268646316856c09a80f3d4e2791", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15271,7 +15369,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15280,18 +15378,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-specific PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They touch different codepaths, filenames, and user-facing features, so they should not be clustered together.", + "summary": "The cluster contains two unrelated feature PRs: one for TimesFM covariate forecasting and one for DINOv3 image classification support. They touch different models, different code paths, and do not look mergeable into a single PR.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Neither PR is a duplicate of the other; if one must be treated as representative, PR 40755 is the broader feature work because it spans model code, utilities, tests, and docs, but it is not a canonical match for PR 41224.", + "canonical_pr_reason": "No canonical PR: these are distinct feature additions for different models and subsystems, not duplicate implementations of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 40755 is the more substantial and self-contained change set, but the two PRs solve different problems and should remain separate.", + "best_pr_reason": "PR 41224 is the cleaner representative of the cluster because it is a focused, self-contained feature PR with model, auto, docs, and tests updates, but it is not equivalent to PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. No shared codepath or mergeable common fix is evident." + "reason": "Reject: the PRs target different models (TimesFM vs DINOv3) and different features (covariate forecasting vs image classification). They are unrelated changes and not the same underlying code-path problem." } ] }, @@ -15384,12 +15482,12 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "f7dd01fd903ba223bc2aef7d3990c08397e33f24d9d846ab5d3eb42833af33fd", + "prepared_review_unit_hash": "28b56039c3e7e64c0ecd1755292f7d16839a7ed0af3dfdc11a162f80840f1554", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15397,7 +15495,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15406,18 +15504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add entirely different new models and their related docs/auto-registration/tests. The overlap is from the standard boilerplate for integrating a new model, not from the same underlying change or bug.", + "summary": "Both pull requests add entirely different new models (DeepSeekOCR vs Isaac) with separate model code, docs, tests, and registry updates. The overlap is only from the standard model-integration boilerplate, not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs are unrelated model additions for different architectures and should not be clustered as duplicates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative because this is not a duplicate pair; if forced to pick a single PR as the cluster anchor, the newer Isaac PR is slightly more general in its integration surface, but it is not a true canonical for the DeepSeekOCR change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model families and different feature sets: DeepSeek OCR vs Isaac. Shared filenames are just common model-boarding scaffolding, not evidence of the same concrete code-path fix or mergeable PR duplication." + "reason": "Different models and different code paths. Shared files are generic Transformers integration boilerplate, not evidence of the same bug or change; these could not plausibly be merged as one PR." } ] }, @@ -15447,12 +15545,12 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "c570940cf4927898fd68b551fbc774f648d1904436faf5a0952b2c9660ebfc2a", + "prepared_review_unit_hash": "ab5fa94a5ef0d40ab82cafe7c3b8f65e20b6823842cd2b30277fdf318add0dbe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5407, + "serialized_chars": 5408, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15460,7 +15558,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5407, + "serialized_chars": 5408, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15469,18 +15567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated model-addition PRs that both touch Transformers auto-registration and package exports, but they implement different models and codepaths (InternVLFlash vs AXK1).", + "summary": "These are two unrelated feature PRs adding different models (InternVLFlash vs AXK1). Their overlap is limited to shared Transformers registration files, which is not enough to treat them as the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a single canonical PR, PR #42166 is the more substantial and well-scoped model addition with docs, tests, and integration files.", + "canonical_pr_reason": "No canonical PR: the PRs implement different model additions and are not mergeable as one concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR #42166 is the stronger standalone candidate because it includes documentation, tests, and the full model package wiring, whereas PR #45426 appears to be a smaller feature addition for a different model family.", + "best_pr_reason": "42166 is the more complete representative of its own feature because it includes docs and tests, but it is still unrelated to 45426.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Reject: they add different models and do not fix the same concrete bug or implement the same change. Shared auto-registry/package files are incidental and not enough to merge them into one PR." + "reason": "Different model integrations with different code paths and filenames; shared auto-registry edits are incidental, not the same underlying change." } ] }, @@ -15517,7 +15615,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "6a1e246a5f98b3d8389eec01974dcef24ecbc934785864c643a580bcd0d11075", + "prepared_review_unit_hash": "b0e2c6b52d408a910887ba861daab65ee2d916d46d7ba269d45a6f89bea0d5b5", "component_budget": { "node_count": 4, "item_count": 4, @@ -15539,48 +15637,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all nominally related by rough theme words, but the diffs point to distinct changes: Whisper ASR return-language plumbing, Whisper tokenizer/test cleanup, a CLIP/ViT test-only patch, and a broad FP8 dequant/model-loading fix. I do not see duplicate underlying bugs or mergeable same-change pairs.", - "confidence": 0.82, + "summary": "These are unrelated PRs across Whisper ASR, Whisper tokenizer/tests, model test cleanup, and a broad FP8 dequant fix. The only strong, concrete fix is the Whisper return-language pipeline change; the rest are either test-only, suspicious, or address different subsystems/code paths.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42227 is the strongest canonical representative: it has a concrete user-facing bug fix, an explicit linked issue, and a focused code-path change in Whisper ASR parameter forwarding.", + "canonical_pr_reason": "PR 42227 is the clearest focused bug fix: it has an explicit issue target, a minimal code-path change in Whisper ASR pipeline forwarding, and matching tests for the return_language behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 42227 is the best global representative because it is the most concrete and well-scoped functional fix in the set, with direct issue linkage and clear intent.", + "best_pr_reason": "PR 42227 is the best overall candidate because it resolves a specific user-facing Whisper regression with a narrow implementation change and direct test coverage. The others are either unrelated test edits or a much broader refactor/fix without clear overlap.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both mention Whisper, but 42227 fixes ASR return_language forwarding while 43291 changes tokenizer decode/batch handling and tests; different code paths and different bugs." + "reason": "Both are Whisper-related, but they fix different layers: 42227 is ASR pipeline return_language forwarding, while 43291 is tokenizer decode/timestamp/test behavior. Same subsystem is not enough to treat them as the same change." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "42227 is a Whisper pipeline bug fix; 43665 is only test-file edits for CLIP/ViT and does not target the same issue or code change." + "reason": "42227 fixes Whisper ASR behavior; 43665 only edits CLIP and ViT test files, with no shared code path or underlying bug." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "42227 is a focused Whisper pipeline fix, while 44815 is a broad FP8/dequant/model-loading change across multiple files; unrelated underlying problems." + "reason": "42227 is a Whisper pipeline fix, while 44815 is a broad FP8/dequant/model-loading change across multiple files. No concrete common bug or mergeable single change." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test changes versus CLIP/ViT test edits; no shared concrete bug or change." + "reason": "Whisper tokenizer/test work versus unrelated CLIP/ViT test edits; they do not address the same bug or feature." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Tokenizer/Whisper cleanup and FP8 dequant work are unrelated subsystems and fixes." + "reason": "Different areas and different failure modes: Whisper decoding/tests versus FP8 dequant/loading. No shared underlying defect." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only CLIP/ViT edits are not the same underlying bug as the broad dequant/model-loading fix." + "reason": "The first is unrelated test-file edits; the second is a substantive quantization/dequantization fix. They are not the same underlying change." } ] }, @@ -15610,7 +15708,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0361210ef859ba4c4ec84fca729196db3535aa9a3600b41f4a03873ef672fd23", + "prepared_review_unit_hash": "05924ea49861747f32aa5e83509a7b7d35ebc710c7b6579c85cc75a3d4e4c563", "component_budget": { "node_count": 2, "item_count": 2, @@ -15632,18 +15730,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both workflow dependency-upgrade PRs, but they target different GitHub Actions and different failure modes: one is a Node 24 compatibility sweep for core GitHub Actions, the other upgrades Docker build actions to newer versions. They overlap in files because both touch CI workflows, but they are not the same underlying change.", - "confidence": 0.93, + "summary": "Two open PRs both update GitHub Actions, but they target different action families and motivations: Node 24 compatibility versus broader latest-version bumps for Docker/build workflows. They are related maintenance, not the same concrete change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the cleaner representative because its scope is explicit and coherent: upgrading GitHub Actions for Node 24 compatibility across workflows. Its title matches the concrete dependency set shown in the diff (checkout/cache/upload-artifact).", + "canonical_pr_reason": "No issue artifacts are present. If forced to pick a representative PR, #42975 is more specific and focused on the concrete Node 24 compatibility upgrade across workflow actions.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best standalone PR in this cluster because it has the clearest, most specific maintenance goal and broad workflow coverage. PR #42976 is also a valid dependency bump, but it is narrower and centered on Docker build actions rather than the same code-path problem.", + "best_pr_reason": "#42975 is the better canonical PR because it has a single, explicit purpose (Node 24 compatibility) and a coherent set of action-version upgrades. #42976 is a separate maintenance sweep centered on docker/build-push-action and a different update goal.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow-action upgrades, but they update different actions and solve different compatibility/versioning concerns. Sharing workflow filenames is not enough to treat them as the same change, and they would not plausibly be merged into one PR without conflating separate dependency updates." + "reason": "Both are workflow dependency bumps, but they touch different action groups and solve different upgrade goals. They do not look like the same underlying bug/change, and strict PR duplicate triage should not merge them just because they both update GitHub Actions." } ] }, @@ -15680,7 +15778,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "5930752b9ee66e63c4d1c703c0d0a1990ce4f10dc2e311e364063c63bb53438b", + "prepared_review_unit_hash": "924269d4173a60d7842f22da490af9d7f05c7062dbd08e75ccc1fd14d0cc09c8", "component_budget": { "node_count": 4, "item_count": 4, @@ -15702,48 +15800,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs that only overlap on shared Transformers scaffolding (docs TOC, auto registries, tests). They do not look like duplicate fixes or mergeable into one underlying change set.", - "confidence": 0.98, + "summary": "All four pull requests are separate model-addition efforts, not duplicates: ViT NEPA, Molmo, Molmo2, and CTSM. They share Transformers scaffolding files, but each introduces different model-specific code, docs, and tests, so none should be clustered together as the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items add different models (ViT NEPA, Molmo, Molmo2, CTSM) with distinct codepaths, configs, and tests; the overlap is only in shared registration/documentation plumbing.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduplication purposes. If a representative is needed, none is clearly canonical because each PR targets a different model family and implementation.", + "best_pr_reason": "No single PR is a valid canonical representative here; these are distinct model integrations with different code paths and filenames despite similar boilerplate additions.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared auto/config/docs files are generic scaffolding, not evidence of the same bug or change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs scaffolding is generic, but the implementations, tests, and docs target different models and cannot be merged as one fix/change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions with different model code and tests; they only coincide on registry/docs updates." + "reason": "ViT NEPA and Molmo2 are unrelated model integrations. They touch shared registration files, but the concrete model code and test coverage are for different architectures." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "CTSM and ViT NEPA are distinct model introductions; no shared concrete code-path problem beyond common Transformers registration plumbing." + "reason": "ViT NEPA and CTSM are different model add-ons with distinct code paths and model files. Similar repository plumbing does not make them duplicates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are different model releases with separate configuration/model/processor files; this is not the same underlying change." + "reason": "Molmo and Molmo2 are separate model families with different configuration, processing, and modeling code. They are not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions. The overlap in docs and auto mappings is too broad to indicate duplication." + "reason": "Molmo vs CTSM is just shared Transformers integration boilerplate, not the same model or bug fix. The PRs introduce different model implementations." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM fix/introduce different model families and codepaths; shared repo plumbing does not make them duplicates." + "reason": "Molmo2 and CTSM are distinct model additions. Shared auto-mapping/doc updates are incidental and do not indicate a duplicate PR." } ] }, @@ -15776,12 +15874,12 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "b645b3a7b1519ab28b193b66a2b533a79666b50606b346c026861fa55e951ecb", + "prepared_review_unit_hash": "d42df29a2d05266c30c3a0e1f488b21a6d06c8d091fe5cdc4c5565aed11f0fdb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7466, + "serialized_chars": 7468, "estimated_input_tokens": 1867, "estimated_eval_tokens": 3990 }, @@ -15789,7 +15887,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7466, + "serialized_chars": 7468, "estimated_input_tokens": 1867, "estimated_eval_tokens": 3990 }, @@ -15798,30 +15896,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated placeholder/open PRs with superficial overlap in test filenames only. They do not look like duplicate fixes for the same underlying bug or change, so no soft edges should be merged.", + "summary": "All three items are synthetic \"[don't merge]\" PRs with unrelated changes. They only overlap superficially through shared test files, but they do not fix the same concrete bug or implement the same change, so the cluster should not be merged as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true canonical duplicate here; if one must be chosen as the cluster representative, #43532 is the broadest and most central-looking placeholder PR, with more discussion and the largest mixed workflow/test diff.", + "canonical_pr_reason": "PR 43532 is the broadest and most representative of the cluster\u2019s synthetic workflow/test nature, but it is still not a true duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the best representative of the group only because it is the most substantial and touches multiple workflow/test files, but it still is not a duplicate of the others.", + "best_pr_reason": "If one PR must serve as the anchor, 43532 is the most central and widest in scope; however, none of these PRs are strong duplicate candidates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different apparent purposes: #43488 is a setup/version/dependency format check PR, while #43532 rewires CI workflow handling and edits test files. Shared test filename is incidental, not the same code-path fix." + "reason": "Both are synthetic PRs and both touch a ViT test file, but the actual changes are unrelated: 43488 is about setup/dependency/version noise, while 43532 rewires comment/self-scheduled/slack workflow logic and testing utilities. Not the same underlying change." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "#43488 is about packaging/version/dependency bot behavior; #45476 is a CI workflow caller change plus unrelated code/test edits. No same underlying bug or mergeable single fix." + "reason": "Shared test-file overlap is incidental. 43488 changes packaging/dependency metadata, while 45476 adds a PR CI workflow caller and dummy edits in CLIP/Chinese-CLIP/ViT-related files. No common concrete bug or fix path." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both are placeholder-style PRs and share a test file, but the concrete changes differ: #43532 modifies self-comment/self-scheduled/slack CI logic, while #45476 adds a PR CI workflow and unrelated tokenization/test edits. Not the same change." + "reason": "Although both touch test/workflow infrastructure and the diff preview shows a shared ViT test file, the substantive changes are different: 43532 edits comment-driven CI and notification/testing utilities, while 45476 adds a CI workflow caller and unrelated tokenization/test placeholders. Not mergeable as one PR." } ] }, @@ -15851,12 +15949,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c4147a0ef084ae39f6273a7e4d1caaf434a6448ec5cdc429d0c7639bee3190c9", + "prepared_review_unit_hash": "4c3b373ca3b3a3f75a7526e9ad2cdb60d0308d5466f122dda79204ebdff5213e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15864,7 +15962,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15873,18 +15971,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new, similarly structured segmentation pipelines and share documentation/registration scaffolding, but they target different features and code paths: concept segmentation vs visual segmentation. They are related work, not duplicates.", - "confidence": 0.96, + "summary": "These are two related but distinct PRs for adding new segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and packaging plumbing, but they target different pipelines, model integrations, and test sets, so they should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate: these are separate feature additions with different pipeline implementations and model/test coverage.", + "canonical_pr_reason": "PR 43613 is the broader and more complete implementation: it adds the promptable visual segmentation pipeline plus multiple model-specific integrations and tests, making it the stronger representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it is the broader visual segmentation feature and touches more concrete integrations and tests.", + "best_pr_reason": "PR 43613 is the best overall PR in the cluster because it covers a larger, more concrete code path and includes the most supporting model and test changes.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: despite similar scaffolding and docs, these implement different pipelines for different tasks/models (concept segmentation vs visual segmentation), so they are not the same underlying change." + "reason": "Different features and code paths: concept segmentation vs visual segmentation. Shared docs/infra files are not enough to treat them as the same underlying change." } ] }, @@ -15914,12 +16012,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "1ce8d24271b72df608cc8c91841a792a62a7ea53819601b63d3de481a3f5c1d5", + "prepared_review_unit_hash": "fd60239a51ee92e9d5c89997322668435f37c5763155d557c22b7472ae592c79", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -15927,7 +16025,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -15936,18 +16034,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both modify `trainer.py` and add customization hooks, but they solve different problems: gradient-accumulation loss scaling vs. signature-based column filtering. They are not duplicates.", - "confidence": 0.96, + "summary": "The two pull requests both touch `trainer.py` but implement unrelated Trainer extensibility changes: one adjusts loss scaling behavior for gradient accumulation, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43651 adds `_loss_is_scaled_for_ga` for loss scaling behavior, while 43663 adds `_get_signature_columns` for dataset column filtering; they target different code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43663 is the cleaner representative of the cluster because it is a focused refactor around signature-column computation, but it is still not the same change as 43651.", + "best_pr_reason": "No single PR is a good canonical representative of a duplicate cluster here because the PRs solve different code-path problems and should not be merged together as one change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying trainer behaviors: one changes gradient-accumulation loss scaling, the other changes signature-column filtering. Shared file alone is not enough to treat them as the same fix." + "reason": "Different behaviors in `Trainer`: 43651 changes gradient-accumulation loss scaling, while 43663 changes column filtering/signature inspection. Shared file alone is not enough to treat them as duplicates." } ] }, @@ -15979,7 +16077,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "c34efc72816797cbee854289dd7646c45aa7525e3b7cae4ade3138bd5a60eb87", + "prepared_review_unit_hash": "7db858fc88d43cbc8859aecdd5b0ab2d0230177d8de751ea921522a7b2aeb3ce", "component_budget": { "node_count": 3, "item_count": 3, @@ -16001,30 +16099,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "`43836` and `43842` are the same underlying `TypeAdapter` NameError fix in `src/transformers/cli/serve.py` and share issue target `43824`; `43656` is a different typing/`__future__` cleanup aimed at `43576`, so it should not be clustered with them.", - "confidence": 0.88, - "canonical_issue_reason": "`43824` is the best issue anchor because it is the explicit shared target for the two PRs that fix the concrete `TypeAdapter` NameError in `cli/serve.py`.", - "canonical_pr_reason": "`43842` is the best canonical PR because it is the most direct, narrowly scoped fix for the `TypeAdapter` NameError and is explicitly tied to `43824`.", - "best_issue_reason": "`43824` best represents the shared bug being fixed by the matching PR pair; `43576` is a different tracking issue for a broader typing cleanup.", - "best_pr_reason": "`43842` is the strongest representative PR: it directly addresses the import/type-annotation failure with the smallest, most targeted change.", + "summary": "43842 is the best representative PR for the concrete TypeAdapter NameError fix in `src/transformers/cli/serve.py`. 43836 is plausibly the same bug class and shares the same tracking issue target, but 43656 is only loosely related: its visible changes are broader annotation cleanup/future-annotations work rather than the same `TYPE_CHECKING`/string-annotation fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the most narrowly targeted fix: it directly moves `TypeAdapter` behind `TYPE_CHECKING` and string-annotates the affected parameter, addressing the import-time NameError with minimal unrelated change.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the clearest representative PR because it fixes the exact failure mode with the smallest, most specific change set.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch `cli/serve.py`, but `43656` targets a different issue (`43576`) and its diff is broader typing/`from __future__` cleanup rather than the specific `TypeAdapter`-under-`TYPE_CHECKING` NameError fix." + "reason": "Too much of a stretch on the visible evidence: 43656 mainly changes `from __future__ import annotations` and broader annotation style, which is not clearly the same concrete `TYPE_CHECKING`/`TypeAdapter` import-time fix shown in 43842." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "They fix the same concrete `TypeAdapter` NameError in the same file and share explicit issue target `43824`, so they are the same underlying bugfix." + "reason": "Both PRs point at the same CLI `serve.py` TypeAdapter annotation/import problem and share the same tracking issue target; 43836 looks like a broader but still plausibly same-fix variant of the 43842 repair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports 43836 \u2194 43842 as the same bugfix more clearly (shared issue target 43824 and same file), but it does not cleanly support treating 43656 as part of that same cluster. 43656 targets a different issue (43576) and its diff shows a broader `from __future__ import annotations`/typing cleanup rather than the explicit `TypeAdapter`-under-TYPE_CHECKING fix in 43842. So the summary overstates that all three PRs point at the same problem, and the soft-edge accept for 43656 \u2194 43842 is too strong." + "feedback": "The 43836\u219443842 linkage is reasonably grounded, but the 43656\u219443842 verdict is too strong for the evidence in the packet. 43656 has only soft-similarity plus a title claim; its visible diff preview shows a `from __future__ import annotations` change and broader annotation edits, not the same `TYPE_CHECKING`/string-annotation fix shown in 43842. That makes \u201csame underlying runtime/import problem\u201d and especially \u201ccould be merged into one fix\u201d more speculative than conservative. The summary also overstates by saying all three PRs target the same concrete TypeAdapter NameError with equal confidence." }, "evaluator_used": true, "retried": true, @@ -16117,7 +16215,7 @@ "soft_pairs": [ "pull_request:43973|pull_request:45283" ], - "prepared_review_unit_hash": "19c3459a7006c0df3ea236355e6474a168a3d742b204ee8c9b26ffcd8fdc30d5", + "prepared_review_unit_hash": "23445c16ae7b4d32c61f398b678bed18b23d61ea9d60a46713b47a6c9786c86d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16139,7 +16237,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds a new Lfm2Audio model/docs/tests, while the other adds GGUF loading support for Qwen3.5. They do not target the same code path or fix the same underlying problem.", + "summary": "The two PRs are unrelated: one adds a new Lfm2 Audio model and docs, the other adds Qwen3.5 GGUF loading support. They do not look like the same underlying change, so this is not a duplicate pair.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -16150,7 +16248,7 @@ "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Different features in different areas of the codebase: Lfm2Audio model integration vs Qwen3.5 GGUF mapping/loading support. No shared bug or mergeable common fix path." + "reason": "Different features and code paths: new lfm2 audio model/docs vs GGUF loading mappings for Qwen3.5; no shared target or mergeable overlap." } ] }, @@ -16230,8 +16328,8 @@ "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", @@ -16239,9 +16337,9 @@ "pull_request:44017|pull_request:44161", "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", - "pull_request:44059|pull_request:44071", - "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", "pull_request:44073|pull_request:44101", "pull_request:44018|pull_request:44059", @@ -16277,334 +16375,358 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "9a09453f74166ff81b2b15df8a6e938d6b1feba974d1e1b54203c5ed8e8941b9", + "prepared_review_unit_hash": "3f93ec01471621da0654628b8837dbfbd0a3786818aa031d91dd66305b743c84", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76932, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76937, + "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 loose theme of model-by-model output-tracing refactors, not one true duplicate set. The only strong duplicates are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J follow-up trio; the rest are independent model ports that happen to reference the same umbrella issue.", - "confidence": 0.61, - "canonical_issue_reason": "Issue #43979 is the shared umbrella tracking issue referenced by most of the PRs in the cluster.", - "canonical_pr_reason": "PR 44066 is the best representative: it is explicitly tied to #43979, covers the core GPT-J output-tracing refactor, and is broad enough to subsume the later GPT-J follow-ups.", - "best_issue_reason": "No issue artifact is present in the input; #43979 is still the natural canonical issue because it is the only common target across the cluster.", - "best_pr_reason": "44066 is the strongest canonical PR candidate because it is the most central true-duplicate anchor among the accepted edges and has the clearest tracking linkage.", + "summary": "This cluster is dominated by unrelated per-model output-tracing refactors that share a common umbrella issue but do not duplicate one another. The only clear duplicate-style matches are within the same model/code path: GPT-J variants (including the later GPT-J+CodeGen PR) and GPT-Neo variants.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the best representative PR because it is the latest and broadest of the truly overlapping changes in the cluster, covering the same GPT-J code path plus the related CodeGen copy, and it explicitly aligns with the shared tracking issue #43979.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the strongest canonical PR candidate: it subsumes the earlier GPT-J-only variant, touches the same concrete implementation files, and is the most complete instance of the duplicate-worthy change family in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same umbrella issue is not enough to make them duplicates." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); shared issue target only reflects the same umbrella refactor, not the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT output-tracing refactor and DeBERTa output-tracing refactor are separate model-specific changes." + "reason": "Different model families and implementation paths; both are output-tracing refactors but not the same bug or patch." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path; they look like overlapping/duplicate iterations of the same change." + "reason": "Same GPT-J output-tracing refactor in the same underlying code path; the later PR is a broader/superseding version of the earlier GPT-J change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet are distinct implementations; shared issue target does not imply duplicate PRs." + "reason": "Both are standardized output-tracing refactors, but for different backbones (ResNet/RegNet vs EfficientNet); not the same underlying change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model refactors." + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); same umbrella theme only." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet are different changes in different code paths." + "reason": "GPT-J/CodeGen vs EfficientNet; unrelated implementation paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa refactors are unrelated model-specific ports." + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations; shared issue target is too broad to treat as duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are unrelated model implementations." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different code paths and different model behavior." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate architectures with different refactor scopes." + "reason": "GPT-J/CodeGen vs MPT; same refactor family, but not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same model family (GPT-Neo), same file, same output-tracing refactor; these look like duplicate/alternate versions of the same patch." + "reason": "Both target GPT-Neo output-tracing in the same model file and appear to be the same refactor family for that code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model changes, even though they share the same refactoring theme." + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations; similar output-tracing modernization only." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model ports." + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen; same umbrella issue does not make these duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations; no shared concrete fix." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate model refactors." + "reason": "ResNet vs GPT-J; different code paths and different behavior." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different architectures and code paths." + "reason": "GPT-Neo and ResNet are unrelated model families; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated output-tracing refactors." + "reason": "ResNet and MPT are different model code paths; only the refactor pattern is similar." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are separate model changes." + "reason": "GPT-Neo vs Flaubert/XLM; same general output-tracing theme, but unrelated fixes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different implementations; same theme is too broad." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model-specific refactors." + "reason": "MPT refactor is unrelated to GPT-J/CodeGen despite the shared decorator migration pattern." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different models and code paths." + "reason": "GPT2 and MGP-STR are different code paths; not the same bug/change." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are unrelated model refactors." + "reason": "GPT-J vs MGP-STR; unrelated model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model changes." + "reason": "GPT2 output tracing and GPT-J/CodeGen output tracing are separate per-model refactors." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are distinct model-specific output handling changes." + "reason": "ViLT and Flaubert/XLM are unrelated model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model families." + "reason": "SegFormer vs GPT-J/CodeGen are different concrete changes; only the umbrella output-tracing goal is shared." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "SegFormer and VisualBert are different model code paths; not duplicates." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are separate model-specific refactors." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated implementations." + "reason": "GPT-Neo vs MPT; same refactor family but different code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different model families." + "reason": "MPT and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-Neo are unrelated model changes." + "reason": "SegFormer and GPT-Neo are different model families; no shared concrete patch." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate model refactors." + "reason": "RegNet and MPNet are unrelated models; shared issue target is too broad to imply duplication." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are unrelated models." + "reason": "RegNet and LongT5 are different code paths and different model behaviors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model-specific changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated." + "reason": "TextNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are separate code paths." + "reason": "MPNet and LongT5 are distinct model families; same refactor pattern only." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated." + "reason": "TextNet and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPT are different architectures." + "reason": "RegNet and GPT-Neo are different models; not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model-specific changes." + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are distinct model refactors." + "reason": "SqueezeBert and VisualBert are different code paths; only the refactor theme matches." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated." + "reason": "SqueezeBert and GPT-Neo are unrelated per-model changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and TextNet are separate model changes." + "reason": "MPT and SpeechT5 are different model code paths; same output-tracing umbrella only." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBERT and DeBERTa are different models and code paths." + "reason": "RegNet and Flaubert/XLM are unrelated model implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated refactors." + "reason": "MPNet and Flaubert/XLM are distinct models and fixes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "DeBERTa and ViTS are separate model-specific changes." + "reason": "CVT/FNet and SegFormer are different model families; not the same concrete bug." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated models." + "reason": "SqueezeBert and DeBERTa are unrelated model code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths." + "reason": "DeBERTa and TextNet are different implementations; no duplicate fix." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J output-tracing refactor; 44722 looks like a later/broader variant that still overlaps the same concrete change." + "reason": "Same GPT-J/CodeGen output-tracing change family; the later PR appears to subsume the earlier one on the same files." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing code path; the later PR extends the same change set into a broader patch." + "reason": "Both touch GPT-J output tracing in the same file, and 44722 is the broader follow-up version of that same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different models and different concrete code paths; same umbrella refactor only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same output-tracing modernization does not make them duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative on most soft edges. The accepted duplicate pairs are supported by shared file paths and overlapping GPT-Neo/GPT-J scopes, and the canonical issue/PR choices are backed by explicit issue links and breadth of coverage. No clear overstatement of evidence stands out." + "feedback": "The summary is grounded in the packet. The accepted pairs are limited to same-family, same-code-path changes and look mergeable as a single bugfix PR, especially the GPT-J/CodeGen cluster and the GPT-Neo pair. The rejected pairs are conservative and correctly avoid treating shared umbrella issue #43979 as duplication across unrelated model families." }, "evaluator_used": true, "retried": false, @@ -16639,20 +16761,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ee937afb50f92fe91b630dec8f79cd3e3a5343931f147a264801c96a935e1967", + "prepared_review_unit_hash": "8faf780c950a72060498fc7b30525ea0306de199cb2e4190bb05e7780803dd6a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13066, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -16661,42 +16783,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture APIs, but they affect different architectures and code paths. They are thematically similar, not duplicates.", - "confidence": 0.95, + "summary": "These PRs share a broad theme of migrating model code to standardized output tracing, but they affect different models and code paths. They are related in style, not duplicates, so the soft links should be rejected.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target, a focused refactor in one model, and more complete context than the smaller model-specific migrations.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best representative of the cluster\u2019s shared refactor pattern: it introduces `capture_outputs`/`can_return_tuple` and model-specific output-tracing hooks in a clear, self-contained way.", + "best_pr_reason": "PR 44129 is the best single PR representative for the cluster: it is clearly scoped, explicitly tracked, and most likely to describe the intended standardized-output refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and code paths (VisualBert vs TextNet); not the same underlying change." + "reason": "Different models and different forward paths (VisualBert vs TextNet); same refactor theme is not enough to treat them as the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but they target different model implementations (MPNet vs VisualBert) and are not mergeable as one concrete fix." + "reason": "Both are output-tracing migrations, but they touch distinct model implementations (MPNet vs VisualBert) and are not the same underlying bug or fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Model-specific refactors in different files for different architectures; similarity is only at the API-pattern level." + "reason": "MPNet and TextNet are separate code paths; this is a shared modernization pattern, not one mergeable duplicate PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both migrate output handling, but RegNet and SqueezeBert are unrelated code paths and would not be one PR." + "reason": "RegNet and SqueezeBert are unrelated model implementations; similar decorator/output-capture cleanup does not make these the same change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Shared output-tracing migration theme, but SqueezeBert and SpeechT5 are distinct model changes; not a duplicate pair." + "reason": "SqueezeBert output-tracing cleanup is not the same concrete fix as SpeechT5's refactor, and the models/code paths differ substantially." } ] }, @@ -16775,268 +16897,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "0d018a5713d1290bf9f951722b1ae663794df436f26938fd51176ca207d98401", + "prepared_review_unit_hash": "fac7f7a8511e1c3d879c71cfdd0ee2683ce6b74be9aef0b6c27819f5648c7d13", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39787, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39779, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39787, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39779, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common output-tracing/refactor theme, but they are separate model-specific changes across different code paths and architectures. I found no true duplicates; all soft edges should be rejected.", - "confidence": 0.88, + "summary": "These PRs are all model-specific output-tracing refactors, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "44003 is the closest thing to a canonical PR: it spans two closely related Mamba-family implementations and includes the full tracing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`).", + "canonical_pr_reason": "If a single representative is needed, PR 44003 is the broadest self-contained refactor, touching two related Mamba-family implementations and the new output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best cluster representative because it is broader and more structurally complete than the single-model refactors, while still targeting one coherent change pattern.", + "best_pr_reason": "PR 44003 is the strongest standalone representative of this cluster because it has the broadest concrete code change and most clearly embodies the shared output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families (`timm_backbone` vs `upernet`) and different forward paths." + "reason": "Different model families and forward paths; only the refactor pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying change." + "reason": "Different model implementations; same tracing theme, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths (`timm_backbone` vs `univnet`), so this is only thematic similarity." + "reason": "Separate architectures/code paths; these are not mergeable as one bug fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `mamba`/`falcon_mamba`); not one mergeable fix." + "reason": "Both refactor output handling, but in different model stacks and distinct code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`timm_backbone` vs `rwkv`); same pattern, different change." + "reason": "Different models and implementations; shared wording does not indicate a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths; not the same bug or change." + "reason": "Same broad refactor idea, but applied to different model code and tests." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `upernet`); only the refactor style matches." + "reason": "Different model families; not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different code paths (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`); not a duplicate." + "reason": "Separate model-specific tracing refactors, not one underlying bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated models; same tracing refactor theme only." + "reason": "Different encoder-decoder implementation, so this is not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are separate architectures, not one shared fix." + "reason": "Distinct model code paths; only the output-tracing motif is shared." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet touch unrelated forward implementations; not the same change." + "reason": "Different model architectures; same refactor theme but not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `upernet`), so these should not be merged as duplicates." + "reason": "Separate model families and files; not a duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different families (`vision_text_dual_encoder` vs `mamba`/`falcon_mamba`); only a superficial similarity." + "reason": "Both are tracing refactors, but they touch unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model stacks (`vision_text_dual_encoder` vs `depth_anything`), not the same underlying problem." + "reason": "Different model stacks and code paths; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths; these are not duplicate fixes." + "reason": "Distinct models; the overlap is only conceptual." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (`univnet` vs `mamba`/`falcon_mamba`); not mergeable into one PR." + "reason": "Different implementations with separate output-capturing changes." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and DepthAnything are different model families; same refactor pattern only." + "reason": "Same general refactor family, but not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are separate model implementations; not the same concrete change." + "reason": "Different architectures and code paths; not a mergeable duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`upernet` vs `mamba`/`falcon_mamba`); no shared code-path fix." + "reason": "Separate model families; no evidence of one shared bug fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-family output tracing and CodeGen caching/output behavior are different concrete changes." + "reason": "Unrelated model code paths; similar refactor naming is not enough." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated architectures; not a duplicate refactor." + "reason": "Different subsystems and implementations; not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model code paths, so this is only thematic similarity." + "reason": "Separate model families; no shared concrete bug or patch." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen target different implementations; not the same bug or fix." + "reason": "Different models and outputs; only the refactor style matches." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "VisionTextDualEncoder and CodeGen are unrelated; shared refactor naming is not enough." + "reason": "Distinct code paths; these would not be merged into one PR safely." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model families; no single underlying fix." + "reason": "Different model families and implementations, despite similar tracing changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are distinct code paths, not duplicates." + "reason": "Separate encoder/decoder stacks; not a duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated models; same output-tracing theme only." + "reason": "Different model code paths; shared theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are different architectures; not the same concrete change." + "reason": "Distinct models and refactors; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are separate model families; not a duplicate fix." + "reason": "Different architectures; no concrete overlap beyond output handling." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated code paths; only the refactor pattern matches." + "reason": "Separate model implementations and refactor scopes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different implementations, not one bug." + "reason": "Different encoder-decoder families; not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are distinct model families; not mergeable as duplicates." + "reason": "Different models and code paths; only the pattern is shared." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated model paths; same theme, different change." + "reason": "Distinct architectures and changes; not one underlying bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are separate architectures; not the same underlying fix." + "reason": "Separate model implementations; not the same concrete change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV touch different code paths; not duplicates." + "reason": "Different code paths and model families." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are unrelated models; only superficially similar." + "reason": "Unrelated implementations; same refactor wording is insufficient." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different subsystems; not the same concrete change." + "reason": "Different models and patches; not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated model implementations, so reject." + "reason": "Separate architectures/code paths; no shared underlying bug." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families; no shared code-path bug or change." + "reason": "Different model families and concrete changes." } ] }, @@ -17069,12 +17191,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "c77fa17724bec77e80b0873b2a89f867e9b9e77a8c094bf5436e80ab10aaf236", + "prepared_review_unit_hash": "4ede744731227b4b01359c919916a76a6c8ed1d024784b795b72aeb840634361", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11070, + "serialized_chars": 11071, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -17082,7 +17204,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11070, + "serialized_chars": 11071, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -17091,30 +17213,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different model families (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers boilerplate and registration files, but they do not fix the same code-path problem and should not be deduplicated.", - "confidence": 0.98, + "summary": "All three pull requests are separate model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers boilerplate and auto-registration files, but they target different models, architectures, and code paths, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR introduces a different model implementation and associated docs/tests, so none is a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative, PR #45401 is the most self-contained and explicitly tracks its own target issue, but it is still not a substitute for the other two because it implements a different model.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and code paths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs are boilerplate, not evidence of the same bug/change." + "reason": "Different models and different problem domains: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared docs/auto-registry files are boilerplate, not evidence of the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model implementations; overlap is limited to standard model plumbing and docs." + "reason": "These add unrelated model support for PenguinVL versus DeepSeek-OCR-2. They touch similar framework registration files, but the actual implementations, configs, and tests are for distinct models and code paths." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different files, converters, and behaviors; not the same underlying change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are different model families with different functionality and model code. Similar auto/module/docs edits are expected for new model additions and do not indicate the same fix or change." } ] }, @@ -17144,7 +17266,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "069c45761b7b8a2514d2326ecda09d78995450354292c1d79512f5a1ac083c2d", + "prepared_review_unit_hash": "86886706ab953a0c1bc708199dccc16fc611fc30313584377c9d9d105d024b26", "component_budget": { "node_count": 2, "item_count": 2, @@ -17166,18 +17288,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs about module/kernel fusion, but they are not the same concrete change. The first adds a generic Module Fusion API and tests; the second wires n-to-1 kernel fusion into KernelConfig/model loading paths. They could coexist, but I would not merge them as duplicates.", - "confidence": 0.83, + "summary": "These PRs are related only at a high level around fusion, but they implement different things: #44979 introduces a generic Module Fusion API, while #45363 adds a specific n-to-1 kernel fusion path via KernelConfig and integration plumbing. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is linked. If forced to pick one PR as the cluster anchor, PR #45363 is the more concrete end-to-end feature because it modifies the existing loading/integration path and includes an executable example.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the stronger representative of the cluster: it implements a specific kernel-fusion workflow across existing code paths, whereas PR #44979 is a standalone API foundation. PR #45363 is more likely to be the actionable, user-facing change.", + "best_pr_reason": "#45363 is the more concrete, end-to-end feature PR with integration and example code, so it is the better standalone representative of the cluster even though it is not a duplicate of #44979.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are about fusion, but they target different layers: #44979 introduces a generic Module Fusion API, while #45363 adds n-to-1 kernel fusion through KernelConfig and model-loading integrations. Related theme, not the same underlying change or bug." + "reason": "Different abstraction layers and code paths: #44979 adds a new Module Fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion with integrations. They are related conceptually but not the same fix/change." } ] }, @@ -17207,7 +17329,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "1a85d7ea68d2862d64b376db8d51324146b7848b500d74c5ea8a106045e50b79", + "prepared_review_unit_hash": "7ef0feffb3864f412c9fe455669d696d955a6823fd07e969fe7d7c7dfd23d9da", "component_budget": { "node_count": 2, "item_count": 2, @@ -17229,18 +17351,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they are near-identical fixes for the same code path, with the later PR adding tests.", + "summary": "Both PRs address the same Mistral regex patch AttributeError in the same code path and make the same fix in `tokenization_utils_tokenizers.py`; the later PR adds tests and is the more complete candidate.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same fix as #45086 but also includes test coverage and appears to be the more complete change.", + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it implements the same fix as #45086 but also includes tests, making it the more complete and merge-ready version.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same concrete bug fix, broader validation via tests, and clearer final form of the change.", + "best_pr_reason": "PR #45317 is the best PR choice: same underlying bug fix as the other PR, same touched file, and it adds test coverage for the behavior change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and same file; the diffs are effectively the same code-path correction, so they are safe to treat as duplicates." + "reason": "Same concrete bug and same fix in `_patch_mistral_regex`/`tokenization_utils_tokenizers.py`; the second PR appears to be the test-backed follow-up of the same patch and could plausibly be merged as one change." } ] }, @@ -17270,7 +17392,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "7eaa55a3e9d9677c04e1750af1ec04a3e3a441b5edf3647b1c45cc3a467a2d90", + "prepared_review_unit_hash": "147400e64693da1bd7c4f16d177a4b429fca9f4cd147fc4f6f1b71ba8b61967c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17292,18 +17414,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to NemotronH architecture work, but they address different changes: one refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping support, while the other splits NemotronH into dedicated dense/sparse model families with docs and tests. They are not duplicates of the same underlying fix.", - "confidence": 0.88, + "summary": "Both PRs are in the NemotronH family, but they address different changes: one is a refactor/conversion-mapping inheritance update, the other is a broader split into NemotronH Dense/Sparse with docs and auto-model updates. They overlap on shared model files but do not look like the same underlying fix.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more user-facing architectural change: it introduces the dedicated NemotronHDense/NemotronHSparse model split, updates auto-mappings/docs, and includes tests. The other PR is a narrower refactor/conversion-mapping cleanup.", + "canonical_pr_reason": "PR #45569 is the broader, more representative change: it introduces the dedicated NemotronHDense/NemotronHSparse packaging, updates auto-mapping/docs, and includes the NemotronH compatibility adjustments as part of the larger model-family restructuring.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone change in the cluster since it directly implements the model family split and associated public API/documentation updates. PR #45115 is more of an internal refactor and conversion-mapping support patch.", + "best_pr_reason": "PR #45569 is the best representative PR for this cluster because it covers the main functional expansion of the NemotronH family, while #45115 is a narrower refactor focused on inheritance and conversion mapping.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same concrete change: #45115 refactors inheritance and conversion key mapping, while #45569 introduces the dense/sparse model split plus docs/tests. They would not plausibly be merged as one PR." + "reason": "Do not merge: #45115 is a refactor for GraniteMoeHybrid-compatible inheritance and checkpoint key conversion, while #45569 splits NemotronH into dense/sparse variants and updates docs/auto-mapping. They share some model files but solve different concrete problems." } ] }, @@ -17333,7 +17455,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ab34857b13c5bb2e8719fdd979a69c9c1c5cdfe80375edc926e03197a4dfd318", + "prepared_review_unit_hash": "004fbb685ddb8769683eac42a569a80e17b656f99dc8e68d520307a35c97a92a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17355,18 +17477,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer config plumbing, while the other adds heterogeneous modeling/cache support on top of that. They share infrastructure files, but they target different layers of the feature and would not be merged as a single change.", - "confidence": 0.94, + "summary": "Two related but distinct PRs: one introduces heterogeneous per-layer config support, the other adds broader heterogeneous model/runtime support on top of it. They share infrastructure files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate canonical PR: the two PRs are complementary rather than the same fix/change. If forced to pick one representative, PR 45333 is the more foundational config-side change.", + "canonical_pr_reason": "PR 45332 is the more comprehensive end-to-end feature PR: it covers heterogeneous model/runtime behavior in addition to config plumbing, so it is the best representative if one PR must anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45333 is the better cluster representative because it introduces the underlying heterogeneous configuration support that the modeling PR builds on, and it is narrower/foundational.", + "best_pr_reason": "PR 45332 is the most suitable global representative because it includes the larger user-visible functionality and builds on the config support rather than only adding the underlying API.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share heterogeneity/config files, but 45333 adds per-layer configuration support while 45332 adds heterogeneous model/cache behavior. Different concrete code paths and not plausibly one merged PR as a duplicate fix." + "reason": "Related foundation-and-feature pair, not duplicates: 45333 adds per-layer heterogeneous config plumbing, while 45332 adds modeling/cache/runtime support that depends on it. Different concrete change sets and not safely mergeable as one PR." } ] }, @@ -17388,48 +17510,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45415-2", + "cluster_id": "cluster-45394-4", "nodes": [ - "pull_request:45415", - "pull_request:45425" + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596" ], "soft_pairs": [ - "pull_request:45415|pull_request:45425" + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45592|pull_request:45596" ], - "prepared_review_unit_hash": "2ee1ee534b419f87d6cbad38bdf088d2fcf3105305b431032387aed96de508f9", + "prepared_review_unit_hash": "14074f69197093061b2ae6c8581f561c5008f11c03e84abab3a2c0b55dec24a9", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5305, - "estimated_input_tokens": 1327, - "estimated_eval_tokens": 2910 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10263, + "estimated_input_tokens": 2566, + "estimated_eval_tokens": 5388 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5305, - "estimated_input_tokens": 1327, - "estimated_eval_tokens": 2910 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10263, + "estimated_input_tokens": 2566, + "estimated_eval_tokens": 5388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the typing area, but they are different changes: one is a broad type-checking sweep across many transformers modules, while the other is a narrower modeling_utils/_typing typing cleanup. They overlap in a couple of shared files, but not in the same concrete fix.", - "confidence": 0.93, + "summary": "These PRs are not true duplicates; they cover separate models and separate failure modes. Two are model-parallel/code-path fixes for CLIP-family models, while the other two are test-only adjustments for unrelated models and hardware-specific expectations.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader, more central typing pass across many files and is the better cluster anchor if one PR must be chosen.", + "canonical_pr_reason": "No single PR is a clear duplicate-canonical for the cluster. If one must be picked as the strongest representative, PR #45487 is the most substantial code fix: it addresses a concrete model-parallel/device placement bug and updates no-split module handling across affected model implementations.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best single representative because it covers the larger repo-wide type-checking change and subsumes the shared typing-related files.", + "best_pr_reason": "PR #45487 is the best representative of a real underlying bug because it fixes an actual runtime code path (token_type_ids device placement) and associated model-parallel splitting behavior, rather than only adjusting expected outputs in tests.", "soft_edge_verdicts": [ { - "left": "pull_request:45415", - "right": "pull_request:45425", + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different models and different failures: XCLIP split-module/test failures vs BLT XPU generation expectations. Shared similarity is too broad to indicate the same underlying bug or change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel/device handling fix is unrelated to FastVLM test padding-side setup. They do not address the same concrete code path." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "These target unrelated models and distinct problems: model-parallel token-type-id handling vs BLT bf16/XPU test expectation changes." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", "accept": false, - "reason": "Reject: both are typing-related, but they target different underlying changes. #45415 is a broad type-checking sweep with pyproject mypy-ignore adjustments; #45425 adds specific typing aliases/protocols for modeling_utils/peft. Shared files alone are not enough to treat them as the same PR." + "reason": "Both are test-related, but for different models and different issues; there is no shared underlying bug or change to merge together." } ] }, @@ -17451,48 +17596,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45487-2", + "cluster_id": "cluster-45415-2", "nodes": [ - "pull_request:45487", - "pull_request:45592" + "pull_request:45415", + "pull_request:45425" ], "soft_pairs": [ - "pull_request:45487|pull_request:45592" + "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cc7aa8f12bbf7c62e2c78ce7c6f2e69fd830c474933a649c3db5b524667f7551", + "prepared_review_unit_hash": "f7db21425ed32ad1069db21ebdd19efe550668d649f8f201e322204616507570", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5154, - "estimated_input_tokens": 1289, - "estimated_eval_tokens": 2834 + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5154, - "estimated_input_tokens": 1289, - "estimated_eval_tokens": 2834 + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one fixes model-parallel device placement in AltCLIP/ChineseCLIP, while the other adjusts FastVLM test padding behavior. They touch different code paths and solve different problems.", - "confidence": 0.98, + "summary": "Both items are pull requests about typing work in Transformers, but they address different scopes and code paths: one is a broad type-checking sweep, the other is a focused typing-helper/modeling_utils update.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the better representative of the cluster because it contains the substantive runtime bug fix; PR 45592 is a narrow test-only adjustment.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it enables stricter type checking across many `src/transformers/*` modules and adjusts typing config, so it best represents the cluster\u2019s main theme.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the strongest standalone PR in the set since it addresses an actual model-parallel bug across implementation files, whereas PR 45592 only modifies tests and test setup.", + "best_pr_reason": "PR 45415 is the best cluster representative because it is the most comprehensive and central typing-related change in the set; 45425 looks like a narrower follow-up rather than the primary change.", "soft_edge_verdicts": [ { - "left": "pull_request:45487", - "right": "pull_request:45592", + "left": "pull_request:45415", + "right": "pull_request:45425", "accept": false, - "reason": "Different underlying issues and code paths: 45487 fixes device placement in AltCLIP/ChineseCLIP model code, while 45592 changes FastVLM test padding/determinism. They are not the same bug and would not be merged as one PR." + "reason": "Reject: both are typing-related, but they do not appear to fix the same concrete bug or implement one mergeable code change. 45415 is a broad type-checking sweep across many files, while 45425 adds typing protocols/helpers for modeling_utils and PEFT integration." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index bc6e452099ff65c48e6a44258ac19c77cab8f5ed..4baca93e4eb1f5b7a2e0dec5f1e0b1b4a63d4057 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260423t060036z", + "analysis_id": "hybrid-model-20260423t120024z", "archived_artifacts": { - "hybrid": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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The only clear duplicate pair is the DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds for dimension 0 with size 0\" reports.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3/BERT size-0 IndexError; issue:43638 is the same failure mode with a near-identical repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best canonical issue because it states the core bug clearly and matches the duplicate sibling issue most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same general model family, but different surfaces and failure modes (config attribute error vs streaming chat API failure)." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different problems: dtype mismatch in preprocessing vs AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime issues, but the code paths are unrelated (autocast dtype mismatch vs GPU backend failure)." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different underlying bug: AMD GPU support vs invalid method call in a model implementation." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and distinct errors; no shared concrete bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and FP8 config failure do not describe the same bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes and code paths; no basis for duplicate merging." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items for v5 removals, but they target different removed references and are not the same underlying issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export-time ONNX issue vs import-time GenerationMixin breakage; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the shapes, contexts, and model/runtime paths differ." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Similar error class, but this is a different mask-shape bug with a different model path." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/index shape mismatch and GPT-OSS tensor-parallel bug are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug vs tensor mask mismatch; not the same issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice preset bug is unrelated to ONNX export failure." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch in Jamba/ZeRO-3 is unrelated to the Bert zero-size IndexError." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete error message, same DeepSpeed ZeRO-3 initialization path, and same Bert-model loading failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 model runtime error and LoRA save/load mismatch are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor recompute mismatch differs from the mask indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a weight-dimension error and the other is a collective mismatch; different bugs." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different model failures with no shared code-path evidence." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 size-0 IndexError is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing shape mismatch and custom trainer signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime subsystems; no shared concrete failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in Mistral3 preprocessing is unrelated to GraniteMoE invalid method." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Missing config attribute in vLLM and tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking bug and GPT-OSS tensor-parallel bug are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and mask shape mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but they affect different model families and are not clearly the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different removed/changed APIs; same general area but not the same issue." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window config bug and Qwen3 auto device map assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH load failure are different problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different failure modes; not duplicates." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility issue and pydantic model field breakage are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask shape mismatch and ZeRO-3 Bert size-0 IndexError are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the affected models and exact problems differ." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weight and corrupted checkpoint are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but one is a transformers-chat crash and the other is a streaming inference API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and PretrainedConfig/pydantic breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template compilation error are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical 43596/43638 choice is well supported by the nearly identical ZeRO-3/BERT size-0 IndexError reports, and the other soft pairs are mostly reasonable false negatives based on distinct titles and failure modes. I don\u2019t see evidence of overstatement." + }, + "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": 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-15354-373", + "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:41093|issue:43596", + "issue:43541|issue:44589", + "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:43828|issue:44928", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "c117b38644547e47b64c037d6df024f68e65fcd51ca2c385796ce10ba9cbdcfb", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37569, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformer regressions and docs/model-loading issues. There is one clear duplicate subcluster around non-persistent buffer corruption in v5, but the rest of the soft pairs are only broadly similar at the subsystem level and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue covers the whole cluster; the closest true duplicate subcluster is the non-persistent-buffer regression, where issue 43950 is the best representative because it directly describes the corruption during `from_pretrained()` and matches 43644/44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest issue representative for the only clear duplicate subcluster in this set: the v5 non-persistent-buffer corruption regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different config regressions: missing `pad_token_idx` in `StableLmConfig` vs a `PretrainedConfig`/pydantic field break." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: int4 quantization OOM from increased reserved memory vs tied-weight issues in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but the concrete failures differ: torch dynamo `grouped_mm` tracing vs tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure modes: autocast dtype mismatch in Phi-tiny-MoE vs streaming inference API failure in Qwen3.5-0.8B." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated loader/init error (`_is_hf_initialized`) versus a pydantic `PretrainedConfig` field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different topics: GGUF/gpt-oss architecture support vs Qwen3.5 chat/completions streaming failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "`sliding_window` handling in Qwen3-MoE is unrelated to the `PretrainedConfig` pydantic regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer-mapping registration failure and streaming inference are unrelated code paths." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific loading problems: Gemma3/vLLM `sliding_window_pattern` vs MobileLLM key lookup." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too different in scope to confirm one concrete bug: degraded text embeddings vs nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but they point to different shapes and loading paths, so not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: torch dynamo `grouped_mm` tracing vs missing `Float8_e4m3fnStorage`." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Both touch MoE models, but one is FP8-config loading and the other is float32 tracing under dynamo; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different model families and symptoms: GPT-OSS perplexity issue vs GLM5 issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` and Qwen3.5 embedding unpacking under TRL are distinct training/loading bugs." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they concern different models and likely different code paths; too broad to merge." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model init breakage is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation model regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA/ReLU discussion and a docs command-removal issue are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 MoE support and flash-attn fallback gating are different implementation problems." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated docs about a removed CLI command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Wrong detokenization for DeepSeek coder and Qwen-3-8B-NVFP4 runtime failure are unrelated model-specific bugs." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression: non-persistent buffers are being corrupted during model loading, described from two angles." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression about non-persistent buffers being filled/corrupted in Transformers v5." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared code path indicated by the titles." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve Qwen-related training/inference issues, but dtype mismatch under autocast is not the same as the 3D position_ids SDPA/BF16 collapse." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors (model/processor mismatch and quantization failure) are not the same bug as poor SigLIP2 text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are different issues." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API signature breakage and DeepSpeed ZeRO-3 model-loading index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Video embedding `StopIteration` in Qwen3-vl and GraniteMoEHybrid invalid-method calls are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The non-persistent-buffer trio (43644/43950/44534) is the only clearly supported duplicate subcluster, and the other pair rejections are cautious given the titles. No pull-request mergeability issues are present 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": 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-15354-373", + "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:42947|issue:43856", + "issue:43975|issue:45520", + "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:43054|issue:43278", + "issue:43824|issue:43872", + "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": "f95d762adcd1ab06438bf3c8fdef90f1c8eb27cd0144ba67a6cbee3d47f0737e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38592, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated loading/regression issues across tokenizers, DeepSpeed/ZeRO, quantization, SigLIP2, docs, and flash-attn. I only see two clear duplicate pairs: the v5 docs pipeline-removal notices, and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. The rest are similar by subsystem or model family, but not the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bug classes rather than one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If forced to pick one representative issue, issue:44291 is the cleanest concrete regression report for the repeated `_is_hf_initialized` loading error, but it only represents one small duplicate subcluster.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both mention storage/type errors, but one is a bitsandbytes `_is_hf_initialized` incompatibility and the other is a Float8 storage lookup failure; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family (SigLIP2), but one is zero probabilities and the other is degraded text embeddings; different symptoms and likely different root causes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but gradient-checkpointing ineffectiveness and int4 reserved-memory growth are distinct issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is embedding quality and the other is an HF-vs-JAX implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failures: GLM-4v loading vs missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy loading messages, the other is an actual load failure for a specific model." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both touch training memory, but the LoRA checkpointing problem and Qwen3 MoE memory inefficiency are separate bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 `flash_attn` import KeyError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` and the other is broader model breakage; not the same concrete issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-related, but one is just unnecessary noise while the other is a hard tokenizer/model load failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failures; one is Qwen3VL `weight_only`, the other is a GLM5 issue with no clear shared root cause." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen LoRA / embedding-tie related, but one is a version incompatibility and the other is a warning about `tie_word_embeddings`; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are load/config errors, but Gemma3 ZeRO-3 index errors and Qwen3 MoE FP8 failures are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Detokenization regression versus inability to load a specific model; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both mention recent-version/model loading regressions, but 45356 is a Kimi-K2.5 tokenizer codec/warning issue, not the same as the general remote_code breakage." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` mapping logic is a different area from remote-code loading regressions." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but one is SigLIP2 embedding quality and the other is a dtype change between training and eval." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a VL class versus bitsandbytes initialization/storage incompatibility; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same documentation regression: stale pipeline-task references after the v5 pipeline removals." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-adjacent, but the reports do not describe the same concrete failure or code path." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated subsystems." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "`lm_head` tying in Mistral3 and non-persistent buffer corruption during `from_pretrained()` are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different models and failures: Qwen3 MoE weight conversion vs Ovis2 checkpoint corruption." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import surface error versus bitsandbytes initialization bug; not the same issue." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-load failures, but they concern different models and different mechanisms." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion under Qwen3.5 RLHF and an `integrations/flash_attention.py` crash are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different problems: a bad tokenizer error message vs a tokenizer load failure." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading problems in Qwen variants, but the model targets and failure descriptions differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` TypeError regression during model loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes; no clear shared underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs in different layers: RLHF gradient instability versus a flash-attention integration crash." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad error message for Voxtral and inability to load `cjvt/sleng-bert` are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure and broader remote_code regressions are not the same concrete issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is a weight-conversion/loading issue, the other is a gradient-averaging issue during training; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the two clearly supported duplicate pairs (the v5 docs pipeline-removal issues and the `_is_hf_initialized` loading TypeError issues), and the remaining soft-edge rejections do not overclaim shared root causes. The canonical-issue and best-issue choices are also appropriately cautious for a heterogeneous cluster." + }, + "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": 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-15354-373", + "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:44155|issue:45584", + "issue:24643|issue:30064", + "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": "96860ed0826e0d2a19485de24dd2f2e22950941e069cc9a013c00a64e4203860", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "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 cluster is heterogeneous and should be split into several smaller duplicate groups rather than treated as one issue. Clear duplicate pairs exist for the non-persistent buffer regression, the masked-index IndexError, the custom-model init regression, the SigLIP2 bad-output reports, the Qwen video regression, and the config-validation load failures.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; it contains multiple unrelated bug families (DeepSpeed/BERT, SigLIP2, Qwen video/loading, config validation, custom model init).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the entire cluster; the strongest grouping is only at the subcluster level, so this cluster should be split instead of merged around one representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: trainer API mismatch vs tensor mask shape error; unrelated code paths." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same masked-index shape mismatch IndexError; looks like the same underlying regression." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bitsandbytes loading incompatibility vs tokenizer model_max_length issue." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both report a Qwen VL video-input regression in 5.3.0; same preprocessing path appears implicated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failures: PagedAttentionCache/linear_attention vs checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support request vs dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: track-to-track embedding leak vs empty-transcription handling after token alignment." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training RuntimeError and void-segmentation image processor failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code-path problems: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5.0 custom-model initialization regression; one is just notebook-specific." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are unrelated regressions." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen-related, but one is video StopIteration and the other is TRL embedding unpacking; different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Specific import error for one class vs broader meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and meta-device loading failure are different problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model produces clearly wrong/garbled outputs in both reports; likely the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression and non-persistent buffer corruption are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video StopIteration and mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Import error for GenerationMixin vs Qwen3Moe FP8 config failure; different code paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both touch model loading, but one is DeepSpeed/Bert index error and the other is TOKENIZER_MAPPING_NAMES logic; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both point to the same strict config-validation regression preventing model configs from loading." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3 Bert index error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical report of Transformers v5 filling non-persistent buffers with junk; same regression." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Language-model weight loading under ZeRO-3 and save_pretrained visual-encoder key regression are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and a documentation example with model/processor mismatch plus quantization failure are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE compatibility across HF versions and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: GLM5 vs Qwen3.5 flash-attention generation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: it correctly identifies multiple distinct bug families and avoids proposing a single canonical issue. The accepted soft pairs are generally conservative and well-supported by the titles, especially the exact/near-exact regressions around non-persistent buffers, masked-index mismatch, custom model init, SigLIP2 outputs, config validation, and the Qwen video regression family." + }, + "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-15354-373", + "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:43257|issue:43854", + "issue:41720|issue:42915", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "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:44387|issue:44756", + "issue:43425|issue:43957", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "9e30b58949dc052130488af35c04a0d0971161cca664edccb7b3023eefa64a04", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38694, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous, but two small duplicate families stand out: tokenizer/model-loading failures for specific BERT-like models, and resize_token_embeddings not propagating to downstream embeddings. Most other pairs are distinct bugs in different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45292 is the most general, model-agnostic report of the resize_token_embeddings propagation bug, and it can serve as the umbrella issue for the accepted resize-related duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is open, broadly phrased, and describes the core API regression without model-specific noise, making it the best representative issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same current-version model-loading regression for BERT-style models; a single tokenizer/load fix could plausibly cover both." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and likely different code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "MoE training memory usage is not the same bug as quantized offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion is unrelated to a GLM unit-test load failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "CUDA assert on auto device mapping is not the same as FineGrainedFP8Config failure." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 doc example errors are different from incorrect inference results on a separate model instance." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Training memory inefficiency and int4 quantization OOM are different regressions." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": true, + "reason": "Both are tokenizer/model-loading failures for specific text models in the same version range and look like the same underlying loader regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Chat-generation crash and serve/processor AttributeError are different failures in different entry points." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration and compiled flex_attention are unrelated subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer initialization and Jupyter custom-model initialization are different Transformers 5 issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to a weight-shape mismatch on model load." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but they describe different crashing conditions and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but on different model classes and not the same concrete failure." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpoint portability is unrelated to MoE training memory usage." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both say resize_token_embeddings fails to update downstream embeddings in model-specific variants; one fix could plausibly address both." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state save/load handling is different from init_empty_weights argument handling." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and model-loading failure are related only broadly, not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping failure and AudioFlamingo3 batch leakage are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantized offloading behavior and int4 reserved-memory OOM are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation problems are unrelated to GLM5." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "int4 quantization OOM and Strix Halo mmap OOM are different memory problems." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading breakage are different regressions." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test loading of a specific model is unrelated to save_pretrained checkpoint correctness for Qwen3.5." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "NVFP4 runtime failure and MXFP4 fallback behavior are different quantization bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing under PEFT LoRA and eval-mode checkpointing are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "They are closely related, but 45276 is Gemma4-specific and 45292 is the broader output_embeddings report; keep the broader issue as the canonical one rather than duplicating." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 and GLM5 are unrelated model implementations." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3.5 SDPA/BF16 instability are different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization and mmap OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and checkpoint-resume step counting are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe resize_token_embeddings failing to update model output/decoder embeddings; a single fix in the resizing path could plausibly cover both." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Pad/unk vocab mismatch and a load failure for a different model are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet and is appropriately cautious. The accepted soft-edge pairs are all title-level similar and the rejection reasons are conservative; the canonical issue choice is also grounded by the generic wording of 45292. No pair is overstated as definitely the same bug." + }, + "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-15354-373", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45584" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43425|issue:43716", + "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:39404|issue:44671", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43883|issue:44488", + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "6c69d3e84a6a02f9ccfb61334ccca61539462320354e95b745c6d8a9afb45716", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38483, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformer/Whisper/model-loading bugs. I don\u2019t see any true duplicate pairs among the soft candidates; several are only loosely similar by subsystem or v5 regression theme.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the cleanest representative of the recurring v5 model-loading regression theme and is broader than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best standalone issue here because it states a concrete, broadly applicable loading regression rather than a narrow downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: video-input regression across Qwen VL models vs strict-config loading failure for granite_speech." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Unrelated failures: Jupyter custom-model initialization vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading related, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a Torch 2.10 compatibility issue; the other is an autocast dtype mismatch on a specific MoE model." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes and models: autocast dtype mismatch vs meta-device loading breakage." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: reproduction of an older issue vs PagedAttentionCache crashing on Qwen3.5." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL weight-shape mismatch vs NemotronH checkpoint loading." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model init in notebooks." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression vs gpt-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral image-preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline-task documentation changes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same general Qwen3-VL area, but one is a MoE loading regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs a tensor mask shape mismatch are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 output nonsense and ModelOutput key assignment with None are different behaviors and code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for EMBIDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap/OOM are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language and CamemBERT masked-LM are unrelated model-specific regressions." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel IndexError is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are different issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and template-node compilation failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: EMBIDDIA/est-roberta loading vs Mistral regex patch crash." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading breakage and extra_state save/load handling are different regressions." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "sleng-bert tokenizer loading and Mistral regex-patch crash are different model-specific tokenizer bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo all_tied_weights_keys missing and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch 2.10 incompatibility and GPT-OSS MoE tensor-parallel failure are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one concerns loading models with base_model_prefix and the other non-persistent buffer initialization." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are related only by surface area, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "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:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:42947|issue:44756", + "issue:44488|issue:44987", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:44849|issue:45325", + "issue:39404|issue:43825", + "issue:42915|issue:44530", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:45216|issue:45357", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:43632|issue:44756", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "fadc4af8ac2dde406f0db065e9bdb0c439677355e97832d47cc4f28c56cc4f0f", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions that happen to share broad themes like v5 loading/init issues. Only a few pairs look like the same concrete bug; most are different models, different code paths, or different failure modes.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45216 is the best anchor: it is a concrete, versioned regression in Qwen3.5 save_pretrained, and it has a clear matching follow-on report in 45357 about the same incorrect checkpoint serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the most actionable representative issue in the set: specific model, explicit regression version, and a narrow reproducible save_pretrained bug that cleanly absorbs its duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure path around fbank extraction / unsupported parameters, so they plausibly describe one underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Different problems entirely: LoRA gradient checkpointing vs Apple Silicon mmap OOM." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and different failure details." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and a template compilation TypeError are unrelated code paths." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about junk non-persistent buffers and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and a Qwen3.5 cache crash are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the GGUF/from_pretrained loading regression in v5; one is the generic API break and the other is a specific model manifestation." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no clear shared code defect." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device-map offload failure and GGUF loading failure are distinct loading paths." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template compilation TypeError are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family regressions, but one is hidden-states behavior and the other is rope/position-id scaling; different bugs." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language regression and pipeline translation error messaging are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is missing lm_head tying in Mistral3; the other is save_pretrained serialization inconsistency. Related theme, but not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching mismatch are different defects." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer constructor conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Separate model-loading failures for different models." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and junk non-persistent buffers are different regressions." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP nonsensical outputs and OmDet-Turbo input-size mismatch are distinct vision preprocessing/model bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint serialization regression, with 45357 explicitly stating the same incorrect visual encoder keys." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and non-persistent buffer junk are not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise while loading a transformer and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are output mismatches, but MIMI batching/padding and DAC latent decoding are different models and code paths." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-specific loading/patching failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch 2.9 are different subsystems." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "HF initialization flag regression and mmap OOM workaround are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and LoRA merge collapse with extended vocab are related only at a broad theme level, not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the chosen anchor issue (45216) is well supported by the titles and dates. The accepted soft-edge pairs are phrased conservatively enough and look plausibly mergeable as same-bug fixes. I don\u2019t see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:44265|issue:44610", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42175|issue:45542", + "issue:42915|issue:44291", + "issue:43317|issue:43856", + "issue:43611|issue:44534", + "issue:40990|issue:44811", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43377|issue:45491", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:44079|issue:45072" + ], + "prepared_review_unit_hash": "1a4c840ad660eaffdb8cd50d9637d67b5b1ca0c72b658ad773c0c9ea39829779", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of separate regressions and loading bugs that only loosely share transformer/v5/tokenizer themes. None of the soft pairs look like safe duplicate merges; they overlap in subsystem, but not in the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set ('Recent transformers versions break models using `remote_code`') and best matches the loose loading-regression theme, even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best triage anchor because it is broad, active, and naturally groups several of the v5 loading breakages without overstating that they are the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: torch.export/torch_compilable_check vs a processor size mismatch for OmDet-Turbo." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FineGrainedFP8Config failure vs a template compilation TypeError." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading, but one is a model load regression and the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related model family, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model paths: PaddleOCR-VL load failure vs a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict is a different bug from loading physical-intelligence/fast under v5.1." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only backend error." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention model init/load failures, but the concrete breakages are different: FP8 config vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is dequantized model loading with device_map=auto; the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 breakages: base_model_prefix loading failure vs junk-filled non-persistent buffers." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: high perplexity on GPT-OSS vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict in T5 is not the same as the MobileLLM-125M key error." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image iterable dataset finetuning and the other is rope-index temporal scaling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different visual-model bugs: missing temporal attention/shared weights vs wrong save_pretrained visual encoder keys." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not adding BOS/EOS." + }, + { + "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 are FP8-adjacent, but one is a FineGrainedFP8Config failure and the other is a missing Float8 storage object." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a backend/runtime issue, not the same as remote_code loading regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading with v5 is unrelated to CLIPTokenizer's model_max_length being 10**30." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer constructor error and Qwen3 auto device mapping cudaErrorAssert are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is a different problem from the generic loading-noise report." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is a label/loss edge case with num_labels=1." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different tasks and symptoms: Qwen2-VL multi-GPU training vs Qwen2.5-VL iterable-dataset multi-image finetuning failure." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the missing Float8 storage object error." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but the MIMI encoder padding-mask bug is not the same as Gemma3 NaNs from sliding-window all-padding windows." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure and missing pad_token_id on Llama4Config are distinct load-time bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during init_empty_weights is a different failure from missing Float8 storage support." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key handling is unrelated to dtype mismatches in bfloat16 inference." + } + ] + }, + "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": 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-15354-373", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "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", + "issue:34634|issue:35707", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "aa97f7481114467aa5f68be8ab25daa9c6dd06e0f3c54369c46cc212f84687a8", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 cluster mostly contains unrelated issues. The only soft duplicate that looks solid is the quantization/offload loading regression. The Qwen2.5-VL rope/position-id pair is related, but the evidence is too thin to treat as the same bug, so I\u2019d keep it separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43317 is the best canonical issue candidate because it states a concrete failure mode for device_map=auto with gpu+cpu offload, which matches the broader quantized/offload loading symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43317 is the strongest overall issue candidate: it is specific, reproducible, and serves as the clearest anchor for the offload/quantization duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: FSDP CPU-efficient loading vs ModelOutput key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key handling are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both are v5 regressions, but the concrete failures differ." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal failure modes: multiple-image finetuning vs video position ids." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export / compilable-check failure is unrelated to a dtype mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but for different models and likely different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "They point to related Qwen2.5-VL position-id symptoms, but not enough to confirm the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related Transformers v5 load regressions, but not a clear duplicate bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Shared model family, but the code paths and symptoms differ." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on A800 and tokenizer regex crash are different issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend dependency issue vs model loading failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but the reported failures are not specific enough to merge." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: nonsensical outputs vs positional interpolation failure." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "CUDA memory behavior under int4 quantization is unrelated to Sam3Video OOM." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit label reduction and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position ids." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and PEFT checkpoint loading bug are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "The _is_hf_initialized regression is unrelated to the paged-generate warning." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures; no shared concrete bug is evident." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same offload/quantization loading problem where device_map/offload behavior breaks across CPU/GPU movement." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset loading and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export support are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg and strict config loading are different regressions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation bug vs export failure for torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch vs DAC latent/forward mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence available. In particular, issue:45325 vs issue:45381 may be related by Qwen2.5-VL position-id handling, but the packet only shows closely related vision-position/rope symptoms, not enough to confidently call them the same bug. The quantization/offload pair looks plausible, but overall the output is slightly overstated rather than conservative." + }, + "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": 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-15354-373", + "nodes": [ + "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:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "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:45161", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43377|issue:44898", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:39692|issue:40444", + "issue:43296|issue:44991", + "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:43526|issue:43881", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:43873|issue:44756", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:44877|issue:44991", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:36331|issue:42617", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:44292|issue:44479", + "issue:43531|issue:43572", + "issue:41720|issue:42617", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "adebc7116b52ecbbc7e9c1adb056cb7b31bd52468cf6b05d32884debdc32dadf", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38693, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in generation, loading/offloading, configs, tokenizers, and multimodal serving. None of the soft pairs look like the same concrete underlying bug or change, so I reject all duplicate edges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the cluster is too mixed and the soft pairs are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: MIMI batched-vs-single padding-mask bug vs Perceiver image-size/interpolation issue." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor/model resolution mismatch vs Qwen2.5-VL rope-index temporal scaling; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cudaErrorAssert." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched encoder output mismatch vs OmDet image processor size mismatch; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization bug vs dtype mismatch in wrapper models; different root causes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying issue and torch.compile+SDPA failure are separate problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is device-dependent lm_head.weight behavior and the other is incorrect visual-encoder keys in Qwen3.5." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors and finetuning failures with iterable datasets are different issues." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failures: vLLM/PaddleOCR load error vs tokenizer loading regression in transformers v5." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and torch>=2.9 flex_attention compile failure are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM model-load failure vs strict config loading for granite_speech; different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map CUDA assert vs Llava Next segfault on load are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying bug vs packed-weight unpacking during accelerate loading; not the same problem." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization/weights, but Mistral3 lm_head tying is distinct from Qwen3.5 visual-encoder key saving." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert under auto device mapping vs flash-attention generation regression; different failure modes." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but the root causes differ: multimodal continuous batching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b load failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch in wrapper models; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug and resume_from_checkpoint max_steps miscalculation are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but quantization offload behavior is not the same as mmap/OOM on Strix Halo." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure do not share a concrete code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA and accelerate loading of packed BitNet weights are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs TRL SFT input-embedding unpacking issue; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet processor resolution mismatch vs Perceiver interpolation failure; different models and fixes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite speech strict config loading and est-roberta tokenizer loading are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer batch/padding crash vs OmDet image processor size mismatch; not duplicates." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature regression is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config API issues, but Gemma3TextConfig discrepancy is not the same as GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug and Qwen3.5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer kwarg regression and 3d_parallel execution failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and dequantized model offload failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and bark-small CPU offload device mismatch are distinct issues." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue differs from the Qwen VL video-input regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window cache issue is unrelated to StableLm pad_token_idx config regression." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert is unrelated to 3d_parallel.py failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel problem are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "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:43381", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:41720|issue:43873", + "issue:45406|issue:45464", + "issue:36010|issue:42617", + "issue:44514|issue:44545", + "issue:36331|issue:41720", + "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:43782|issue:45381", + "issue:34567|issue:35707", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:44451|issue:44991", + "issue:43421|issue:43653", + "issue:44062|issue:44451", + "issue:44077|issue:44625", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "6f76e145604991d3a326e35d84901f653e523b8990083ae96d3b7eb5688d5e1a", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a true duplicate set; the only clear duplicate pairs are the Qwen2_5_VLProcessor batched-padding crash and the HF_HUB_OFFLINE tokenizer-loading regression. Most other soft matches are same subsystem but different concrete bugs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44514 is the cleanest duplicate anchor in the set: it matches 44545 nearly verbatim and has the most specific, reproducible description of the shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best issue to anchor triage because it is an exact duplicate target with the clearest reproduction details; the rest of the cluster is too mixed to serve as one coherent canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a video-input processing failure and the other is a weight-only loading error; different bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "These are unrelated: a distributed metrics batching bug versus a SAM3 text/box interaction issue." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and different failure modes; not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "One is a Qwen3Moe FP8 configuration failure, the other a Llava Next segmentation fault; no shared code-path bug." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Both concern model execution/offloading, but one is an A800 cuda assert and the other is quantization offloading behavior; too different to merge." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Processor attribute crash in serve versus streaming inference API failure; different surfaces and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import regression is not the same as a failure to run 3d_parallel.py." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-verbatim duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss kwargs issue versus a Qwen3 auto-device-mapping runtime crash; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failure modes: device-map assert versus PEFT local checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-ish, but one is a typo in cache strategies and the other is outdated pipeline documentation; different changes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention num_labels/classification, but one is config propagation in Qwen3.5 and the other is a zero-loss regression across multiple models; different root cause." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load token ID loss are different tokenizer issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is incorrect video vision_position_ids; different concrete defects." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counter not updating is unrelated to progressive generation with embeddings and past KV." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resize/interpolation failure and dtype mismatch in bfloat16 inference are not the same issue." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE breaking tokenizer loading because AutoTokenizer triggers an unintended network/model_info path." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not indicate one shared bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token runtime updates and mask-token registration are different tokenizer mechanisms." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument collision is not the same as a model-specific tokenizer load failure." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking failure and evaluate-after-train failure are generic trainer issues but not the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet: it correctly treats the cluster as mostly heterogeneous, keeps the duplicate claims limited to the two clearly supported pairs, and the soft-edge rejections stay conservative overall. The canonical 44514/44545 choice is defensible from the titles and relative detail." + }, + "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": 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-15354-373", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "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:43540|issue:44008", + "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:44843|issue:45081", + "issue:43421|issue:44811", + "issue:30064|issue:36010", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43540|issue:45381", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43643|issue:44877", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "c5e8252e92aa0a4901e58e2d28853eb245ce33c2fcf3f0095d2dc5acbf8878fc", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37437, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct bugs across unrelated models, tokenizers, and processors. None of the soft-edge pairs look like true duplicates; the closest relationships are tokenizer/Mistral-regex issues, but they still describe different failure modes.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly represents the whole set; issue 44843 is the closest to the only visible subcluster because it shares the _patch_mistral_regex/tokenizer-loading path with another candidate and is broadly user-facing.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the most representative of the small tokenizer-loading subcluster and is the broadest/common entry point among the listed issues, though the overall set is still not a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: one is a specific model-loading regression, the other is an image-processor/torchvision dependency issue." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding-window behavior vs. a float8 storage lookup error during load." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality regressions, but they affect different models and code paths, not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/model mismatches, but they are different models and different concrete sizing/quantization problems." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-related, but one is runtime post-processor updating and the other is NER/padding crashes; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one crashes in _patch_mistral_regex while the other is a Kimi-K2.5 codec/warning regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different subsystems and symptoms: missing config field vs. sliding_window handling." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Bert/deepspeed init failure is unrelated to the audio feature-extraction issue." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic validation bug vs. classification-loss bug; different code paths and fixes." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different failure modes: checkpoint loading with PEFT vs. video position ids." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example mismatch vs. quantization/offloading behavior; no shared concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs. RTDetrV2 output differences; unrelated model-specific issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but one is video-input processing and the other is a Gemma3n variable-name collision." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: iterable multi-image finetuning vs. PEFT local checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading are separate problems." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction vs. tokenizer-mapping-name generator failure; no common bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs. Gemma3n tensor attribute collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are architecture/config issues, but they concern different models and different logic." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. BitNet packed-weight loading bug." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same general Mistral regex area, but different concrete failures: offline model_info call vs. backend_tokenizer AttributeError." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Different tokenizer/processor behaviors: post-processor updates vs. Whisper batch_decode parameter handling." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image segmentation processing vs. an import error for GenerationMixin." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and bugs: BLIP2 dtype propagation vs. Video-LLaVA temporal-attention/weight-sharing issue." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument collision is not the same as the model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs. Perceiver image-classification resolution handling." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they involve different Qwen model families and different bug locations." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to bf16 dtype mismatches in other models." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different failures: compile/SDPA vs. config token-ID persistence and generation IndexError." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is trust_remote_code missing fields and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model versions and different symptoms: weight_only loading error vs. flash-attention generation issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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-15354-373", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43577|issue:43582", + "issue:43531|issue:43643", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:44561|issue:45020", + "issue:43653|issue:43819", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:43650|issue:43906", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:30064|issue:36331", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:44060|issue:44368", + "issue:34634|issue:36010", + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:43653|issue:44671", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43526|issue:43697" + ], + "prepared_review_unit_hash": "a2cd2883ebe85c6b67fc7d3b2117aff834e89eead81e200cf6541517b1adea11", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most pairs share only broad topic words (loading, tokenizers, processors, v5 regressions) but not the same concrete bug or change. I would reject all soft edges; there is no clear duplicate subset here.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the issues span unrelated regressions across processors, model loading, training, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (remote_code regressions) and the most plausible representative, but it still does not match the other issues closely enough to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failures in different subsystems: BLIP2 dtype loading vs Apple Silicon allocator warmup." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config fields are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Distinct loading issues: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of remote_code breakage, but one is a specific v5 helper removal while the other is a broader meta-report." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 output quality are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue is unrelated to DAC forward/from_latents behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/nonsense issue and an isolated reproduction of another bug are not duplicates." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern removed pipeline tasks, but one is a runtime error message and the other is docs drift." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer/model loading failures with different models and inputs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL and template-node compilation errors are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping crash vs tokenizer loading for a different model." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Generic shape-mismatch IndexError and trainer.evaluate() failure after train are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and removed-pipeline-task documentation are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific inference mismatches: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure and CustomTrainer loss-signature breakage are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Tensorflow packaging/backends and Mistral regex patching are different issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but they affect different models and different mechanisms." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet image-size mismatch and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "One is a tied-weights bug; the other is a user-facing warning about config, not the same defect." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in processor/tokenizer code, but they hit different processors and fields." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and bfloat16 dtype mismatches are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBird special-token registration and CamemBERT masked-LM output regressions are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but FSDP RAM-efficient loading and init_empty_weights argument handling are distinct code paths." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue: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:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:44568|issue:45356", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43262|issue:44811", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43257|issue:43931", + "issue:43257|issue:43756", + "issue:36010|issue:36331", + "issue:43697|issue:45357", + "issue:34567|issue:40990", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "022972e5321558d0ac00828515e031847a5a522e0e1917e22504a2517febed05", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37223, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated regressions across different models/components. The only strong duplicate-like match is the Qwen video-input regression: the undefined-helper bug in `_get_num_multimodal_tokens` aligns with the broader v5.3.0 video-input failure report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report for the Qwen video regression; it pinpoints the broken video branch in `_get_num_multimodal_tokens` with undefined helpers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 best represents the duplicate cluster because it identifies the specific failing code path rather than only the downstream regression symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction vs an MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: Qwen multimodal video token counting vs auto_mappings referencing removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: template-node compilation error vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBird special-token registration vs gpt-oss quantization loading/fallback." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different code paths: AyaVision weight tying vs BLIP2 dtype loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but different concrete bugs and models; no shared code-path shown." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer.compute_loss kwargs handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training-related, but the failures differ: Zero3/non-pretrained Bert IndexError vs evaluate-after-train behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated loading regressions: gguf_file handling vs a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE accelerate/deepspeed weight conversion vs Qwen video token counting." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7 test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Float8 storage lookup error vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: MoE weight conversion/loading vs CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs example/model mismatch and quantization failure are not the same as gpt-oss MXFP4 loading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different models and token handling logic." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different issues: DAC STE/from_latents mismatch vs DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape output." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA on Bamba vs quantization fallback on gpt-oss." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "The notebook/custom-model regression is too broad; the GenerationMixin import error is a distinct symptom without clear same root cause." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate loading/memory issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model-specific issues: MoE conversion vs Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to GPT-oss perplexity." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processing, but one is a broken multimodal-token helper in the video branch while the other is batched processor shape output; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to gpt-oss quantization behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to PIL backend requiring torchvision." + } + ] + }, + "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-15354-373", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44484", + "issue:44488", + "issue:44560", + "issue:44704", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:43906|issue:45381", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:44291|issue:45042", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:33357|issue:34567", + "issue:42915|issue:43742", + "issue:42175|issue:43824", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:42175|issue:44488", + "issue:42915|issue:44821", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:43646|issue:43749", + "issue:43643|issue:45375", + "issue:28282|issue:34689", + "issue:36010|issue:42175", + "issue:43756|issue:45325", + "issue:44484|issue:44704" + ], + "prepared_review_unit_hash": "371f9b079a1c4cc45172ad2288adaa533e45fd8632c9e93cdc0ff774fc4c1f16", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated transformers bugs spanning loading, config, tokenizer, video, training, and quantization paths. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue; the items do not form one coherent duplicate set, so picking a single representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the issues safely subsumes the others or serves as a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: Blip2 dtype staying float32 vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend issue vs Python 3.14 load failure; no shared code-path bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert with auto device mapping is unrelated to Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen video inputs, but one is a broad multi-model regression and the other is a specific qwen2.5-vl position_ids bug; not clearly the same concrete fix." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading regression and CLIPTokenizer max_length behavior are different issues." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Auto device-map/offload failure is unrelated to tokenizer max_length constant handling." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue is not the same as a qwen2.5-vl video-position bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig custom token IDs loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different Qwen models and error surfaces; no proven shared bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to image processors requiring torchvision." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general area, but different model families and symptoms; too broad to be one duplicate change." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 config failure is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are different loading/config problems." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Tensorflow backend packaging is unrelated to missing Qwen2_5_VL class export." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend install packaging and a model load failure for cjvt/sleng-bert are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-kwarg duplication is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon allocator TypeError and Qwen3VL weight_only load error do not share a concrete code path." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is generic trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig strict-field drop; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision load break are different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import-path error is unrelated to Tensorflow backend installation." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and Qwen2.5-VL still-image position scaling are different model-specific issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained max_shard_size behavior is unrelated to AutoProcessor cached_file kwarg forwarding." + } + ] + }, + "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": 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-15354-373", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41720", + "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:43819", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44514|issue:45290", + "issue:44792|issue:44964", + "issue:43688|issue:43749", + "issue:45405|issue:45600", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43452|issue:43577", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43688|issue:45440", + "issue:43452|issue:44843", + "issue:43653|issue:44568", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:41720|issue:43906" + ], + "prepared_review_unit_hash": "b4773358d07fdb69285f742df08050e499ec0879cff3cd9460929bd51bc8995b", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions or feature bugs across tokenizers, trainer, model loading, and multimodal processors. Only a couple of soft pairs look like true duplicates or near-duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue fits the cluster well; it spans several distinct bug families rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the clearest representative of a concrete, user-facing loading regression with broad API impact, but it is not a true umbrella for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model correctness problem: HF outputs disagree with the reference implementation and produce nonsensical results through AutoModel/pipeline." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading failures, but the concrete bugs differ: a key error in MobileLLM loading vs an init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely different problems: missing PyTorch import vs a LayoutLMv3 validation/error-message issue." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but the failure modes and code paths differ: AddedToken special-arg duplication vs _patch_mistral_regex assuming backend_tokenizer exists." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related, but not the same bug: num_input_tokens_seen not updating vs CustomTrainer.compute_loss signature breaking on num_items_in_batch." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model/tokenizer loading, but there is no clear evidence they stem from the same concrete regression or code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading paths: init_empty_weights argument handling vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers are different and likely independent: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and symptoms; one is a failing Janus test, the other is a Phi-4 multimodal loading regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Distinct bugs in different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Not the same issue: an unreleased dependency version bump vs stale auto-mapping references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the regressions differ: missing config fields vs removal of is_torch_fx_available." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL regressions affecting different parts of processor/chat-template handling." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both are loading/model issues, but one is GGUF/from_pretrained breakage and the other is a dtype propagation bug in Blip2." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time errors, but one is a key error in model loading and the other is a missing Float8 storage type." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions in unrelated tokenizer/image-processing code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: auxiliary loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is GGUF/from_pretrained loading breakage; the other is an offline-mode failure in _patch_mistral_regex." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the concrete issues differ by tokenizer and behavior." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated config issues: num_labels propagation vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model/code paths: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image routing breakage vs Kimi-K2.5 codec and warning behavior." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading failures: ZeRO-3 model load index error vs evaluate-after-train failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality entirely: DAC latent reconstruction vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights serialization regression in v5, with device-dependent lm_head.weight behavior and translation models as manifestations of the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different Qwen3-related problems: auto device mapping cudaErrorAssert vs a reproduction of another issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted pairs are plausibly the same underlying bug family, and the rejected pairs avoid overstating similarity. No mergeability problems are apparent." + }, + "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": 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-15354-373", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "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:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44849", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43525|issue:43643", + "issue:24643|issue:29127", + "issue:43577|issue:43697", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44843|issue:44991", + "issue:43653|issue:44361", + "issue:43122|issue:43906", + "issue:44479|issue:44936", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:43577|issue:45588", + "issue:30064|issue:33666", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43531|issue:43742", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43504|issue:43720", + "issue:43452|issue:44451", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:44849|issue:45357", + "issue:43262|issue:45084", + "issue:45200|issue:45229", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "31db77567e6a1728bedf20843efe71cdea887bdd0d5de5ec4197675a925babf4", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, processor, generation, training, and model-loading bugs/regressions. None of the soft pairs look like the same underlying defect, so there is no strong duplicate canonical here.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical issue: the set is too diverse to collapse onto one underlying bug or fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous for a meaningful best duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation regressions: compiled-forward inconsistency vs recurrent state reset with cache." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different config-loading problems: missing pad_token_id vs missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different failures: DeepSpeed training runtime error vs LayoutLMv3 box-information validation/error messaging." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BLIP2 dtype handling vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loading failures for different models and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different symptoms: siglip2 zero probabilities vs processor.tokenizer/custom image-passing regression." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline model_info call and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Insufficient evidence they share the same root cause; one is a tokenizer regression, the other is a reproduction of a different issue." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Different areas: Qwen VL video regression vs trainer.evaluate() failure after train()." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different problems: Qwen3.5 flash-attention generation bug vs Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different: missing PyTorch import vs NoneType broadcast in Trainer." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch import vs MacOS bus error with community CLIP." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Different issues: import error vs embedding reinitialization after resize." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype loading vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated: void segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different defects: BLIP2 dtype issue vs MPS attention correctness bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: special-token decode output vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation bugs with different mechanisms and model families." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different video/VLM regressions: undefined helpers in token counting vs rope-index scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding-window issue vs MobileLLM loading key error." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different defects: Bamba torch.compile/SDPA bug vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3.5 issues: video input regression vs num_labels propagation." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs: legacy field in Beit vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Related to model loading, but not clearly the same root cause; insufficient evidence to merge." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated bugs in different models and execution paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failure modes: auto device mapping cudaErrorAssert vs compiled-forward chunked generation." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states behavior vs save_pretrained visual key corruption." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Different issues: chat-template audio sample-rate default vs compile error on non-template nodes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma 4 problems: text-only mm_token_type_ids default vs multi-GPU inference OOM." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: Beit legacy field load failure vs OmDet-Turbo processor/model input-size mismatch." + } + ] + }, + "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-15354-373", + "nodes": [ + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "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:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43540|issue:43716", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:43720|issue:43927", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:43720|issue:44361", + "issue:44488|issue:44843", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:43756|issue:44060", + "issue:33666|issue:36331", + "issue:44589|issue:45520", + "issue:44521|issue:45290", + "issue:44625|issue:45584", + "issue:44423|issue:44734", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:43688|issue:43746", + "issue:33357|issue:33666", + "issue:39692|issue:43295", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "bce2088b80eab07a2eec3247d951b3e1cd3df91801de0a36afad777b7d1f100e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37805, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives across unrelated bugs (training, config, multimodal serving, loading, docs). No pair appears to be the same underlying defect or a shared fixable code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer failures: GPU broadcast TypeError vs TrainerState token counter not updating." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated training contexts: `_gpu_broadcast_one` NoneType error vs Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different models and symptoms: BF16/FP32 eval dtype drift vs auxiliary-loss normalization error." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields, but on different models and attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary settings, but one is Smollm3 RoPE layer selection and the other is GPTNeoX config reload persistence." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different multimodal preprocessing bugs: Qwen3OmniMoe video processing vs Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same broad theme of missing config IDs, but distinct models, fields, and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: MobileLLM key error vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to config token IDs lost on save/load." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to a GenerationMixin import failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig serialization losing custom token IDs." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization and quantization offloading are different problems with different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3/MoE loading issues, but one is accelerate+deepspeed weight conversion and the other is a transformers dev regression in model loading." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated training bugs: embedding dtype changes during eval vs abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3OmniMoe, but one is video-input validation and the other is flash-attention generation behavior." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug is not the same as MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for sleng-bert is unrelated to the offline-mode Mistral regex patch issue." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump being unreleased." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 model parity vs ZeRO-3 gradient growth." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are model-specific loading/config issues, but they concern different architectures and different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to a custom compute_loss signature breakage." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError on Python 3.13." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Two different server crashes: multimodal `str`-to-`.to()` failure vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization by device." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen2.5-VL class is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and PEFT local-checkpoint loading are different failures in different code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example mistakes are not the same as a regression in processor/tokenizer access and image passing." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to `_is_hf_initialized` being passed during init_empty_weights." + } + ] + }, + "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-15354-373", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:43582|issue:44977", + "issue:39401|issue:44568", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "6a59b39f5c0a7599aa18619a3ee6052e9a8a487d0f8d5825111379c1bea34563", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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 heterogeneous: the issues span unrelated model-specific bugs, tokenizer regressions, generation edge cases, and CI/device failures. I do not see a true duplicate core, so there is no strong canonical anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are largely unrelated; if forced, issue 43504 is the cleanest self-contained bug report, but it does not represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the most concrete and reproducible standalone bug report in the set, with a clear loading failure and a plausible fix path, but it is only a representative issue, not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: BEiT model preset loading vs. Bark CPU offload device mismatch. Same broad area, not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "One is SigLIP2 inference behaving nonsensically; the other is a position-id key warning across many models. No shared concrete code path." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading bug and BigBirdTokenizer mask-token registration are unrelated subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/config failures, but for different models and symptoms; not the same underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and a PEFT version-pin regression are entirely different issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is not the same as a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and an unmet PEFT version requirement do not share the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device handling, but one is a real CPU offload mismatch and the other is a stale test override issue." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export problem and SigLIP2 zero-probability outputs are different model behaviors." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is not the same as Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation/template-node error and a Python 3.13 flash_attn import KeyError are different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output behavior are separate generation issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading on latest transformers are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and Qwen3.5 flash-attention generation bugs do not match." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset mappings and mdeberta special-token addition are different tokenizer regressions." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel model_init application issue and Qwen3.5 hidden-state bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading regressions are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are distinct." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA-merge model collapse are both weight-related, but not the same concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet-Turbo size mismatch are separate model-processing issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release 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": 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-15354-373", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43819", + "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:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:44514|issue:44521", + "issue:43388|issue:43526", + "issue:37428|issue:43824", + "issue:43844|issue:44936", + "issue:43572|issue:44987", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:44442|issue:45198", + "issue:43295|issue:43873", + "issue:44206|issue:45584", + "issue:43122|issue:44849", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44568|issue:44991", + "issue:43653|issue:44112", + "issue:45290|issue:45381", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44462|issue:44561" + ], + "prepared_review_unit_hash": "b679a0f05f7f10fcc02a065d2ba4e1346a35ed4edbbf28b61f6f01823121eb44", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues cover unrelated regressions in SigLIP, Qwen, tokenization, chat templates, training, docs, and CI. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 model discrepancy vs checkpoint/resume key mismatch; unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure vs stale generation warning; different code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior vs compiled forward chunked generation outputs; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batching crash and the other is assistant_mask being all zeros; too different to merge." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-handling issues, but in different components and with different concrete behavior." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and unrelated model paths." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient instability vs trainer.evaluate() after train(); unrelated trainer behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing StableLmConfig field after v5 update vs a specific model-loading failure; not the same underlying defect." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Config field regression vs Float8 storage lookup error; different subsystems entirely." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a model class vs incorrect detokenization; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video-shape bug; different affected paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A model/indexer architecture comment vs trust_remote_code breakage from removed helper; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer vs save_pretrained/tokenization failure for a different model family." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor API regression vs quantization/offloading behavior; not the same problem." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor unsupported arg vs Whisper empty-transcription generation failure; different models and failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44849", + "accept": false, + "reason": "Tokenizer-version regression vs Qwen3.5 hidden-states bug; unrelated behavior." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Eval dtype drift vs MoE training memory inefficiency; different issues." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer access regression vs SigLIP2 inference nonsense; same broad area but not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure vs missing Qwen2.5-VL import; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX discrepancy; too broad to treat as one bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipelines, but they concern different documentation changes and not one shared defect." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Special-token handling for mDeBERTa vs tokenizer loading for est-roberta; different models and regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs GraniteSpeech CI test flake; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position ids; different multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor batch-shape bug vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse vs category-cardinality runtime error; no overlap in code path." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/STE mismatch vs Qwen3 Omni MoE feature-length helper behavior; different subsystems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs removed is_torch_fx_available breaking trust_remote_code; 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": 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-15354-373", + "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:45200|issue:45588", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:45310|issue:45478", + "issue:44448|issue:44743", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "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:44855|issue:45083", + "issue:39692|issue:44493", + "issue:44977|issue:45229", + "issue:43335|issue:43653", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:29127|issue:32090", + "issue:38175|issue:44493", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:44568|issue:45491", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "80c66c1991ea22ba62bc6398a54e46bbb3d4d871039ae4131efa3cee300c53fd", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38872, + "estimated_input_tokens": 9718, + "estimated_eval_tokens": 19692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issues, not one duplicate cluster. The only strong duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478); the rest are different models, symptoms, or subsystems.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical anchor for the only clear duplicate pair: it is the earlier report of the same Qwen3.5 MoE from_pretrained failure as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it cleanly represents the only confirmed duplicate thread in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: Gemma4 mm_token_type_ids defaulting vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both involve v5 regressions, but one is trust_remote_code loading and the other is DeepSeek tokenizer behavior; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: batched video processor shape vs Qwen2.5-VL tensor-parallel OOM." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failures: processor image-size mismatch vs AMP/CUDA loss crash." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is a mixed-precision crash; the other is missing auxiliary losses when denoising is off." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper is unrelated to Torch 2.10 incompatibility." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same model, same version gate, same from_pretrained error; clear duplicate." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch is unrelated to GraniteSpeech CI stale device override failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to batched video processor shape." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline translation-task messaging are separate issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType error are different failures." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Two distinct import errors with different missing symbols." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/model mismatch and reduce_labels returning one label are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are load-time failures, but one is base_model_prefix handling and the other is Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs Bamba torch.compile SDPA issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch is unrelated to unexpected position-id keys across models." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen/Gemma bugs: missing mm_token_type_ids defaults vs wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video batch shape bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44857", + "right": "issue:45083", + "accept": false, + "reason": "AMP/CUDA loss crash and feature-extraction length helper behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors are not the same as position-id key warnings." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different failure modes: Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bugs: Pegasus output difference vs DeepSeek tokenizer regression." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is unrelated to unexpected position-id keys." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse config vs qwen3_omni_moe length helper." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to BEiT pretrained-loading legacy field handling." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS addition bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA bug is unrelated to GraniteSpeech CI stale device override." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: sparse-layer creation vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading regression and MPS attention correctness issue are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset 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 failure are different concrete bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to D-FINE auxiliary-loss omission." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The duplicate call on issue:45310/issue:45478 is well supported by the identical title/model/version context, and the non-duplicate soft-edge rejections stay cautious without overclaiming. The summary does not overstate the weaker pairs." + }, + "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-15354-373", + "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:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44265", + "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:45372|issue:45588", + "issue:43066|issue:44462", + "issue:43412|issue:45588", + "issue:34689|issue:35141", + "issue:45372|issue:45406", + "issue:44977|issue:45563", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:43873|issue:45229", + "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:43873|issue:44493", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:45372|issue:45459", + "issue:32090|issue:33357", + "issue:44451|issue:45520", + "issue:44448|issue:44466", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:44265|issue:45198" + ], + "prepared_review_unit_hash": "1b06e7dde74a65ed9983014a68ed4f575dd65ff6c14d71966a8bb10d4ab5bafb", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a coherent duplicate cluster: the items span unrelated tokenizer, loading, export, attention, dtype, CI, and model-specific failures. No soft pair looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the issues are heterogeneous and none is clearly the shared root cause for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate; there is no single issue that cleanly represents the rest as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but they hit different models and different failure modes: packed-weight loading vs a stale device-override test." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Both involve Gemma/transformers internals, but one is a missing import for Gemma 4 processor loading and the other is a flash-attention crash on sink-less models." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a wrong decoder type in v5 and the other is AutoTokenizer ignoring tokenizer.json; different bugs and code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash-attention s_aux=None crashes are unrelated code paths and not the same defect." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading for Llama 3.2 Vision and embedding reinitialization after resize are distinct problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma 4 processor issues, but one is an import error and the other is a serve-time missing _tokenizer attribute; not the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug, the other is a stale warning for paged generate(); different behavior and fix." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention precision/device behavior, but one crashes in float16 AMP loss and the other is a bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crashes are different runtime paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention import failure and inability to load a specific model on transformers>=5.1.0 are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and feat-extraction length behavior affect different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantized offloading failures and unexpected position-id keys are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python compatibility breakage and DeepseekV3MoE divergence are different classes of problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality RuntimeError and a stale generate warning are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize do not share a concrete code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni feature-length behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/evaluate embedding dtype drift and undefined variables in multimodal token counting are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import and tokenizer errors hidden by protobuf exception handling are different defects." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer gpu broadcast NoneType error and MacOS bus error with CLIP are unrelated runtime failures." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version-related regressions, but one is output differences in Pegasus while the other is lm_head.weight serialization; not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and bad SigLIP2 outputs are different problems." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType errors are completely different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP loss crash and flash-attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are separate tokenizer issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Bad SigLIP2 model outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are distinct 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": 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-15354-373", + "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:43441", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:44079", + "issue:44186", + "issue:44206", + "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:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:42915|issue:42994", + "issue:43278|issue:43381", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:44871|issue:44977", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:45072|issue:45229", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:43381|issue:43701", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:43262|issue:44206", + "issue:43761|issue:44079", + "issue:29127|issue:33357", + "issue:43441|issue:45588", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "d88e0786dc1358fb944bed99cfe262f29a6d4421fa1e967b4a29e36220d8b491", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35534, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster of mostly unrelated issues; none of the soft edges look like true duplicates, so no pair should be merged. I selected one concrete runtime regression issue as the best anchor, but the choice is only a weak representative of this mixed set.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44977 is the clearest concrete bug report here: a reproducible generation regression with a specific subsystem (flash-attention) and actionable scope. The rest of the cluster is too heterogeneous to form a stronger canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44977 is the most suitable representative because it describes a specific, user-facing failure with a clear reproduction path and likely fix surface, unlike the more vague or orthogonal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization-related failures, but one is a Qwen3MoE FP8 config problem and the other is a model-saving issue; different failure modes and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is a dtype inconsistency between training and eval, the other is a hard error using gradient checkpointing in eval mode. Related context, but not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different models and different tokenizer/save_pretrained failures; too broad to be the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated components: a feature extractor argument mismatch vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-specific implementation mismatches, but they affect different architectures and different parts of the model logic." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Accelerate/DeepSpeed weight conversion is unrelated to an embedding dtype change during eval." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "One is an eos_token_id config mismatch, the other is a flash-attention generation regression; different concrete defects." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention tests and void segmentation map processing are separate subsystems with no shared bug signature." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output size mismatch and model memory release are unrelated issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are different code paths and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing symbol import is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "dtype mismatch in inference and multi-GPU CUDA OOM are different classes of failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and a SigLIP2 doc-example mismatch/quantization issue are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token tracking are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are distinct training-time failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL load-time pad_token_id error and Qwen3-MoE sliding-window behavior are separate issues." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer NER padding crash 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-window attention are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-count limit runtime error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Failing Flash Attention 2 tests and an import error for GenerationMixin are not the same underlying problem." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and a feature extractor center-arg crash are separate processor bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "They both touch outputs/hidden states, but one is a CLIPVisionModel regression and the other is a generic ModelOutput key assignment issue; not enough evidence of the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and a MacOS CLIP bus error are clearly unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures on different models and code paths; same subsystem is not enough for a duplicate." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init 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-15354-373", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "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:43232|issue:43388", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:44479|issue:45290", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43931|issue:45216", + "issue:43452|issue:45588", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:45588|issue:45600", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43873|issue:45588", + "issue:43575|issue:44387", + "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:41628|issue:45372", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "6c61dc7519233bb017140932b4d2596a53715aad9ca6d3e89d0db623413e6672", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports spanning different bugs, models, and subsystems; none of the soft pairs look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44387 is the strongest canonical anchor: it is a concrete, high-impact regression report with broad quantization/OOM fallout and the most discussion activity in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44387 is the best standalone issue in this set because it is specific, actionable, and clearly describes a reproducible failure mode rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric label gathering are unrelated code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 config failure for Qwen3-MoE is a different problem from a Qwen3-VL weight-shape loading mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different bugs with no shared failure path." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessor label reduction is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen models is not the same as chat templating crashing on empty assistant tool-call messages." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss single-label classification are unrelated issues." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3MoE implementation divergence do not describe the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Reduce-labels behavior in BEiT image processing does not match an OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A model weight-shape loading error is not the same as a bad save_pretrained checkpoint regression." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF tokenizer/model loading breaks are unrelated to a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states output and attention-kernel divergence 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"SigLIP2 implementation divergence and docs still using pipeline() after removals are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode constraints do not match quantization/offloading behavior." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different model-specific 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": 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-15354-373", + "nodes": [ + "issue:16998", + "issue:22355", + 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The soft-similarity pairs share broad keywords (loading, config, multimodal, memory, serving), but they do not describe the same concrete bug or change path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the items are heterogeneous standalone bugs/questions across unrelated subsystems, so there is no true duplicate center for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target; activity or recency does not overcome the fact that these are different problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to a post_init weight reinitialization bug during embedding resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training-memory OOM and a 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"issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing being disallowed in eval mode is a different bug from inefficient Qwen3 MoE training memory usage." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An OOM in Adafactor+DeepSpeed is not the same as a Trainer API signature break in compute_loss." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and missing transformers.generation.GenerationMixin import are separate import/load failures." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install extra has nothing to do with Gemma3TextConfig API differences." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization are both training bugs, but not the same code-path problem." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures affect different parts of model initialization/inference." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "A pipeline choosing the wrong processor class and a missing fpn_position_embeddings attribute are different SAM/video-related bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral3 image-preprocessor dtype mismatch are different model/config issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch during AutoModel import are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are both model-behavior bugs, but not the same one." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different models, versions, and failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer compatibility breakage and an incorrect translation-task error message are separate v5 regressions." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct tokenization/generation bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer in serve." + } + ] + }, + "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-15354-373", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + 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"estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is thematically broad and does not look like a true duplicate cluster. The soft pairs are mostly broad subsystem matches (generation, chat templates, multimodal, config/loading) but not the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical duplicate: the items span many unrelated bugs. If a representative issue must be chosen, issue #44521 is the most active/open and has the most inbound discussion, but it is not a true center for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest representative by activity and specificity (open, multiple inbound refs, detailed reproduction), though the surrounding items are too heterogeneous for a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related regressions, but one is about optional post_init on patchtsmixer and the other about non-persistent buffers being corrupted; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat/template tokenization, but one is a reproduction of an older issue and the other is a crash on assistant tool-call messages; not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regressions: processor/tokenizer access breakage vs eos_token_id config inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device-offload mismatch in Bark-small versus checkpoint key mismatch; no shared code-path." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are init/config issues, but one is a broad Transformers 5 init break and the other is GPTNeoXConfig rotary_pct reload behavior; not duplicates." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Completely different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss calculation." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM for Sam3Video versus Whisper failure on empty transcription; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a weight-shape load error and the other is a tied-weights warning bug; different underlying problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different model-loading failures: gguf_file handling vs unrecognized model/config error." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is a real Whisper crash; not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal regressions, but one is assistant_mask generation and the other is vision_position_ids for Qwen2.5-VL video input; too different to merge." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures for different models: tensor-parallel OOM vs MobileLLM key error." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime problem is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: multimodal video input regression vs serve/KV-cache continuation indexing crash." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different bug from a stale num_return_sequences warning." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Both are large-model loading/runtime failures, but one is auto device mapping cuda assert and the other is tensor-parallel OOM; not the same issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Different trainer/broadcast TypeError versus embedding reinitialization bug in post_init." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific shape/input issues: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Generation inconsistency and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure versus Qwen3.5 flash-attention generation bug; different models and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Transformers v5 buffer corruption is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and category-count limit error are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are different environment issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs _torch_extract_fbank_features error; no relation." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different LoRA/vocab merge collapse bug versus incorrect visual encoder keys saved in Qwen3.5." + } + ] + }, + "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-15354-373", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43299", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:43388|issue:43582", + "issue:43761|issue:44743", + "issue:44855|issue:45588", + "issue:44355|issue:44855", + "issue:43540|issue:44734", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:43404|issue:45216", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43299|issue:45216", + "issue:42907|issue:43441" + ], + "prepared_review_unit_hash": "c87d4ab43a1ef1e6f1e546393cba717c6524b6f07ce1b4e06c0d6c848f9048fb", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous bag of Transformers bugs and regressions; the soft links are mostly superficial and do not indicate true duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45003 is the broadest open infrastructure-style bug in the set, but the cluster is too mixed to have a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best fallback duplicate target because it is open, cross-cutting, and more general than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: janus image-generation test vs removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated subsystems: metric gathering label trimming vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model state handling, but one is CLIP hidden_states and the other is Qwen recurrent cache reset." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Python 3.13 import parsing issue vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "One is a generic compiled-Python-file error; the other is a specific DebertaV2 import/parsing regression." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different areas: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are version/platform problems, but one is Python version support and the other is a Python 3.13 parser/import issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is config reload persistence." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model behaviors: Gemma4 embedding resize vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Similar serialization theme, but different models and concrete bugs; not the same save_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated core issues: patchtsmixer post_init policy vs ModelOutput key assignment." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths: torch.compile SDPA failure vs local dataset loading in an example script." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script problems, but one is empty multilabel outputs and the other is dataset loading." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: GraniteSpeech stale device override test vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs token embedding resize not propagating." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No match: category-count overflow is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different problem classes: pipeline processor lookup vs notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation/quantization example errors are unrelated to the image-classification dataset-loading issue." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different API surfaces." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports: a model-specific image processor export vs layer_type_validation in configuration_utils." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: tokenizer padding/truncation crash vs server KV-cache continuation bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/backend packaging issue vs a generic transformers dependency complaint; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same flex_attention area, but compiled flex_attention on torch>=2.9 and AuxRequest version-gating are distinct failures." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Different serialization/config regressions: tied lm_head weights vs rotary_pct not persisting." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time performance regression is different from unsafe sys.modules access, even if related to import behavior." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL loading breakage vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Ministral save/dequantization failure is separate from the FlashAttention runtime failure." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different user-visible bugs in unrelated models; no shared underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43526|issue:43901", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43381|issue:45593", + "issue:44683|issue:45542", + "issue:44351|issue:45278", + "issue:43901|issue:44496", + "issue:43976|issue:45405", + "issue:41950|issue:43650", + "issue:43479|issue:43525", + "issue:41950|issue:45020", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44496|issue:44877", + "issue:44279|issue:45405", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "73e5776c6828d985bcca8e005c3d85b87e9de0416c2520849bdf1e5533c71f08", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37276, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a false-positive similarity cluster rather than a duplicate set: the issues span unrelated bugs in model loading, tokenizer/config handling, generation, CI, docs, and general regression reports. None of the soft-edge pairs look like the same underlying change or bug.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items are too heterogeneous. If forced to pick a representative, the broadest theme is recent transformers-version regressions breaking custom/remote-code model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the closest umbrella representative because it explicitly covers the broad pattern of recent transformers versions breaking model loading for remote-code/custom models, which is the most recurring motif across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading failures, but one is missing fields with trust_remote_code and the other is an unrecognized model missing model_type; different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and an AddedToken keyword-argument bug are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer image handling and t5gemma embedding resizing are different code paths and bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a Phi-4 multimodal load failure; the other is a stale auto_mappings reference causing CI breakage." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support regression and a specific model-loading failure are not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI device-override test failure is unrelated to the Phi-4 multimodal loading issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling in chunked_prefill and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize behavior and Whisper empty-transcription generation are different problems." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but they target different missing symbols and different packages/code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python 3.9/3.10 compatibility and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized-model/config issue and a PIL backend torchvision dependency issue are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "These are different model families and different load failures, so they are not duplicates." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tie_word_embeddings warning during LoRA fine-tuning are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label bug and docs lag for return_all_scores are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks being all-zero and Qwen2.5-VL rope index scaling are different multimodal bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting to zeros are separate model-training issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "A flex_attention compile failure on torch>=2.9 and a TensorFlow/tensorboard backend import issue are different failures." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error is not the same as a broad post-upgrade import-regression report." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and an unrecognized model/config failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version support and an unreleased PEFT minimum-version bump are different compatibility issues." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A video-classification processor lookup bug and a placeholder issue with no technical description are not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 missing pad_token_id are different config bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code model-loading regressions are not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer save/load metadata issues and a Mistral regex patch crash affect different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata mismatch and tokenizer.json being ignored are related to tokenizers but not the same defect." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "An unrecognized model/config error and strict granite_speech config loading are different configuration problems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue and a specific unreleased PEFT version bump are not the same underlying issue." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are separate model-loading failures for different models and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:44462|issue:44779", + "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43450|issue:44279", + "issue:43441|issue:44683", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44466|issue:45276", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43653|issue:45593", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:45561|issue:45563", + "issue:43475|issue:44016", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "7bf987cea32150b0dd1424c78048201af71687668baa963f6404033b2893ef5e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated; none of the soft edges look like the same underlying bug/change, so all candidate links are rejected. The closest overlaps are tokenizer/loading and chat_template/processor regressions, but the concrete failure modes still differ.", + "confidence": 0.31, + "canonical_issue_reason": "No single canonical duplicate cluster exists; among the scattered issues, issue:43994 is the best representative of a concrete, user-visible model inference regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the strongest standalone issue here: specific scope, clear failure mode, and a likely actionable reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is repository loading behavior and the other is incorrect DeepSeek tokenization output; different bugs and likely different fixes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Completely unrelated: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the first is a processor/tokenizer API regression with images; the second is model-specific DeepSeek tokenization drift." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention documentation, but one is SigLIP2 example errors and the other is a pipeline doc mismatch; not the same underlying issue." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated: a placeholder issue versus a chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different defects." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batch-shape bug versus dependency/install issue; no shared underlying change." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-related, but FlashAttention failure on a model and compiled flex_attention failure on torch>=2.9 are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization workflows, but one is saving quantized models and the other is loading dequantized models with offload; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and different errors: RMS norm epsilon precision discussion versus torch.split return values." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver positional interpolation on non-default resolutions." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Saving processor artifacts missing files is not the same as a Zero3 from_pretrained loading problem." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer regression versus unrelated placeholder issue." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention embedding/weight handling, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not propagating in gemma4." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and a Chinese report about slower filtering after upgrade are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/import errors, but they concern different missing symbols and different dependency stacks." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache issue during chunked prefill and CLIPVision hidden_states regression are different subsystems and symptoms." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting text models/tokenizers, but the concrete bugs differ: CamemBERT MLM predictions vs DeepSeek tokenizer output." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure and missing TensorFlow backend are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to a model load failure under Zero3." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Both are dependency/support issues, but one is missing TensorFlow in the torch extra and the other is a Python version compatibility break." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is not the same as incorrect SigLIP2 pipeline/model outputs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate warning are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute error versus notebook syntax error; no overlap." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python version incompatibility 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": 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-15354-373", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45593" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44242|issue:45593", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:45003|issue:45561", + "issue:44246|issue:44496", + "issue:36246|issue:42757", + "issue:43531|issue:45362", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43441|issue:43540", + "issue:44246|issue:44871" + ], + "prepared_review_unit_hash": "ea2689a400be1233c430bd5f881f36795b973c26fa7a15fca0996a5fa64136e7", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated regressions, import errors, and model-specific breakages that only share broad surface similarity. I found no convincing duplicate pairs; all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44561 is the strongest cluster anchor: it describes a concrete, high-impact regression in v5 with a specific code-path breakage and broad downstream fallout.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the most suitable representative issue because it is specific, actionable, and broadly relevant compared with the more model-specific or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention, but one is a model-support error and the other is a generic Flash Attention topic; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression vs CUDA OOM in Sam3Video; different failure modes and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated runtime issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is distinct from a separate glm-4v loading failure." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output formatting in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version incompatibility are different problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access error for position_ids is unrelated to gemma-4 Zero3 from_pretrained loading." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipelines." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen/MoE models, but one is a LoRA compatibility issue and the other is a model-loading regression in v5." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowdown." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing MoE load-balancing loss and missing D-FINE auxiliary losses are different model-specific training bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output issue and a wrong docstring are not the same underlying change." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec/regression warnings are separate tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model-mapping helper failure and TensorBoard/TF backend import error are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and an xdist race in testing utilities do not describe the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model/config loading are different symptoms with no shared code-path evidence." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Two separate missing-symbol import errors from different libraries and modules." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are distinct model issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different packages/compatibility problems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache regression and removal of is_torch_fx_available affect different subsystems and failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are different model-specific regressions." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE auxiliary loss omission is unrelated to LwDetrImageLoss AMP CUDA crashes." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error is not the same as a dataset filtering slowdown regression." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they affect different models and different missing-field behaviors." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing image processor and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention support error in Ministral-3 and video-input processing ValueError in Qwen3OmniMoe are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma-3 eos_token_id inconsistency are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:45292|issue:45584", + "issue:44987|issue:45459", + "issue:44779|issue:45292", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:43232|issue:44336", + "issue:44060|issue:44077", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44995|issue:45588", + "issue:43295|issue:45292", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:43262|issue:44246", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44466|issue:45335", + "issue:44933|issue:45459", + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43931|issue:44368", + "issue:45137|issue:45600", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162" + ], + "prepared_review_unit_hash": "708c31f3dbc1992d80b3118f58d084fcb6de263f97d41cbf5e6a75750e968ae7", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs share only broad topical overlap (tokenizers, generation, import/save/load issues, SAM3/Qwen/Whisper regressions) rather than the same underlying bug. I would not merge any of the soft edges as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d) and the closest fit to the few import-related issues, but the cluster as a whole is too mixed for a strong canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it captures the widest shared surface area (import/load regressions) among the set, even though it does not subsume most other items cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to be different bugs/code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: embedding resize behavior vs Whisper empty-transcription generation." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model-loading failure, the other is protobuf exception handling during tokenizer decode; different root causes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different tokenizer/embedding issues with no shared concrete failing path." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading vs multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Related to image processors, but one is an import error and the other is a pipeline resolution bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: stale indexer cache on second forward pass vs missing default mm_token_type_ids." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both touch SAM3, but one is a dummy module choice and the other is a model-type mismatch warning." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs unsafe sys.modules access; no shared code-path bug." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/cache bug vs ANSI output formatting bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different warnings in unrelated model families; not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention distributed loading, but one is weight conversion and the other is a ZeRO3 deque crash." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config lookup failure vs unsafe module access; too far apart." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache bug vs flash-attention s_aux=None crash; distinct code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression vs embedding resize not propagating; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different tokenizer/model regressions with no common failing mechanism." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different SAM3/Qwen3Omni video issues; too broad to be duplicates." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample rate bug vs import latency complaint." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warnings in different generation/tokenization contexts." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-weights warning vs flash-attention generation failure; unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weights/resize semantics, but the concrete failures and models differ." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import-from-image_utils regression vs tokenizer protobuf exception masking; different components." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but they hit different cache logic and failure modes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/codec-related, but one is Whisper timestamp decoding and the other is Kimi-K2.5 codec handling." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model weight shape mismatch vs tied-weights warning; not the same problem." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Distributed training crash vs stale auto_mappings reference; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus handling and the other is chunked_prefill cache presence." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor save missing files; related surface, different bug." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache issue vs broad import-error report; no shared code path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization regression vs ESM2 breakage; different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:44038", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "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:42831|issue:44222", + "issue:43873|issue:44945", + "issue:43475|issue:44661", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "e4af594eac8bdc983da8d0f80ee481cd570da2e96c0d20d8f6c714f4a0d3f575", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37859, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and the soft edges are overwhelmingly false positives. The only clear duplicate is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which should be clustered together; the rest share only broad subsystem/version similarity, not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more established report for the exact Qwen3ForCausalLM multi-dataloader VRAM leak, with issue:43704 appearing to be the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the only clearly duplicated bug in this set; the remaining issues are too diverse to serve as a single canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs Chinese report about slow filtering after upgrade." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a later duplicate of 42673." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated symptoms: data-filtering slowdown vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a PyTorch ImportError and the other is a Sentence Transformers hang; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Too generic on one side and a specific Gemma-4 zero3 from_pretrained issue on the other; no evidence of the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different concrete problems: quantization/offloading behavior vs missing processor save_pretrained files." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantized artifacts, but one is save failure and the other is Qwen2.5-GGUF loading under v5; not the same code-path." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the filtering slowdown report." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and old InternVL2 meta-init incompatibility are different issues." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are model/video related, but the missing fpn_position_embeddings attribute and wrong vision_position_ids are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained failure; too little evidence they are the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video attribute error is unrelated to AutoConfig trust_remote_code missing-fields behavior." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/API issues, but AutoImageProcessor missing from transformers and a non-existent image_utils import are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto_docstring annotation crash are unrelated implementation problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is a generic from_pretrained error while the other is a specific missing config field in vision config." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config pad_token_id missing are different configuration/loading bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but accuracy degradation and save_pretrained failure are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different runtime issues." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video loading and tokenizer-mapping new-model registration are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 MoE from_pretrained vs Gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing deepstack_visual_indexes are different symptoms and likely different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync_gpus issue and torch.compile attention-kernel divergence are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are only loosely related by model family." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but missing AutoImageProcessor and missing HybridCache are distinct symbols and likely distinct fixes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe incompatibility and Qwen3.5 MoE from_pretrained error are related only at a broad model/version level." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model saving failure and extra_state save/from_pretrained handling are different serialization bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the captured_info.txt race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained legacy-field loading and testing-utils race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync_gpus bug and janus image-generation test failure are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and MoE load-balancing-loss omission are different model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 chunked_prefill and attention-kernel divergence under torch.compile are separate generation regressions." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and should not be merged as one bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding resize reinitialization are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate is issue:42673 / issue:43704, which is correctly identified as the canonical pair, and the other soft-edge rejections avoid overclaiming equivalence from broad subsystem similarity. No mergeability or evidence-overstatement problems stood out." + }, + "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": 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-15354-373", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:44964|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:43278|issue:45137", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:30333|issue:33290", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "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:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:30333|issue:36331" + ], + "prepared_review_unit_hash": "5f3190113d228a21a391c53041fb545c5449d3cfef7d48f06ddb05b6849fae5f", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38156, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated transformers regressions across tokenization, multimodal processors, serving, training, packaging, and DeepSpeed. No soft pair looks like the same underlying bug; the closest shared theme is v5 tokenizer/processor behavior changes.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best anchor for the cluster because it is the broadest v5 tokenizer-regression report and is closest to the small group of tokenizer/processor-related items; the other issues mostly describe distinct bugs in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the most representative user-facing regression in the set and the clearest generalization point for the tokenizer-behavior subset, though the cluster as a whole is not a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors: clean_up_tokenization_spaces vs add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated subsystems: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bug classes: multimodal config defaults vs ModelOutput key assignment logic." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility in Transformers 5.1.0 is unrelated to a missing image_utils import." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend extras mismatch is unrelated to an image_utils import failure." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different libraries/models: sentence-transformers nn import vs Qwen2.5-VL class export." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "One is a model-loading regression; the other is a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention branching is unrelated to a docstring error." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning behavior and missing _tp_plan are different model-configuration issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is about whitespace cleanup and the other about codec handling/fix_mistral_regex warnings." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache tensor indexing and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens behavior are distinct tokenizer issues." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to a ZeRO3 deque underflow." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization, but they describe different regressions and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method and remote-code/meta-init incompatibility are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure and Adafactor+DeepSpeed OOM are unrelated training problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer whitespace cleanup regression is separate from a model-output difference between v4 and v5." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "AutoImageProcessor import breakage and protobuf decode-error masking are different import/error-handling issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer_class mismatch on save_pretrained are different failures." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change is unrelated to processor.tokenizer/image-to-tokenizer regression." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer filling are unrelated model-state bugs." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer and protobuf error masking are not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE-specific and the other is missing processor files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy degradation and missing processor save files are different problems." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save and Qwen3.5 MoE load failure are different issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export are separate import-regression bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are unrelated import/dependency issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "v1/chat/completions request handling and Gemma4Processor _tokenizer missing attribute are different server/processor failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return semantics and missing ReLU in the DSA indexer are not the same code-path problem." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and remote-code/meta-init incompatibility are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training jobs and CustomTrainer.compute_loss signature mismatch are unrelated training 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": 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-15354-373", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44623", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45593" + ], + "soft_pairs": [ + "issue:30333|issue:34689", + "issue:44295|issue:44623", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "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:43576|issue:43784", + "issue:42757|issue:45278", + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:44743" + ], + "prepared_review_unit_hash": "03c73fa12730b0ffb0b9105f0d1fa8e5dce59d62f92915bf8499ffe64c61bc05", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + 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None of the soft pairs look like the same underlying issue or a single PR-worthy change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items span import errors, tokenizer/loading regressions, configuration bugs, chat-template crashes, quantization issues, and unrelated model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the broadest representative of the tokenizer-loading regression subset, but it still does not unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting failure vs Llama 3.2 Vision model-loading regression; unrelated symptoms and code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job/MLflow reporting bug does not match embedding reinitialization after resize." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to MLflow not reporting failed jobs." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Chat template crash on batched multimodal input is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization when None is a different bug from rotary_pct not persisting on reload." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision discussion is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer loading regression vs Gemma-3 eos_token_id mismatch; different failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring is documentation-only and unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Broad AutoTokenizer v5 loading issue vs model-specific tokenizer failure for EMBIDDIA/est-roberta." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer load regression is not the same as FastSpeech2ConformerTokenizer failing specifically." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init issue is unrelated to Qwen3.5 save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different model/runtime bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving failure." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue does not match Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import error and Qwen2_5_VLForConditionalGeneration import error are distinct missing-symbol issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression is not the same as Qwen3-VL/Moe loading bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command is unrelated to sentence-transformers import NameError." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Single missing is_offline_mode import is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output differences across versions are not the same as assistant_masks being all zero for multimodal input." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return-value issue is unrelated to a docstring typo." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs syncing bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache tokenizer loading is different from wrong tokenizer decoder type in v5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change across versions is not the same as chat_template crashing on batched input." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading stuck and macOS bus error on CLIP are different failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs issue is unrelated to chat_template crashing with tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect pipeline-parallel LLM outputs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue is unrelated to pipeline parallelism output corruption." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation after sync_gpus bug is unrelated to recurrent state reset in modular_qwen3_5." + } + ] + }, + "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-15354-373", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:45245", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:44261|issue:44373", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43992|issue:44704", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441" + ], + "prepared_review_unit_hash": "fa63d5dbfa3e217c9199cd8babad64e30b7b1e4070640d8bda852a2d0e5c90af", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35335, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues, mostly import, tokenizer, model-loading, and training regressions across different model families. The soft pairs are largely superficial matches by topic or version, not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45216 is the cleanest, most concrete regression report in the set: it names a specific model family, a clear failure mode, and a version boundary for `save_pretrained`.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative issue because it is narrowly scoped, reproducible in nature, and tied to a specific regression surface rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: generation state update after `sync_gpus` vs category-count limit in a runtime error." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug is unrelated to a model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different path from GLM-5 generation config validation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 related, but one is a wrong model-type warning and the other is a missing attribute error; not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing symbol and the other is a broad upgrade breakage report." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import `nn` NameError is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "`num_labels` propagation and FA3 degenerate training are different model-behavior issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification script returning empty results is unrelated to Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping errors and all-zero assistant masks are different tokenizer/template bugs." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-message clarity and Sentence-Transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe issue is not the same as tokenizer class metadata saved in config." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA and a wrong docstring for `position_ids` are not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to FP8 `save_pretrained` issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different precision-related topics." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save failures for Ministral/Devstral are unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is not the same as empty outputs from a classification example script." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Shared FP8/Qwen adjacency is too broad; these describe different model/version and save/load problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and `gguf_file` loading failures are separate mechanisms." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing weight loading in UMT5Encoder is unrelated to `AutoProcessor` forwarding kwargs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.x, but one is save-pretrained checkpoint corruption and the other is a from-pretrained load error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization regression reports are model-specific here; no evidence they stem from the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as FP8 MOE save_pretrained behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "`is_offline_mode` from huggingface_hub and `HybridCache` from transformers are unrelated missing imports." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Importing sentence-transformers with `nn` missing is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken VitPose module and a FlashAttention failure in Ministral-3 are different model-path 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": 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-15354-373", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "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:45341|issue:45561", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310" + ], + "prepared_review_unit_hash": "9b9ac756c98c6f6fd341113d030f9696def9df5fe2cc92709c3162d3b273df93", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36395, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like imports, tokenizers, Qwen/GLM, or video/model-loading, but not the same concrete bug or change. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If forced to pick one representative issue, #45278 is the broadest umbrella for the import-regression subgroup (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d).", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the closest thing to a cluster center because it captures the widest, most general failure mode among the mostly unrelated reports; the others are narrower, model-specific, or different subsystems entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM inference vs bfloat16 dtype mismatches in flash-attention training; different code paths and symptoms." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing during chunked prefill; unrelated subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from configuration_utils vs broad import failures after upgrade; the latter is only an umbrella, not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation failure vs RoPE implementation discussion; different objects and failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module import vs LayoutLMv3 error-message clarity; unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings vs missing image-patch helper in GLM46V; no shared bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty results in an example classification script vs SigLIP2 HF/JAX discrepancy; different models and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored vs trainer.evaluate() failing after trainer.train(); different training bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained problem for moe vs Qwen3.5 from_pretrained error; save/load paths differ and no common concrete root cause is shown." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs Qwen3.5 Moe loading error; related model family, but not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example multi-label classification output bug vs pipeline translation warning/docs regression; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Transformers/Python compatibility issue vs incorrect PyTorch version guard for AuxRequest import; different version checks." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning in paged generate; different generation behaviors." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs Deepseek tokenizer regression; both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset_mapping; different failure points." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL-30B vs incorrect output under pipeline parallelism; different code paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior vs flex_attention import version check; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs flash_attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug vs a pytest-xdist race on captured_info.txt; same area only in a very broad sense." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different model and symptom." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after v5 removals vs PyTorch version check for AuxRequest import; docs vs runtime guard." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in threaded inference vs isolated reproduction of another issue; the second is a reproduction ticket, not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type checking breakage; both v5 compatibility issues, but different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue vs PyTorch version guard bug; unrelated dependency problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping regression vs runtime post-processor not updating for special tokens; related area but not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained max_shard_size question vs Qwen3.5 Moe from_pretrained error; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs crash loading video models without torchvision; both video-related but distinct failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "flash_attention_3 training degeneracy vs save_pretrained checkpoint corruption; different concrete problems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation mismatch about pipeline() vs a runtime version-check bug; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:42673|issue:43577", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:42617|issue:45341", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:43986|issue:44484", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071" + ], + "prepared_review_unit_hash": "0a1023e483c6b67b7e71fbd1650c46aac45f170a5dbb95b5c6058d500e0d99c3", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues; the only clear duplicate-like pair is the tokenizer regression around v5 tokenization/decoder behavior.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here, covering the import-error regressions most likely to subsume the import-focused reports in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is the most general and central report among the mostly heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: missing mapping vs Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated defects: multi-thread VRAM leak vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading warnings/errors with no shared code path indicated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to TensorFlow backend installation detection." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Memory leak in Qwen3 vs BLIP2 dtype mismatch; different symptoms and paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning is unrelated to the rms_norm_eps precision bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different validation failures: invalid GenerationConfig vs missing model_type in config." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for one symbol is unrelated to the audio feature extraction bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Precision warning on bfloat16 compile is unrelated to BLIP2 dtype loading." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow dependency packaging issue vs VitPose model breakage." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general endpoint regression and the other is a Qwen3.5 streaming-specific failure." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but the specific missing import and the broad import-error report are not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression causing changed/wrong tokenization behavior." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Runtime failure in 3d_parallel.py is unrelated to a testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is unrelated to testing_utils." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model-loading defects; not the same concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch API vs missing rms_norm_eps are different model-family issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to position-id key warnings." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention model-load failure and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 precision warning and SAM3 model-type warning are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size behavior." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split indexing bug and RoPE implementation issue are different GLM defects." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is not the same as PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to the undefined TensorFlow backend error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight mismatch is different from missing projections in qwen3next." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None may explain a load failure, but the specific model-load issue is not clearly the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash is unrelated to the testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe failure are model-family related but not clearly the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config warning removal and gguf_file loading failures are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 model-type warning is unrelated to tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting API bug and GLM DSA split semantics are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility issue is not the same as the PretrainedConfig type-checking regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: this is largely a heterogeneous set, and the only clearly supportable duplicate-like link is the tokenizer regression pair (43066/43122). The chosen representative 45278 is a reasonable broad import-regression umbrella without overcommitting, and the other soft-edge verdicts are conservative rejections. No PR mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588" + ], + "soft_pairs": [ + "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:44038|issue:44410", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "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", + "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" + ], + "prepared_review_unit_hash": "b3150d41666c3c90c579264debf9ec26ecbcbedb3f2536f84730506ca0c18b96", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37568, + "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 not a duplicate set: the issues span many unrelated areas (configs, imports, tokenizers, training, quantization, processor loading, etc.). The soft-pair matches are mostly title-level similarity and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Both are model/training failures, but one is flash-attention-3 degenerate training and the other is a category cardinality RuntimeError; different bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve loading-time crashes, but one is missing torchvision for AutoProcessor and the other is a mistral_common import break in Gemma 4 processing." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Both touch training stack behavior, but one is wrong optimizer state placement with FSDP2/PEFT and the other is Liger Kernel not applied via model_init." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs a bug in testing_utils.py." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same underlying breakage." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-implementation discussions, but one is missing rms_norm_eps in MLA q_a_layernorm and the other is GLM-5 RoPE specifics." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model families and missing fields: qwen3next projections vs Qwen3_5MoeVisionConfig deepstack_visual_indexes." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they concern different classes/functions and unrelated code paths." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model bugs: one is a v5/Qwen3-VL-Moe issue, the other is missing projections in qwen3next." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer errors, but one is AddedToken duplicate kwargs and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is a removed config API in v5, the other is an attention integration crash on s_aux=None; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both mention auto/processor internals, but one is kwargs passthrough to cached_file and the other is docstring parsing with future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor loading crash vs tokenizer mapping None handling; different failure points and fixes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight on load." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight-loading bug vs max_shard_size default question; not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Importing a VL model class and missing torchvision during AutoProcessor loading are separate problems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings API and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder-type bug in v5 is not the same as the reproduced issue 38071." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both are model-specific inference/training bugs, but Nemotron Flash Attention 2 support and GPT2 attention scaling are distinct code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Translation-task messaging and Pipeline save_pretrained are unrelated pipeline issues." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Different regressions: missing import in configuration_utils vs removed tie_embeddings_and_encoder_decoder API." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both involve warnings, but the bfloat16 compile warning and tie_word_embeddings warning are different behaviors." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different model/runtime problems: a PyTorch precision warning vs Bamba torch.compile with SDPA failure." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving and saving Pipeline objects are different save-path bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Both mention training/model failures, but xLSTM small-model bugs and Bamba torch.compile SDPA are not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored in GPT2 backends is unrelated to single-label classification num_labels=1 zero-loss behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and Python version compatibility are unrelated issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both are request/processor failures, but one is /v1/chat/completions acceptance and the other is batched chat template padding handling." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling with SDPA/FlashAttention are different attention bugs." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and AppleSilicon caching_allocator_warmup TypeError 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": 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-15354-373", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "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:44246", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45593" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "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:42994|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:43352|issue:43937", + "issue:44655|issue:45478", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "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", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064" + ], + "prepared_review_unit_hash": "70b34db48e61e53d9acfd6ba5f4ca82e0a630e7ca7ce8069b8eb324b9b6b4fd4", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of Transformers issues with only superficial overlap (mostly v5 regressions, import errors, and model-specific config/load bugs). I do not see any strong duplicate PRs or true same-bug issue pairs here.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45278 is the broadest representative of the import-error regression subset, but the overall cluster is still too mixed to treat as one true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single umbrella issue if a representative must be chosen; it is broad and current, but not a perfect canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but different missing outputs and likely different code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated failures: a precision warning vs a torch>=2.9 flex_attention compile error." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different surfaces: chat-completions request rejection vs chat-template tool-call crash." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is loading support 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 breakages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression is not the same as a generic state_dict sorting load error." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different issues: missing import vs unwanted network access with local_files_only." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they target different models and implementation problems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and pipeline saving are distinct serialization failures." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving, but one is state_dict ordering and the other is incorrect Qwen3.5 checkpoints." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in unrelated model configs/outputs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attn2 unsupported and invalid GenerationConfig are unrelated failures." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline save issues are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression is not the same as qwen2.5-vl video position ids." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init policy and GPT2 attention scaling are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer states and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different model internals and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but for different versions and causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attr error and PatchTSMixer post_init validation are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but on different models and code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors for different missing names; not the same regression." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related bugs: compile-time branching divergence vs attention scaling config ignored." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output fields and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attn2 support and D-FINE auxiliary-loss behavior are different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen/T5 loading bugs with different missing weights and model families." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing Gemma3 config field is unrelated to router-logit loss handling." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to import errors after upgrade." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Different model-specific regressions with no shared code-path bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance issue is unrelated to occasional slow import timing." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load-state_dict sorting issue is not the same as missing deepstack_visual_indexes." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing config field and FSDP2 optimizer-state corruption are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "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:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "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:43723|issue:44556", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222" + ], + "prepared_review_unit_hash": "8aecbf51f0f43eea1ce7ce406ce0287bd43b85baa17d16468d86118abdbc5653", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues spanning model loading, testing, quantization, and config/export regressions. The only strong duplicate-like edge is the Qwen3.5-MoE tensor-parallel load path, where a missing `_tp_plan` plausibly explains the later generic `from_pretrained` failure.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report: it names the missing `_tp_plan` on `Qwen3_5MoeForConditionalGeneration`, which likely explains the broader `from_pretrained` error in the later Qwen3.5-MoE report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the clearest, most actionable representative of the Qwen3.5-MoE load failure because it identifies the concrete code-path defect rather than just the symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI-related, but one is a missing `set_seed()` in SamHQ tests and the other is a pytest-xdist file race; different bugs and code paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: UMT5 missing `embed_tokens.weight` vs Qwen3.5-MoE `from_pretrained` error." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a v5.4.0 type-checking regression in `PretrainedConfig`." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a sorted-state-dict load error; the other is incorrect visual encoder keys being saved. Related to loading/saving, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "A Python 3.14 load failure is not the same as the Qwen2.5-VL `vision_position_ids` bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different algorithmic issues: DSA indexer activation choice vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and PatchTSMixer `post_init` validation are unrelated." + }, + { + "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 load; not the same concrete defect." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure from sorted state dict is unrelated to the `max_shard_size` documentation/default question." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions regression and flash-attention `s_aux=None` crash are separate code paths." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different problems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test due to missing seed is not the same as a Phi-4 multimodal model load failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness and stale auto-mapping references are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test-related, but they affect different tests and have different failure causes." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "`no_grad` decoration for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading issues and checkpoint reloading after version upgrade are distinct load paths and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making requests is unrelated to `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A missing seed in one test file and a generic testing_utils bug are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` for MoE and missing `_tp_plan` for tensor parallelism are different defects." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload compatibility after upgrade are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention update logic, but one is about `torch.no_grad` on cache updates and the other about generation kwargs after `sync_gpus`; not the same failure." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Separate import/export regressions: `PreTrainedModel` vs `HybridCache`." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-MoE loading path; the later generic `from_pretrained` error plausibly stems from the missing `_tp_plan` tensor-parallel definition named in 45125." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing `_tp_plan` for the model class and missing `deepstack_visual_indexes` in config are different schema/code issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slow filtering after upgrading from 4.57.3 to 5.3.0 are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline API requests and GLM-5 RoPE implementation discussion are different concerns." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformer loading hang and documentation confusion in `model.forward` are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Unused SGD args and Gemma-3 EOS token config mismatch are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in `model_init` and DSA indexer lacking ReLU are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is not the same as tokenizer-loading regression." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/layer `no_grad` decoration and a Qwen3.5 LoRA warning about `tie_word_embeddings` are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 MoE save behavior are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted Qwen3.5-MoE pair is the only clearly duplicate-like edge, and the rejection reasons for the other pairs are conservative rather than overconfident. No PR-mergeability issue applies here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:42757|issue:43576", + "issue:33453|issue:34689", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273" + ], + "prepared_review_unit_hash": "fa4030ebda8636d7cf263ad239dea08315bbb88395d061b60cb9532ffe34e37c", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37439, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers regressions, import errors, and docs/perf issues. None of the soft pairs look like true duplicates; the closest to a representative issue is the generic v5 CLI regression in issue 43576.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43576 is the broadest, most central report in this set and sits near several v5-related import/loading regressions, even though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best single representative because it is a concrete v5 breakage with active discussion and broader applicability than the more model-specific or narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading regressions after version changes, but they involve different model families and likely different failure points." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "One is about saving FP8 MoE checkpoints; the other is about FP8 inference support. Related theme, different bug." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after training failure is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and missing image-processor methods are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken transformers env command are different failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 model loading failure are not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs are unrelated to the racoon issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env behavior and missing Qwen2.5-VL export are different import/export problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation export is a separate import error from the env command regression." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Doc confusion for model.forward arguments is unrelated to an import error." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache export are not the same code-path problem." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are both import errors but for different symbols and likely different causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and racoon are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing AutoImageProcessor export and compiled-file execution errors are different issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are related at a high level but not clearly the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA precision/rms_norm_eps issue is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading is unrelated to the TensorFlow backend warning caused by only tensorboard being installed." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility across versions are different regressions." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and missing tensor-parallel plan are different model issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box errors are unrelated to type-checking regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage is not the same as missing cache in chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both mention v5 compatibility, but they are different models and different incompatibility causes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-setting migration and cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related flaky integration tests are unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy loading malfunction may be related, but the reports do not describe the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-15354-373", + "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:43618", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "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:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "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", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998" + ], + "prepared_review_unit_hash": "5a05df794daf24057c0e68ea82b1e9e731bc4d0d69c76fe631b53114ac33909b", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40810, + "estimated_input_tokens": 10203, + "estimated_eval_tokens": 20662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy tokenizer/model-loading issues that only look similar at a high level. The only clear duplicate here is the Qwen3.5 MoE from_pretrained regression pair; the rest are distinct bugs, docs, or performance issues.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43723 is the best umbrella issue for the cluster\u2019s real theme: v5 tokenizer/from_pretrained loading regressions. It is broader and more representative than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 most cleanly represents the recurring loading regression theme across the cluster, while the other items are either unrelated or too specific to serve as the primary canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Both mention model creation warnings, but they describe different failures and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "One is a tokenizer_class save_pretrained bug; the other is a generic bug report with no clear matching symptom." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error is unrelated to Qwen3-VL bounding box output issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output behavior are different problems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is not the same as PretrainedConfig type checking." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error does not match a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "import * cleanup/perf issue is unrelated to HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "import * usage in models and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo is not the same as pipeline parallelism output corruption." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Model import cleanup is unrelated to cache strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about inputs/past_key_values is not the same as a tokenizer loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Pipeline docs stale after removals and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights AttributeError are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import cleanup/perf work does not match scheduler behavior." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key lookup are separate bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report does not match the specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Model import cleanup/perf issue is unrelated to VRAM leakage in dataloader threads." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation and GLM-5 RoPE implementation are different bugs." + }, + { + "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": "Forward documentation confusion and Llama 3.2 loading regression are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward docs confusion are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Model_init/liger kernel issue and meta-init incompatibility for old checkpoints are not the same code-path failure." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings warning and VRAM leak are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer changes in v5, but the reported symptoms are different and not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated issue titled 'Unemployment' are clearly different." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied weight key lookup and apply_chat_template tool-call crash do not share the same underlying bug." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to 'Unemployment'." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload incompatibility after v5 upgrade is unrelated to 'Unemployment'." + } + ] + }, + "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": 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-15354-373", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "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": "218f536a406ad2e63af11587836e8b78cd83608f519936e5bc4d97dc44569f86", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717802, + "estimated_input_tokens": 179451, + "estimated_eval_tokens": 359158 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 9, + "serialized_chars": 9475, + "estimated_input_tokens": 2369, + "estimated_eval_tokens": 4994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: several issues are about loading/config regressions, but most pairs are clearly different bugs or feature gaps. None of the soft pairs look safe to merge as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45310 is the clearest, most actionable representative of the loading-regression subset: it names a specific model family, gives a concrete from_pretrained failure, and includes an explicit version constraint.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best standalone issue in the set because it is specific, reproducible, and tied to a concrete regression path; the others are either broader feature requests or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different failure surfaces: missing pad_token_id on Llama4Config vs _get_tied_weight_keys crashing on a list-valued _tied_weights_keys." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the tied-weights AttributeError; different code paths and symptoms." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading speed issue and an ImportError for layer_type_validation are unrelated bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL/Qwen3.5 fp8 inference support request does not match processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to a tensor parallel training bug." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is a different subsystem than checkpoint loading performance." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is an fp8 support request and the other is a from_pretrained regression; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowdown and tokenizer loading regression are distinct issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and fp8 Qwen model inference are different feature gaps, not one 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": 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": "793cf21b3a0313d992dc1027e1800d886325d71a4cd30dbce30898eeb50f4052", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community-contribution issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; they concern different features and different implementation work, so there is no single canonical issue within this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths (Flash Attention 2 vs GGUF support). Similar wording about adding support for more architectures is too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "9de1c4f0621af4432891c0702b5c558baef7ea7bd19cf93cd4d91d7fa03d02dc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "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 highly similar docs-translation request issues, but the visible language-specific vs placeholder/template wording is not enough to confidently treat them as exact duplicates. I\u2019d keep the concrete Turkish issue as the most useful representative and avoid merging the others on similarity alone.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ('Turkish'); the others are placeholder/template-style titles and are less representative as a canonical thread.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the clearest user-facing issue in the set and the only one with an explicit target language, so it is the best issue to retain if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template wording, but the explicit Turkish request vs. a placeholder-style translation request is not enough to prove the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Looks like the same i18n template, but the language-specific request differs in substance; similarity alone is insufficient for a duplicate merge." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "This is a near-match in template text, but not enough evidence that it is the same concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation-request templates, but the available text does not confirm they target the same language or exact request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "The bodies are extremely similar, yet the placeholder titles are too generic to confirm a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Close template match, but there is no explicit evidence they are the same underlying translation task." + } + ] + }, + "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-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "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:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "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": "c2b2c2a188c62033345d6b3c8c29fc5e07a2b828c09c9b86386d6cc091f0fba2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16011, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16011, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are topical lookalikes, not duplicates: they span different model requests across unrelated families and modalities (text encoders, audio/TTS/ASR, OCR, sparse transformers, perception). The shared pattern is just \"add support for model X\", not one underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue: the items request support for distinct models/features, so there is no shared underlying defect or code change to deduplicate against.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for a duplicate cluster: none of these issues is a clear superset or the same request as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); only the broad \"add model\" theme overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS support are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests; no shared code-path bug." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model addition vs weight-sparse transformer request are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model families/modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model support requests, not the same issue." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-4B-TTS support are distinct model additions." + }, + { + "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 models vs Qwen3-ASR support are different additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE are only loosely related, not the same concrete request." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT and Voxtral-4B-TTS are unrelated model support requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS do not describe the same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct tasks; not one mergeable PR/issue." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "Qwen3-ASR and SAM3-LiteText cover different modalities and code paths." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the sparse-transformer request." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText are different model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE perception encoder support are separate changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated modalities and 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": 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": "d0f15d22051ebc55d9d42c3f839f7942f014fddd5608d11829601236088123d0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "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 topical level (all are small bugs/typos/config problems), but they concern different models, APIs, and failure modes. I do not see a duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative because the set is not a duplicate group; the reported problems span unrelated components and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different areas: Llama4TextL2Norm vs ModernBERTConfig. One questions whether a norm layer is RMSNorm; the other is a type-hint issue in a config field." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both relate to loss/masking behavior, but one is about an unused ignore_value in Mask2Former while the other is about kwargs not being forwarded to a loss function; different bugs and likely different fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a typo in a quantization operation path are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different kinds of defects: unused ignore_value vs incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation bug is unrelated to a ModernBERTConfig annotation mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue is not the same underlying problem as tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in config vs typo in a quantization attribute reference are distinct issues." + } + ] + }, + "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": "d30f2b9b2bbbb83456fac183d9a7219e62980b97fdb76a243cbb9a3a42817de9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one is a vague request about block decoding, the other is a specific request for DeepSeek v3.2 support. They may both relate to model/runtime support, but they do not describe the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the better anchor because it names a concrete target (DeepSeek v3.2 support) and is more actionable than the very broad 'Set Block Decoding' request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: one is about block decoding behavior, the other is about adding support for a specific DeepSeek model version. They do not share a concrete fix or bug." + } + ] + }, + "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": "73aabaa8a5e5622e93b9c99c00e2aa57e39036b52b8ae19bddc0f0853675820a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are thematically related (custom trainers in Trainer), but they describe different problems: one is about column-removal behavior/customizability, the other about FLOPs estimation. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete and user-facing Trainer behavior bug around `remove_unused_column`; it\u2019s a better representative of the cluster than the FLOPs-estimation request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the strongest standalone issue because it names a specific Trainer behavior and a clear customization concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only by broad Trainer/custom-trainer context; they target different code paths and fixes (input-column handling vs FLOPs accounting), so they 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": 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": "8c25d09e22d50b0f045e33c5d3670ff252360d41988e2c3f0282c7a1455de6bd", + "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": "Both issues are about adding missing Hugging Face model support, but they target different models and different API surfaces: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence classification support. They are related at a broad subsystem level, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader, more general model-registration request and best represents this cluster\u2019s theme of missing AutoModel support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the clearest representative because it asks for direct AutoModel registration changes rather than a more specific head/task extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different functionality: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification head support. They are not the same concrete change and would not plausibly be one merged fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 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": "a07602c38fb88e34907ec0306079b3157f1e2342a85208b51a26536153a98ffb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues look like a duplicate set; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" reports and is as plausible a representative as the others; 43835 has a different title and no corroborating overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster representative because it is the earliest of the matching \"huggingface\" issues and has no evidence making it less representative than 43846/43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same generic title and very similar metadata/body size, created minutes apart, so they likely describe the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong soft similarity; despite a shorter body, it still looks like the same underlying issue report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong soft similarity; the metadata suggests another near-duplicate of the same report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three \"huggingface\" issues share the same title and strong soft-similarity evidence, while \"Fett\" is a separate title with only weak similarity. The chosen representative is the earliest matching issue, and the soft-edge verdicts stay conservative given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "4df6a5ca53679af733d2442f1139742d6cb293a6a7efe06c56dbee45946ac346", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like mostly spam/placeholder issues with one vague documentation request; there is no evidence that any pair refers to the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44418 is the only item that reads like a potentially legitimate issue; the others are explicit spam-like titles or equally empty placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the best available issue candidate, but only weakly so because its title is generic and the body is not available here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no concrete shared bug or feature description." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders; no evidence they describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a vague documentation request are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated title about 'Google LLC' do not indicate the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but the titles/body are too uninformative to justify treating them as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap in the titles suggests the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap in the titles suggests the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "802985424a8838b55340e81fa6c68447bba0d46f47405f1de5dd010ad12c491e", + "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 likely duplicates: they have the same title, were opened close together, and the similarity signal supports a shared underlying report. The evidence is enough to treat one as the canonical representative, but not enough to claim they are fully identical with high certainty.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the better canonical issue because it was opened first and already has an inbound reference, so it is the more established representative of this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is earlier and has external reference traffic, while #45151 does not add distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues share the same title and a similarity signal, and their timing/body size are close enough to treat them as likely duplicates of the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is a bit too confident for the evidence provided. The packet only supports identical titles, close timing, similar body sizes, one inbound reference, and a soft-similarity signal; it does not support stronger characterizations like \"near-identical\" or \"article-style issue.\" Please make the summary more conservative (e.g., \"likely duplicate\") and avoid adding unsupported details." + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-12", + "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" + ], + "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:44827", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "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": "c88878c63cc29e2db5d7fa661151355d42d000c2d08ec85a15dbb23d6f68c866", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32981, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32981, + "estimated_input_tokens": 8246, + "estimated_eval_tokens": 16748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs across model additions, docs, and refactors. The only clear duplicate pair is the two `fixed_cross_entropy` patches in `loss_utils.py`, which both add `weight`/`label_smoothing` support for the same function and target the same issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Use PR 43251 as the canonical PR: it has the explicit issue target, a slightly more complete signature change (`**_kwargs` plus forwarded `weight`/`label_smoothing`), and is the clearer representative of the same loss-utils fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best global representative because it is the most concrete and self-contained fix in the set, with an explicit issue link and the clearest description of the underlying bug in `fixed_cross_entropy`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model/docs addition vs an ExecuTorch dynamic-shape test. Same broad theme of testing/model infrastructure is not enough to merge." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated PRs: Mistral tokenizer method additions vs adding a new MobileLLM model. No shared code path or same bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API patch vs ExecuTorch dynamic-shape test. Distinct artifacts and fixes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes vs a new model implementation. Different concrete problems and files." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs MobileLLM model addition. No overlap in bug or code path." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` change is unrelated to Mistral4 test/model fixes; different subsystem and failure mode." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 test fixes are different test additions for different models/code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch exportability test vs MobileLLM model addition. Not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon output-capture refactor. Different code paths and goals." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model additions/fixes in unrelated architectures; no shared concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/documentation PR. Completely different scope." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor and Mistral4 test/model fixes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 tests vs continuous batching docs. Same repo area only at a very broad level; not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs `layrnorm` normalization rename cleanup. Different models and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and a new-model skill draft are not the same artifact or bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model implementation vs a draft skill/documentation PR; no common code-path problem." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` in the same function to forward `weight` and `label_smoothing` to `nn.functional.cross_entropy`; they are duplicate implementations of the same fix for issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted pair is the duplicated `fixed_cross_entropy` fix in `src/transformers/loss/loss_utils.py`, and the rest of the soft-edge rejections stay conservative and consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "3a3fdc1d60d30f71b24b0c3c0ab1b20e520f31395e97fd0bae1ff6c72fcc95a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds a separate realtime/acoustic-tokenizer extension on top of the same family of files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation and appears more mature/established, with substantial review activity and the primary model/docs/auto-registry additions.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational VibeVoice integration; PR 42781 is a narrower realtime follow-up with different functionality and a draft status.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite overlapping filenames, the PRs target different concrete changes. 40546 implements base VibeVoice, while 42781 adds realtime support and a VibeVoice acoustic tokenizer/generation changes, so they are not the same underlying 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": 3, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "63f011ac0fb7883c8d5c3c2bf76a835f4edb3268646316856c09a80f3d4e2791", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated feature PRs: one for TimesFM covariate forecasting and one for DINOv3 image classification support. They touch different models, different code paths, and do not look mergeable into a single PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature additions for different models and subsystems, not duplicate implementations of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the cleaner representative of the cluster because it is a focused, self-contained feature PR with model, auto, docs, and tests updates, but it is not equivalent to PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: the PRs target different models (TimesFM vs DINOv3) and different features (covariate forecasting vs image classification). They are unrelated changes and not the same underlying code-path problem." + } + ] + }, + "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": 24, + "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": "83aaab8646470ad87eff0522aecb453ed5557310ff76056dd9f5eca14805867e", + "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 PRs are for adding DEIMv2, but #44339 is the substantially more complete integration (auto mappings, converter, modular files, loss/utils updates, config checks) whereas #41356 is an earlier, narrower model/image-processor/test drop-in. They overlap in files and target the same issue, but they are not a clean duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the better canonical PR because it is the fuller end-state implementation: it adds the model plus conversion tooling, auto-mapping wiring, loss/util updates, modular code, docs, and broader test coverage.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the best PR for the cluster because it most completely represents the DEIMv2 addition and integration into Transformers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Shared DEIMv2 scope and issue target, but #44339 is a broader follow-up/superset rather than the same concrete change; the overlap is too coarse to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "28b56039c3e7e64c0ecd1755292f7d16839a7ed0af3dfdc11a162f80840f1554", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests add entirely different new models (DeepSeekOCR vs Isaac) with separate model code, docs, tests, and registry updates. The overlap is only from the standard model-integration boilerplate, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs are unrelated model additions for different architectures and should not be clustered as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative because this is not a duplicate pair; if forced to pick a single PR as the cluster anchor, the newer Isaac PR is slightly more general in its integration surface, but it is not a true canonical for the DeepSeekOCR change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different code paths. Shared files are generic Transformers integration boilerplate, not evidence of the same bug or change; these could 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": 24, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "ab5fa94a5ef0d40ab82cafe7c3b8f65e20b6823842cd2b30277fdf318add0dbe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature PRs adding different models (InternVLFlash vs AXK1). Their overlap is limited to shared Transformers registration files, which is not enough to treat them as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different model additions and are not mergeable as one concrete change.", + "best_issue_reason": null, + "best_pr_reason": "42166 is the more complete representative of its own feature because it includes docs and tests, but it is still unrelated to 45426.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Different model integrations with different code paths and filenames; shared auto-registry edits are incidental, 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": 7, + "component_count": 24, + "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-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": "b0e2c6b52d408a910887ba861daab65ee2d916d46d7ba269d45a6f89bea0d5b5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs across Whisper ASR, Whisper tokenizer/tests, model test cleanup, and a broad FP8 dequant fix. The only strong, concrete fix is the Whisper return-language pipeline change; the rest are either test-only, suspicious, or address different subsystems/code paths.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42227 is the clearest focused bug fix: it has an explicit issue target, a minimal code-path change in Whisper ASR pipeline forwarding, and matching tests for the return_language behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the best overall candidate because it resolves a specific user-facing Whisper regression with a narrow implementation change and direct test coverage. The others are either unrelated test edits or a much broader refactor/fix without clear overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both are Whisper-related, but they fix different layers: 42227 is ASR pipeline return_language forwarding, while 43291 is tokenizer decode/timestamp/test behavior. Same subsystem is not enough to treat them as the same change." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 fixes Whisper ASR behavior; 43665 only edits CLIP and ViT test files, with no shared code path or underlying bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "42227 is a Whisper pipeline fix, while 44815 is a broad FP8/dequant/model-loading change across multiple files. No concrete common bug or mergeable single change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test work versus unrelated CLIP/ViT test edits; they do not address the same bug or feature." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different areas and different failure modes: Whisper decoding/tests versus FP8 dequant/loading. No shared underlying defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The first is unrelated test-file edits; the second is a substantive quantization/dequantization fix. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "05924ea49861747f32aa5e83509a7b7d35ebc710c7b6579c85cc75a3d4e4c563", + "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, but they target different action families and motivations: Node 24 compatibility versus broader latest-version bumps for Docker/build workflows. They are related maintenance, not the same concrete change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. If forced to pick a representative PR, #42975 is more specific and focused on the concrete Node 24 compatibility upgrade across workflow actions.", + "best_issue_reason": null, + "best_pr_reason": "#42975 is the better canonical PR because it has a single, explicit purpose (Node 24 compatibility) and a coherent set of action-version upgrades. #42976 is a separate maintenance sweep centered on docker/build-push-action and a different update goal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they touch different action groups and solve different upgrade goals. They do not look like the same underlying bug/change, and strict PR duplicate triage should not merge them just because they both update GitHub Actions." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "924269d4173a60d7842f22da490af9d7f05c7062dbd08e75ccc1fd14d0cc09c8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts, not duplicates: ViT NEPA, Molmo, Molmo2, and CTSM. They share Transformers scaffolding files, but each introduces different model-specific code, docs, and tests, so none should be clustered together as the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a valid canonical representative here; these are distinct model integrations with different code paths and filenames despite similar boilerplate additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs scaffolding is generic, but the implementations, tests, and docs target different models and cannot be merged as one fix/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model integrations. They touch shared registration files, but the concrete model code and test coverage are for different architectures." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are different model add-ons with distinct code paths and model files. Similar repository plumbing does not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different configuration, processing, and modeling code. They are not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM is just shared Transformers integration boilerplate, not the same model or bug fix. The PRs introduce different model implementations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions. Shared auto-mapping/doc updates are incidental and do not indicate a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request: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": "d42df29a2d05266c30c3a0e1f488b21a6d06c8d091fe5cdc4c5565aed11f0fdb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are synthetic \"[don't merge]\" PRs with unrelated changes. They only overlap superficially through shared test files, but they do not fix the same concrete bug or implement the same change, so the cluster should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest and most representative of the cluster\u2019s synthetic workflow/test nature, but it is still not a true duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must serve as the anchor, 43532 is the most central and widest in scope; however, none of these PRs are strong duplicate candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are synthetic PRs and both touch a ViT test file, but the actual changes are unrelated: 43488 is about setup/dependency/version noise, while 43532 rewires comment/self-scheduled/slack workflow logic and testing utilities. Not the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Shared test-file overlap is incidental. 43488 changes packaging/dependency metadata, while 45476 adds a PR CI workflow caller and dummy edits in CLIP/Chinese-CLIP/ViT-related files. No common concrete bug or fix path." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Although both touch test/workflow infrastructure and the diff preview shows a shared ViT test file, the substantive changes are different: 43532 edits comment-driven CI and notification/testing utilities, while 45476 adds a CI workflow caller and unrelated tokenization/test placeholders. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "4c3b373ca3b3a3f75a7526e9ad2cdb60d0308d5466f122dda79204ebdff5213e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct PRs for adding new segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and packaging plumbing, but they target different pipelines, model integrations, and test sets, so they should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more complete implementation: it adds the promptable visual segmentation pipeline plus multiple model-specific integrations and tests, making it the stronger representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the best overall PR in the cluster because it covers a larger, more concrete code path and includes the most supporting model and test changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features and code paths: concept segmentation vs visual segmentation. Shared docs/infra files are not enough to treat them as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "fd60239a51ee92e9d5c89997322668435f37c5763155d557c22b7472ae592c79", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests both touch `trainer.py` but implement unrelated Trainer extensibility changes: one adjusts loss scaling behavior for gradient accumulation, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative of a duplicate cluster here because the PRs solve different code-path problems and should not be merged together as one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different behaviors in `Trainer`: 43651 changes gradient-accumulation loss scaling, while 43663 changes column filtering/signature inspection. Shared file alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "7db858fc88d43cbc8859aecdd5b0ab2d0230177d8de751ea921522a7b2aeb3ce", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "43842 is the best representative PR for the concrete TypeAdapter NameError fix in `src/transformers/cli/serve.py`. 43836 is plausibly the same bug class and shares the same tracking issue target, but 43656 is only loosely related: its visible changes are broader annotation cleanup/future-annotations work rather than the same `TYPE_CHECKING`/string-annotation fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the most narrowly targeted fix: it directly moves `TypeAdapter` behind `TYPE_CHECKING` and string-annotates the affected parameter, addressing the import-time NameError with minimal unrelated change.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the clearest representative PR because it fixes the exact failure mode with the smallest, most specific change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Too much of a stretch on the visible evidence: 43656 mainly changes `from __future__ import annotations` and broader annotation style, which is not clearly the same concrete `TYPE_CHECKING`/`TypeAdapter` import-time fix shown in 43842." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs point at the same CLI `serve.py` TypeAdapter annotation/import problem and share the same tracking issue target; 43836 looks like a broader but still plausibly same-fix variant of the 43842 repair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 43836\u219443842 linkage is reasonably grounded, but the 43656\u219443842 verdict is too strong for the evidence in the packet. 43656 has only soft-similarity plus a title claim; its visible diff preview shows a `from __future__ import annotations` change and broader annotation edits, not the same `TYPE_CHECKING`/string-annotation fix shown in 43842. That makes \u201csame underlying runtime/import problem\u201d and especially \u201ccould be merged into one fix\u201d more speculative than conservative. The summary also overstates by saying all three PRs target the same concrete TypeAdapter NameError with equal confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 24, + "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": 24, + "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-43973-2", + "nodes": [ + "pull_request:43973", + "pull_request:45283" + ], + "soft_pairs": [ + "pull_request:43973|pull_request:45283" + ], + "prepared_review_unit_hash": "23445c16ae7b4d32c61f398b678bed18b23d61ea9d60a46713b47a6c9786c86d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds a new Lfm2 Audio model and docs, the other adds Qwen3.5 GGUF loading support. They do not look like the same underlying change, so this is not a duplicate pair.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Different features and code paths: new lfm2 audio model/docs vs GGUF loading mappings for Qwen3.5; no shared target or mergeable overlap." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + 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The only clear duplicate-style matches are within the same model/code path: GPT-J variants (including the later GPT-J+CodeGen PR) and GPT-Neo variants.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the best representative PR because it is the latest and broadest of the truly overlapping changes in the cluster, covering the same GPT-J code path plus the related CodeGen copy, and it explicitly aligns with the shared tracking issue #43979.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the strongest canonical PR candidate: it subsumes the earlier GPT-J-only variant, touches the same concrete implementation files, and is the most complete instance of the duplicate-worthy change family in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); shared issue target only reflects the same umbrella refactor, not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementation paths; both are output-tracing refactors but not the same bug or patch." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same underlying code path; the later PR is a broader/superseding version of the earlier GPT-J change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but for different backbones (ResNet/RegNet vs EfficientNet); not the same underlying change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); same umbrella theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; unrelated implementation paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations; shared issue target is too broad to treat as duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different code paths and different model behavior." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same refactor family, but not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output-tracing in the same model file and appear to be the same refactor family for that code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations; similar output-tracing modernization only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen; same umbrella issue does not make these duplicates." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations; no shared concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different code paths and different behavior." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model families; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model code paths; only the refactor pattern is similar." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; 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shared issue target is too broad to imply duplication." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths and different model behaviors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are distinct model families; same refactor pattern only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different models; not the same underlying change." + }, + { + "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; only the refactor theme matches." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated per-model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model code paths; same output-tracing umbrella only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44101", + "accept": false, + "reason": "RegNet and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are distinct models and fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model families; not the same concrete bug." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different implementations; no duplicate fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change family; the later PR appears to subsume the earlier one on the same files." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file, and 44722 is the broader follow-up version of that same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different models and different concrete code paths; same umbrella refactor only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same output-tracing modernization does not make them duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The accepted pairs are limited to same-family, same-code-path changes and look mergeable as a single bugfix PR, especially the GPT-J/CodeGen cluster and the GPT-Neo pair. The rejected pairs are conservative and correctly avoid treating shared umbrella issue #43979 as duplication across unrelated model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "8faf780c950a72060498fc7b30525ea0306de199cb2e4190bb05e7780803dd6a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "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 code to standardized output tracing, but they affect different models and code paths. They are related in style, not duplicates, so the soft links should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target, a focused refactor in one model, and more complete context than the smaller model-specific migrations.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single PR representative for the cluster: it is clearly scoped, explicitly tracked, and most likely to describe the intended standardized-output refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward paths (VisualBert vs TextNet); same refactor theme is not enough to treat them as the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing migrations, but they touch distinct model implementations (MPNet vs VisualBert) and are not the same underlying bug or fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are separate code paths; this is a shared modernization pattern, not one mergeable duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; similar decorator/output-capture cleanup does not make these the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert output-tracing cleanup is not the same concrete fix as SpeechT5's refactor, and the models/code paths differ substantially." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "fac7f7a8511e1c3d879c71cfdd0ee2683ce6b74be9aef0b6c27819f5648c7d13", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39779, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39779, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific output-tracing refactors, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, PR 44003 is the broadest self-contained refactor, touching two related Mamba-family implementations and the new output-capturing plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest standalone representative of this cluster because it has the broadest concrete code change and most clearly embodies the shared output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model implementations; same tracing theme, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate architectures/code paths; these are not mergeable as one bug fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both refactor output handling, but in different model stacks and distinct code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and implementations; shared wording does not indicate a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Same broad refactor idea, but applied to different model code and tests." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific tracing refactors, not one underlying bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder implementation, so this is not a duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Distinct model code paths; only the output-tracing motif is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model architectures; same refactor theme but not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model families and files; not a duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are tracing refactors, but they touch unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model stacks and code paths; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct models; the overlap is only conceptual." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different implementations with separate output-capturing changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Same general refactor family, but not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; not a mergeable duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; no evidence of one shared bug fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated model code paths; similar refactor naming is not enough." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and implementations; not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model families; no shared concrete bug or patch." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and outputs; only the refactor style matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Distinct code paths; these would not be merged into one PR safely." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and implementations, despite similar tracing changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder/decoder stacks; not a duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths; shared theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct models and refactors; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures; no concrete overlap beyond output handling." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model implementations and refactor scopes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder families; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and code paths; only the pattern is shared." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct architectures and changes; not one underlying bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model implementations; not the same concrete change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different code paths and model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated implementations; same refactor wording is insufficient." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and patches; not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate architectures/code paths; no shared underlying bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and concrete changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "4ede744731227b4b01359c919916a76a6c8ed1d024784b795b72aeb840634361", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11071, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11071, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers boilerplate and auto-registration files, but they target different models, architectures, and code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different problem domains: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared docs/auto-registry files are boilerplate, not evidence of the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "These add unrelated model support for PenguinVL versus DeepSeek-OCR-2. They touch similar framework registration files, but the actual implementations, configs, and tests are for distinct models and code paths." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are different model families with different functionality and model code. Similar auto/module/docs edits are expected for new model additions and do not indicate the same fix 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": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "86886706ab953a0c1bc708199dccc16fc611fc30313584377c9d9d105d024b26", + "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 only at a high level around fusion, but they implement different things: #44979 introduces a generic Module Fusion API, while #45363 adds a specific n-to-1 kernel fusion path via KernelConfig and integration plumbing. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#45363 is the more concrete, end-to-end feature PR with integration and example code, so it is the better standalone representative of the cluster even though it is not a duplicate of #44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different abstraction layers and code paths: #44979 adds a new Module Fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion with integrations. They are related conceptually but not the same fix/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": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "7ef0feffb3864f412c9fe455669d696d955a6823fd07e969fe7d7c7dfd23d9da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral regex patch AttributeError in the same code path and make the same fix in `tokenization_utils_tokenizers.py`; the later PR adds tests and is the more complete candidate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it implements the same fix as #45086 but also includes tests, making it the more complete and merge-ready version.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best PR choice: same underlying bug fix as the other PR, same touched file, and it adds test coverage for the behavior change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same fix in `_patch_mistral_regex`/`tokenization_utils_tokenizers.py`; the second PR appears to be the test-backed follow-up of the same patch and could plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "147400e64693da1bd7c4f16d177a4b429fca9f4cd147fc4f6f1b71ba8b61967c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are in the NemotronH family, but they address different changes: one is a refactor/conversion-mapping inheritance update, the other is a broader split into NemotronH Dense/Sparse with docs and auto-model updates. They overlap on shared model files but do not look like the same underlying fix.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more representative change: it introduces the dedicated NemotronHDense/NemotronHSparse packaging, updates auto-mapping/docs, and includes the NemotronH compatibility adjustments as part of the larger model-family restructuring.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative PR for this cluster because it covers the main functional expansion of the NemotronH family, while #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Do not merge: #45115 is a refactor for GraniteMoeHybrid-compatible inheritance and checkpoint key conversion, while #45569 splits NemotronH into dense/sparse variants and updates docs/auto-mapping. They share some model files but solve different concrete problems." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "004fbb685ddb8769683eac42a569a80e17b656f99dc8e68d520307a35c97a92a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one introduces heterogeneous per-layer config support, the other adds broader heterogeneous model/runtime support on top of it. They share infrastructure files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the more comprehensive end-to-end feature PR: it covers heterogeneous model/runtime behavior in addition to config plumbing, so it is the best representative if one PR must anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the most suitable global representative because it includes the larger user-visible functionality and builds on the config support rather than only adding the underlying API.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related foundation-and-feature pair, not duplicates: 45333 adds per-layer heterogeneous config plumbing, while 45332 adds modeling/cache/runtime support that depends on it. Different concrete change sets and not safely mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 24, + "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-45394-4", + "nodes": [ + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596" + ], + "soft_pairs": [ + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45592|pull_request:45596" + ], + "prepared_review_unit_hash": "14074f69197093061b2ae6c8581f561c5008f11c03e84abab3a2c0b55dec24a9", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10263, + "estimated_input_tokens": 2566, + "estimated_eval_tokens": 5388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10263, + "estimated_input_tokens": 2566, + "estimated_eval_tokens": 5388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not true duplicates; they cover separate models and separate failure modes. Two are model-parallel/code-path fixes for CLIP-family models, while the other two are test-only adjustments for unrelated models and hardware-specific expectations.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear duplicate-canonical for the cluster. If one must be picked as the strongest representative, PR #45487 is the most substantial code fix: it addresses a concrete model-parallel/device placement bug and updates no-split module handling across affected model implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best representative of a real underlying bug because it fixes an actual runtime code path (token_type_ids device placement) and associated model-parallel splitting behavior, rather than only adjusting expected outputs in tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different models and different failures: XCLIP split-module/test failures vs BLT XPU generation expectations. Shared similarity is too broad to indicate the same underlying bug or change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel/device handling fix is unrelated to FastVLM test padding-side setup. They do not address the same concrete code path." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "These target unrelated models and distinct problems: model-parallel token-type-id handling vs BLT bf16/XPU test expectation changes." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "Both are test-related, but for different models and different issues; there is no shared underlying bug or change to merge together." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "f7db21425ed32ad1069db21ebdd19efe550668d649f8f201e322204616507570", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests about typing work in Transformers, but they address different scopes and code paths: one is a broad type-checking sweep, the other is a focused typing-helper/modeling_utils update.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it enables stricter type checking across many `src/transformers/*` modules and adjusts typing config, so it best represents the cluster\u2019s main theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best cluster representative because it is the most comprehensive and central typing-related change in the set; 45425 looks like a narrower follow-up rather than the primary change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but they do not appear to fix the same concrete bug or implement one mergeable code change. 45415 is a broad type-checking sweep across many files, while 45425 adds typing protocols/helpers for modeling_utils and PEFT integration." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/manifest.json b/snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cfc938b2d13bcfd1da122138f8ff605ae216d30a --- /dev/null +++ b/snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260423t120024z", + "artifacts": { + "hybrid": "snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-23T12:08:01Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260423T120024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260423T120024Z/manifest.json b/snapshots/20260423T120024Z/manifest.json index fa3e939620a7b22e4b0b06b76c3531fc49834ce7..5ab67d5bc9cfa9f62936606aee59c0cd3a941afc 100644 --- a/snapshots/20260423T120024Z/manifest.json +++ b/snapshots/20260423T120024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 870 }, "extracted_at": "2026-04-23T12:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260423t120024z", + "runs": { + "hybrid-model-20260423t120024z": { + "analysis_id": "hybrid-model-20260423t120024z", + "artifacts": { + "hybrid": "snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260423T120024Z/analysis-runs/hybrid-model-20260423t120024z/manifest.json", + "model": null, + "published_at": "2026-04-23T12:08:01Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260423T120024Z", "watermark": {