diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 0c6136818402a15c97c55037c18ff5fcf210cff3..d5d70db35f6e4182b0c83ef5a8517959492ccbf5 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": "20260612T180035Z", - "generated_at": "2026-06-12T18:05:44Z", + "snapshot_id": "20260613T000024Z", + "generated_at": "2026-06-13T00:09:05Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1480,71 +1480,6 @@ } ] }, - { - "cluster_id": "cluster-46291-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46291.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46291, - "canonical_pr_number": 46293, - "issue_numbers": [ - 46291 - ], - "pr_numbers": [ - 46293, - 46478 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46293, - "right_pr_number": 46478, - "code_similarity": 0.483, - "size_similarity": 0.325, - "file_overlap": 0.333, - "area_overlap": 0.862, - "patch_similarity": 0.111, - "shared_filenames": [ - "src/transformers/integrations/hub_kernels.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 89, - 180 - ], - [ - 233, - 247 - ] - ], - "right_ranges": [ - [ - 89, - 181 - ], - [ - 234, - 248 - ], - [ - 263, - 269 - ], - [ - 360, - 366 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -2180,15 +2115,6 @@ "target_issue_number": 45987, "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-46291-3", - "canonical_pr_number": 46293, - "duplicate_pr_numbers": [ - 46478 - ], - "target_issue_number": 46291, - "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." - }, { "cluster_id": "cluster-46305-3", "canonical_pr_number": 46546, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 63c99425342c551c88a1c238c23be3c1d180630b..09de48c8b52a5e31744bccdbd8c8a961b31b1f21 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": "20260612T180035Z", - "generated_at": "2026-06-12T18:05:44Z", + "snapshot_id": "20260613T000024Z", + "generated_at": "2026-06-13T00:09:05Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 1, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:24643", "issue:30277", @@ -117,8 +117,8 @@ "issue:43716|issue:45685", "issue:44292|issue:44918", "issue:44918|issue:45161", - "issue:45507|issue:45685", "issue:43716|issue:44292", + "issue:45507|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", "issue:43827|issue:44512", @@ -132,20 +132,20 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "fef2f1fe0d1f14113edbaf79b4713b1703c243e9c6f91bf33ca8150091f90b06", + "prepared_review_unit_hash": "60c623a196514a531f5f329b1eedc79baf6f7e2376272d2536c48a99a0cc1319", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46522, + "serialized_chars": 46523, "estimated_input_tokens": 11631, "estimated_eval_tokens": 23518 }, @@ -154,396 +154,300 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model/runtime issues. I only see two true duplicate pairs: the DeepSpeed ZeRO-3 BertModel IndexError reports, and the torch 2.4.1 compatibility reports. The rest are similar-by-theme but not the same concrete bug/change.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43638 is the clearest representative of the ZeRO-3 BertModel IndexError cluster: it states the exact failure mode, setup, and model family, and it matches the near-identical 43596 report.", + "summary": "This cluster is mostly a set of unrelated issues. The only clear duplicate pair is the two DeepSpeed ZeRO-3 BERT IndexError reports; the rest are similar only at the symptom/subsystem level and are too broad to merge as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it states the DeepSpeed ZeRO-3 / BertModel IndexError clearly and broadly enough to cover the near-identical follow-up report in 43638.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43638 is the strongest issue to anchor deduping here because it is specific, reproducible, and directly paired with the closest duplicate in the set.", + "best_issue_reason": "issue:43596 is the best representative issue for the only true duplicate pair in this cluster; it is specific, readable, and captures the shared root symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: Qwen3_5Config missing a field vs streaming chat/completions failure on Qwen3.5-0.8B." + "reason": "Different bugs: Qwen3.5 config attribute error vs chat/completions streaming failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both mention hardware/backend problems, but one is GPT-OSS on AMD GPUs and the other is an MPS histogram error in moe code; not the same bug." + "reason": "Different models and failures: AMD GPU support for GPT-OSS-20B vs MPS histogram on int in MoE." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs AMD GPU runtime failure." + "reason": "Both mention model/runtime problems, but the model, backend, and failure mode are unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS-20B failing on AMD GPUs." + "reason": "Different concrete issues: autocast dtype mismatch vs AMD GPU incompatibility." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model-specific failures; a broken official Nemotron example is not the same issue as GPT-OSS on AMD GPUs." + "reason": "Generic GPU/backend breakage is not enough; these are different models and different failures." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Same broad MoE/hardware area, but different concrete failures and models; not a duplicate." + "reason": "Different model families and different invalid-method/backend symptoms." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated failures." + "reason": "Both are error reports, but one is a DeepSpeed collective mismatch and the other is ONNX export; unrelated code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific errors, but ONNX export and FineGrainedFP8 failure are different code paths." + "reason": "Different export/runtime failures for different models and different causes." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Different issues: ONNX export error vs device-mapping CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are documentation/problem reports, but one is table-question-answering crashes and the other is outdated RAG examples." + "reason": "Both are RAG/docs-related, but one is a task crash and the other is outdated examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup, but they target different removed references and are not the same doc bug." + "reason": "Both are stale v5 docs issues, but they target different removed documentation references and are not clearly the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error vs GenerationMixin import error are separate issues." + "reason": "ONNX export error is not the same as GenerationMixin import failure." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different trainer/resume scenarios; one is TRL SFT input embedding unpacking, the other is resuming local model training with trust_remote_code." + "reason": "Different problems: Qwen3.5 embedding unpacking with TRL vs resuming training with local model and trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch in a tensor op is not the same as Gemma4 device_map forward mismatch." + "reason": "Different device/shape errors with different models; not the same underlying bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention index-related errors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch." + "reason": "Both are IndexErrors, but this one is a generic mask/tensor shape mismatch, not the same DeepSpeed ZeRO-3 Bert bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated training-resume issue vs ZeRO-3 BertModel IndexError." + "reason": "Unrelated: Bert ZeRO-3 loading error vs training resume/trust_remote_code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-ish, but one is ZeRO-3 empty tensor initialization and the other is a shape mismatch during indexing." + "reason": "The DeepSpeed Bert IndexError and a generic mask shape mismatch are different bugs." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different domains: generic mask shape IndexError vs Qwen3.5 video chat_template token/feature mismatch." + "reason": "Different multimodal failures: generic mask/tensor mismatch vs video chat template token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch and GPT-OSS MoE tensor-parallel failure are not the same bug." + "reason": "Generic indexing/shape error vs GPT-OSS MoE tensor-parallel failure; not the same bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resuming local training with trust_remote_code is unrelated to the broken Nemotron example." + "reason": "Different issues: training resume/auth behavior vs broken Nemotron example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in chat template handling is unrelated to local-model resume/trust_remote_code." + "reason": "Different failures: Qwen3-vl video StopIteration vs training resume with local model." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different setup and failure mode; not the same Zero-3 BertModel issue." + "reason": "Different code paths and symptoms; no duplicate evidence." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the reported failures are different and model-specific." + "reason": "Both involve distributed training, but the models and failure modes differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/BertModel IndexError with size-0 tensor access; the titles describe the same bug from slightly different setups." + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel IndexError with size-0 tensors; these are near-identical reports." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor parallel issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are different bugs." + "reason": "Different problem domains: detokenization in v5 vs LoRA weight merge/save mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA weight merge inconsistency are unrelated." + "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA merge/save output mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputed tensor mismatch is not the same as a mask shape IndexError." + "reason": "Both are training-time errors, but one is checkpointing/FSDP recomputation and the other is an indexing shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." + "reason": "Both are DeepSpeed-related, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU offload incompatibility and the other is uninitialized memory after to_empty(cuda); not the same bug." + "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload compatibility and the other is meta-to-empty uninitialized memory; not the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BertModel initialization error and GPT-OSS MoE TP failure are different code paths." + "reason": "Bert ZeRO-3 loading bug vs GPT-OSS MoE tensor-parallel bug are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP/checkpointing tensor-size mismatch and CustomTrainer.compute_loss signature breakage are unrelated." + "reason": "Activation checkpointing/FSDP recomputation issue is not the same as CustomTrainer compute_loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes; not a duplicate." - }, - { - "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GraniteMoEHybrid invalid method calls." - }, - { - "left": "issue:44292", - "right": "issue:45237", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GPT-OSS-20B AMD GPU failure are different issues." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are distinct model bugs." - }, - { - "left": "issue:39290", - "right": "issue:45081", - "accept": false, - "reason": "Gemma3 config missing a field with vLLM and Mistral regex patch crashing are unrelated." - }, - { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 compatibility problem; both titles point to the same version-incompatibility issue." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Device-map forward mismatch in Gemma4 PLE is not the same as expensive reverse embedding lookup in Gemma4-E2B/E4B." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "General torch incompatibility and a specific Qwen-3-8B-NVFP4 runtime error are not the same bug." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP activation checkpointing mismatch and Qwen3 auto device map cuda assert are separate distributed/runtime issues." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failure modes; not the same underlying bug." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image-preprocessor dtype mismatch are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral-3 image preprocessor mismatch is not the broken Nemotron example." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model/backend problems; not a duplicate." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen3.5 input-embedding unpacking with TRL are different failures." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT trainer embedding unpacking issue and GPT-OSS MoE tensor-parallel issue are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method call and MPS histogram_not_implemented error are different bugs." + "reason": "Different models and failures; no shared underlying code-path bug." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen-3-8B-NVFP4 runtime error are unrelated." + "reason": "Different model/backend errors: Mistral-3 dtype mismatch vs Qwen-3 NVFP4 runtime failure." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy being called is not the same bug as TRL input-embedding unpacking." + "reason": "Liger Kernel cross_entropy invocation and TRL SFT embedding unpacking are different issues." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 Zero-3 loading IndexError and BertModel Zero-3 loading IndexError are similar at a high level but different models and code paths." + "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert hit different code paths and likely different fixes." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." + "reason": "Both are docs issues, but they refer to different removed content and are not clearly the same change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram implementation error are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL input-embedding unpacking and MPS histogram error are not the same issue." + "reason": "Different issues in different subsystems: TRL embedding unpacking vs MoE MPS histogram failure." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different failures: Liger Kernel cross_entropy path vs autocast dtype mismatch." + "reason": "Different runtime problems: Liger Kernel path vs autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and Trainer compute_loss signature change are unrelated." + "reason": "DeepSpeed collective mismatch and trainer loss-signature breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch and GenerationMixin import failure are different bugs." + "reason": "Checkpointing/FSDP recomputation bug is unrelated to import failure of GenerationMixin." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy being called does not match a tensor mask shape mismatch." + "reason": "Cross-entropy routing via Liger Kernel is unrelated to a generic mask/tensor indexing error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS-20B on AMD GPUs and outdated RAG docs are unrelated." + "reason": "Different content: AMD GPU runtime issue vs outdated RAG examples." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and Sam3Model text-encoder weights not loaded are different problems." + "reason": "Model corruption and text encoder weight loading are not the same bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch 2.4.1 vs transformers 5.8.0 incompatibility is not the same as USE_DISTRIBUTED=0 support breaking in v5.9.0." + "reason": "Both mention torch compatibility, but the affected versions and failure surfaces are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the titles, and the rejected soft-edge pairs generally distinguish different model families, failure modes, or code paths without overclaiming equivalence." + "feedback": "The conclusion is well grounded in the packet: 43596/43638 is the only clearly duplicate pair, and the rest of the soft pairs are rejected conservatively with reasons tied to distinct model/backend/failure modes. The canonical issue choice is also supported by the titles and similarity signal." }, "evaluator_used": true, "retried": false, @@ -556,13 +460,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 2, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36010", "issue:39290", @@ -636,8 +540,8 @@ "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:43596|issue:45800", - "issue:43792|issue:45070", "issue:43975|issue:45901", + "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", @@ -656,20 +560,20 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "13036ad59916594bb552b014102f7aef40e20f21d322c12a3ba38cd177a8f3eb", + "prepared_review_unit_hash": "9fdb24e8d20f49df11711f99e3e87ab673fd5fec9ec8978d2b0a8597f98a7e01", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39729, + "serialized_chars": 39732, "estimated_input_tokens": 9933, "estimated_eval_tokens": 20122 }, @@ -678,253 +582,292 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports; only two soft pairs look like true duplicates: the repeated mask-shape IndexError and the repeated DeepSpeed ZeRO-3/BERT initialization IndexError. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:41093 is the cleanest representative of the exact mask-shape IndexError duplicate pair with issue:44805, and it is the strongest duplicate-style issue in the set.", + "summary": "This cluster is mostly a loose set of Transformers issue reports across unrelated model- and runtime-specific regressions; only a couple of pairs look like true duplicates. The clearest duplicate is the AutoTokenizer wrong-token-IDs regression, and the ZeRO-3 \"index 0 out of bounds\" loading errors also appear to share the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45920 is the broadest, most central issue in the tokenizer-regression subset: it covers wrong token IDs across multiple models and naturally subsumes the narrower Granite-only report (45812).", "canonical_pr_reason": null, - "best_issue_reason": "issue:41093 is the best issue candidate because it matches another report with the same error signature and is more central than the other, unrelated issues.", + "best_issue_reason": "Issue 45920 is the best representative issue for the only clearly duplicated bug family here because it describes the shared v5 AutoTokenizer regression across several model families, not just one.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: PaddleOCR-VL/vLLM load bug vs PyTorch build support with USE_DISTRIBUTED=0." + "reason": "Different failures: PaddleOCR-VL/vLLM load error vs distributed USE_DISTRIBUTED=0 support regression." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 IndexErrors, but the model/context differ and the root cause is not clearly the same." + "accept": true, + "reason": "Both report the same ZeRO-3 loading/init path hitting `IndexError: index 0 is out of bounds for dimension 0 with size 0`; likely the same root bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM attribute error and Qwen3 auto-device-map cuda assert are unrelated bugs." + "reason": "Different subsystems and symptoms: Gemma3 config attribute missing in vLLM vs Qwen3 auto device-mapping CUDA assert." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the distributed build/config issue." + "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 compatibility break." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs problems, but they concern different removed/changed APIs and are not the same change." + "reason": "One is a pipeline docs/behavior mismatch, the other is stale docs about a removed command; same area, not same bug." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map forward mismatch and video chat-template token mismatch are different multimodal issues." + "reason": "Both involve model loading/inference, but the concrete failures differ: PLE device mismatch vs video-token/template mismatch." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU GPT-OSS failure and table-question-answering crash are unrelated." + "reason": "Completely different problem domains: AMD GPU support for GPT-OSS vs table-question-answering crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor load failure and PLE device mismatch are different code paths and symptoms." + "reason": "Different model families and errors; processor failure for Voxtral is not the same as Gemma4 device placement mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy behavior and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy routing and Qwen3.5 video apply_chat_template failure are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug and outdated RAG docs are unrelated." + "reason": "Detokenization regression is unrelated to outdated RAG examples docs." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to RAG documentation." + "reason": "NemotronH checkpoint loading failure is unrelated to documentation staleness." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code breakage and USE_DISTRIBUTED=0 compatibility are different regressions." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are different compatibility regressions." }, { "left": "issue:45812", "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but the affected model sets differ and the shared root cause is not clear enough." + "accept": true, + "reason": "45812 is a narrower instance of the broader AutoTokenizer wrong-token-IDs regression described by 45920." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs implementation load failure are not the same underlying bug." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading support are distinct issues." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed build issue." + "reason": "bitsandbytes Int8Params constructor mismatch is unrelated to PyTorch distributed support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG documentation." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they involve different models and distinct failures." + "reason": "Both mention sliding window, but the concrete bugs differ: missing config attribute in vLLM vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Same broad IndexError family, but one is a mask-length mismatch and the other is a zero-size tensor during ZeRO-3/BERT init." + "reason": "Same generic IndexError shape family, but different reported contexts and no evidence they share the exact root cause." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper runtime failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure for GLM-4.7-Flash and Ovis2 checkpoint corruption are different problems." + "reason": "Model test-load failure and corrupted checkpoint are different failure modes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic model-field regression are unrelated." + "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention environment compatibility, but the model paths and failure modes are different." + "reason": "ZeRO-3 init IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression is unrelated to table QA crash." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper cannot run and PretrainedConfig/pydantic regression are unrelated." + "reason": "Whisper load/run failure is unrelated to pydantic model-field breakage." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Detokenization regression and table QA crash do not share the same bug." + "reason": "Both are Qwen3.5 chat-related, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not enough evidence of the same bug." }, { - "left": "issue:45362", + "left": "issue:45685", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure." + "reason": "MPS histogram kernel limitation under MoE is unrelated to Qwen3.5 streaming chat failure." }, { - "left": "issue:44292", - "right": "issue:45685", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Qwen NVFP4 runtime and MPS histogram integer support are unrelated." + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression family; 45920 is the broader umbrella while 45812 is a model-specific manifestation." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor indexing failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and pydantic PretrainedConfig breakage are different regressions." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are tensor-shape-related, but one is a mask/index shape mismatch and the other is a TRL embedding-unpacking failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Grouped_mm tracing error and MPS histogram error are different issues." + "reason": "int4 CUDA memory/OOM regression and tied-weights translation-model issue are different bugs." }, { "left": "issue:43541", - "right": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing under torch dynamo and autocast dtype mismatch are different bugs." + "reason": "Grouped_mm torch-dynamo tracing failure and MPS histogram unsupported-for-Int are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 config/sliding-window issue are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compilation error are different code paths." + "reason": "Processor failure for Voxtral and compile error for non-template nodes are different code paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights bug and Ovis2 checkpoint corruption are unrelated." + "reason": "Weight-tying bug in Mistral3 is unrelated to corrupted Ovis2 checkpoint reports." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and device_map forward mismatch are different regressions." + "reason": "Version compatibility regression vs Gemma4 device mismatch; not the same underlying bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the error messages and affected loading flows differ." + "reason": "Mask/tensor size mismatch and ZeRO-3 empty-index error are distinct failures." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are unrelated." + "reason": "Different model support/load issues with no shared concrete bug." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic PretrainedConfig field regression are different issues." + "reason": "StableLm config field missing and pydantic PretrainedConfig issue are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking failure are not the same bug." + "reason": "Different failure mechanisms despite both being runtime IndexErrors." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM and tied-weights translation-model issue are unrelated." + "reason": "Memory regression under int4 quantization is unrelated to tied-weights translation-model behavior." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different bugs." + "reason": "Both mention MoE/GPT-OSS, but one is a grouped_mm tracing error and the other is tensor-parallel-only not working; too different to merge." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The tokenizer regression pair (45812/45920) is well supported, and the ZeRO-3 loading pair (41762/43596) is phrased cautiously enough as a likely shared root cause. The rejected pairs are also generally sensible and do not overclaim evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -933,13 +876,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 3, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36331", "issue:39186", @@ -1014,8 +957,8 @@ "issue:44863|issue:45005", "issue:45183|issue:46463", "issue:44918|issue:45507", - "issue:46489|issue:46491", "issue:44492|issue:44512", + "issue:46489|issue:46491", "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", @@ -1023,142 +966,142 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "b4e9117ed54c18cecbdf9788c3d57f0efd30d69e9eace0e5b35ef39d1c772ca8", + "prepared_review_unit_hash": "d6b82104e7256854340ac2d9c5094b034bb4a46158c3be28c8abd1d76e33d3b1", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, but there are a few true duplicate subclusters: non-persistent buffer corruption, SigLIP2 bad outputs, input_ids/inputs_embeds validation messaging, and a Qwen3.5 video-input regression. No single canonical issue spans the whole cluster.", - "confidence": 0.81, - "canonical_issue_reason": "No single issue represents the whole mixed set. Among the genuine duplicate subclusters, issue 43950 is the cleanest canonical issue: it states the regression clearly and is directly duplicated by two near-identical reports.", + "summary": "A few clear duplicate pairs emerge: the v5 non-persistent buffer corruption reports, the SigLIP2 output-regression reports, the T5/input validation error-message reports, and the Qwen video-input regression reports. Most other pairs are similar only at a subsystem level and should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44534 is the broadest and clearest statement of the accepted non-persistent-buffer regression in v5, and it reads like the most representative issue to anchor that duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best issue-level representative because it is a concrete, regression-focused report with the broadest and clearest duplicate coverage (43644 and 44534).", + "best_issue_reason": "issue:44534 is the strongest standalone issue to keep: concise, regression-focused, and general enough to represent the shared 'non-persistent buffers filled with junk' bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: unexpected _is_hf_initialized arg during init_empty_weights vs a PretrainedConfig/pydantic field break." + "reason": "Different failures and code paths: init_empty_weights argument handling vs. pydantic/config field behavior." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated problems: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." + "reason": "Different models and problems: GGUF gpt-oss support vs. Qwen3.5 streaming inference failure." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Unrelated bugs; one is Qwen3-MoE sliding_window behavior, the other is a v5 pydantic/config regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both involve recent-version breakage, but one is remote_code loading and the other is torch/transformers incompatibility; different bugs." + "reason": "One is a remote_code compatibility regression; the other is a torch/transformers version incompatibility. Not the same concrete bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal input issues, but they affect different models and different failure modes; not clearly the same code-path bug." + "reason": "Both are multimodal issues, but they concern different models and different mismatches (image dtype vs. video template/token alignment)." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different failures: torch dynamo grouped_mm tracing vs missing Float8 storage object." + "reason": "Different runtime errors and subsystems: torch dynamo grouped_mm tracing vs. missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen video-input regression class: video features/tokens mismatch in Qwen3.5/VL model handling." + "reason": "Both describe the same Qwen video-input regression for the Qwen3.5/Qwen3 VL family, with the same feature/token mismatch symptom." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a zero-sized tensor during ZeRO-3 init; different root causes." + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 zero-sized tensor access are distinct bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Both are SigLIP2 reports about bad or nonsensical outputs, pointing to the same model/processor regression." + "reason": "Same SigLIP2 regression on google/siglip2-base-patch16-224: one reports degraded embeddings, the other nonsensical AutoModel/pipeline output." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different composite-config and rotary-embedding/meta-materialization issues; not the same bug." + "reason": "Different bugs: composite config unwrapping vs. uninitialized rotary embedding memory after materialization." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT." + "reason": "Different failures: FSDP weight shape error vs. TRL SFT unpacking of Qwen3.5 input embeddings." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training failures with different triggers and code paths." + "reason": "Different model families and symptoms; no evidence they share the same underlying bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model notebook initialization is unrelated to flash-attn fallback blocking checks." + "reason": "Custom-model/Jupyter initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different models and different symptom domains: perplexity on gpt-oss vs GLM5." + "reason": "Distinct model-specific perplexity/quality reports with no shared failure mode." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained; too different to merge." + "reason": "Both involve custom-module loading, but one is a leaf-directory cache collision and the other is wrong-module loading after save_pretrained; not clearly the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "lm_head tying in Mistral3 is unrelated to translation-model tied-weights issues in v5." + "reason": "Both mention tied weights, but the model families and concrete failures differ." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn fallback gating." + "reason": "Unrelated issues: FineGrainedFP8Config failure vs. flash-attn2 fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/group-type crash is unrelated to tied-weights translation-model regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation model issues." }, { "left": "issue:43873", @@ -1170,37 +1113,37 @@ "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer implementation discussion is unrelated to a docs-only run-command removal issue." + "reason": "A model/runtime bug and a documentation typo are not the same change or defect." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading is a separate model implementation issue, not a tied-weights regression." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Same validation-path bug: misleading XOR error handling for input_ids/inputs_embeds, with 46463 as a T5-family instance." + "reason": "Same input validation bug class: misleading/wrong error messages for the input_ids vs inputs_embeds XOR check, with 46463 as the T5-specific case." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 TRL input-embedding unpacking is unrelated to GraniteMoEHybrid invalid method calls." + "reason": "Different model/runtime failures with no shared code-path evidence." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different round-trip failures." + "reason": "A docs typo and a removed-command docs issue are unrelated." }, { - "left": "issue:44492", - "right": "issue:44512", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "A cache-strategy typo and a docs reference to a removed command are unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and different encode/decode failure modes." }, { "left": "issue:43975", @@ -1212,37 +1155,37 @@ "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model-specific runtime failures with no shared code path indicated." + "reason": "Different model failures and different invalid-method/runtime contexts." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer regression in v5; the wording differs but the bug is the same." + "reason": "Same non-persistent-buffer regression in transformers v5; 44534 is the broader formulation, 43950 a specific manifestation." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example issues are not the same as the separate SigLIP2 output-quality regression." + "reason": "Documentation example errors and SigLIP2 embedding quality regression are different issues." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Clear duplicate: both report v5 corrupting/filling non-persistent buffers with junk." + "reason": "Both report the same v5 bug where non-persistent buffers get corrupted or junk-filled during loading/materialization." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer compute_loss kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading IndexError." + "reason": "Different training/loading failures with distinct stack traces and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, and the duplicate subclusters it names are supported by the titles alone, especially the non-persistent-buffer regression (43644/43950/44534). The soft-edge accepts are mostly conservative and look mergeable as same-bug pairs. The only minor caution is to keep the SigLIP2 and Qwen video pairings phrased as likely duplicates rather than absolute certainty when only title-level evidence is available." + "feedback": "The summary is grounded in the packet and stays mostly conservative: the accepted pairs share the same concrete regression class or model-specific failure mode, and the rejected pairs are generally separated by different code paths or symptoms. I don\u2019t see an overclaim that would require rejection." }, "evaluator_used": true, "retried": false, @@ -1255,13 +1198,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 4, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:24643", "issue:28530", @@ -1344,17 +1287,17 @@ "issue:43828|issue:45823", "issue:42491|issue:44368", "issue:43742|issue:45399", - "issue:45715|issue:46315", - "issue:45020|issue:45356" + "issue:45020|issue:45356", + "issue:45715|issue:46315" ], - "prepared_review_unit_hash": "7c4bed50a03c06237e55189688442ac3eea4490d8dd79942b089ccb97f989d96", + "prepared_review_unit_hash": "c172ddc613db0cc5a6a3410a3368100d3f73b0efcb04d9ade76b37e2ed5bf7ba", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, @@ -1369,138 +1312,138 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated bug reports grouped by broad topic similarity. The only previously accepted soft edge, issue:45920 vs issue:46489, should be rejected as an uncertain tokenizer-family similarity rather than a confirmed duplicate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45920 is the broadest tracker for the v5 tokenizer-ID regression family; issue:46489 looks like a related follow-up case but not a proven duplicate.", + "summary": "Most suggested soft matches are broad topical overlaps rather than true duplicates. The only convincing duplicate-like pair is the SigLIP2 quality regression versus the HF-vs-JAX implementation discrepancy; the rest are different model-specific failures or different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43493 is the better canonical because it describes the likely root cause at the implementation level (HF vs original JAX discrepancy), while issue:43054 looks like a downstream symptom (worse text embeddings).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative because it captures the general regression clearly and is the broad umbrella report for the tokenizer-ID problem space.", + "best_issue_reason": "issue:43493 is the strongest overall issue candidate: it is broader, more diagnostic, and captures the underlying SigLIP2 mismatch more directly than the symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model families and different failure modes; similar runtime/attention context, but not the same bug." + "reason": "Different failures: Phi autocast dtype mismatch vs Qwen3.5 flash-attn/SDPA position_ids bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are low-level runtime incompatibilities, but the concrete errors and code paths are unrelated." + "reason": "Different incompatibilities: bitsandbytes _is_hf_initialized error vs float8 storage lookup failure." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Related tokenizer-regression family, but the evidence only shows soft similarity and not a confirmed duplicate or same concrete code-path bug." + "reason": "Both are tokenizer regressions, but the models and described failure modes are too different to confirm the same bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and generic loading noise are different problems." + "reason": "Unrelated: corrupted checkpoint vs generic loading noise." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/embeddings, but they describe different symptoms and likely different causes." + "reason": "SigLIP2 embedding quality regression is not the same as a tokenization-version change report." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Generic non-persistent buffer corruption is not clearly the same as the specific Qwen3 MoE buffer-materialization bug." + "reason": "Both involve buffers/materialization, but they describe different code paths and symptoms." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero probabilities versus degraded text embeddings are distinct failures." + "reason": "Same model family, but zero probabilities and worse embeddings are distinct symptoms without enough evidence of one root cause." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error messaging and a missing attribute on a model class are unrelated." + "reason": "Different model-loading failures with no clear shared underlying bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attn packed-sequence crash and CPU-offload incompatibility are different code paths." + "reason": "FlashAttention packed-sequence crash and CPU-offload incompatibility are separate issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but the mechanisms differ: gradient checkpointing versus int4 quantization OOM." + "reason": "Gradient checkpointing/LoRA and int4 memory growth are unrelated regressions." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 shared-state rebuilding and post-to_empty buffer materialization are unrelated bugs." + "reason": "Different bugs: FSDP2 shared_kv_states key error vs uninitialized buffer after to_empty(cuda)." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Same SigLIP2 area, but poorer embeddings versus HF-vs-JAX discrepancy is not the same concrete issue." + "accept": true, + "reason": "Same underlying SigLIP2 implementation discrepancy: 43493 states the HF-vs-JAX mismatch, and 43054 reports the downstream degraded text embeddings." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a specific model-load failure." + "reason": "Generic loading noise vs a specific model-load failure are not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different affected models and different errors; no shared concrete failure mode." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape error is unrelated to early-stopping metric selection." + "reason": "DeepSpeed weight-dimension runtime error is unrelated to early-stopping metric handling." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and flash-attn import error are unrelated." + "reason": "Tokenizer detokenization bug and a Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is not the same as the specific sleng-bert loading failure." + "reason": "Generic loading noise does not match a specific model load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both concern memory, but the training-memory mechanisms differ." + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different problems." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Broad remote_code breakage and a specific missing-fields AutoConfig symptom are not proven identical." + "reason": "Remote_code config field loss is related in area but not clearly the same concrete bug as the broader remote_code breakage report." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading error and FineGrainedFP8Config failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading index error and Qwen3 MoE FP8 failure are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support and Gemma4 device mismatch are different bugs." + "reason": "MPS int histogram limitation is unrelated to Gemma4 device-mapping mismatch." }, { "left": "issue:44991", @@ -1512,77 +1455,77 @@ "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a model class and bitsandbytes storage-argument incompatibility are unrelated." + "reason": "Importing Qwen2.5-VL class and bitsandbytes parameter construction are different issues." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model-loading issues with no evidence of the same underlying code path." + "reason": "Qwen3VL weight_only error is unrelated to the GLM5 issue." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different attributes/errors." + "reason": "Different model-loading failures with no shared code-path evidence." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regression and Gemma4 device-map mismatch are different problems." + "reason": "Remote_code regression and Gemma4 device mismatch are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping registration failure is not the same as generic remote_code breakage." + "reason": "Tokenizer-mapping registration failure is not the same as remote_code breakage." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated." + "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model families and distinct runtime errors." + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different bugs." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility across versions and a tied-embeddings warning are not the same bug." + "reason": "HF4-to-HF5 LoRA compatibility issue is not the same as a tie_word_embeddings warning." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Key error loading a model and flash-attn fallback gating are unrelated." + "reason": "MobileLLM loading key error and flash-attn fallback gating are unrelated." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer performance regressions, but they describe different slow paths and are not clearly the same bug." + "reason": "General remote_code breakage and a specific Kimi-K2.5 tokenizer regression are different issues." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Generic remote_code regression and a specific tokenizer codec regression are different." + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall summary is broadly grounded, but the one accepted soft-edge pair is too strong for the evidence shown. The packet only provides a soft-similarity signal for issue:45920 vs issue:46489, and the pair is marked deterministic_accept=false. Their titles indicate a related tokenizer regression family, but not a confirmed duplicate. To stay conservative, this should be rejected or at least marked uncertain rather than accepted." + "accept": true, + "feedback": "The analysis stays grounded in the packet and the reject/accept calls are conservative overall. The only accepted soft pair, issue:43054 vs issue:43493, is reasonably supported by the titles as symptom vs underlying SigLIP2 implementation discrepancy. The rest are appropriately treated as non-duplicates or insufficiently supported overlaps." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1591,13 +1534,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 5, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:24643", "issue:30064", @@ -1656,8 +1599,8 @@ "issue:42915|issue:43872", "issue:43792|issue:44220", "issue:36331|issue:41093", - "issue:43257|issue:45305", "issue:42947|issue:45923", + "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", @@ -1666,8 +1609,8 @@ "issue:44479|issue:44560", "issue:41553|issue:44488", "issue:24643|issue:30064", - "issue:44863|issue:46402", "issue:43596|issue:46515", + "issue:44863|issue:46402", "issue:44530|issue:44863", "issue:43366|issue:43828", "issue:43638|issue:46515", @@ -1679,14 +1622,14 @@ "issue:43366|issue:44589", "issue:44683|issue:46515" ], - "prepared_review_unit_hash": "c8d71ab04ea62ea5d461bf35eaaccae53afaacd3886e6fac73f5393b7564ab39", + "prepared_review_unit_hash": "dbc1eb11d79afe045790b0b7b6805f16b0abba22dca0835fb77b410b40cd6036", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, @@ -1701,192 +1644,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not one coherent duplicate cluster: most pairs are unrelated false positives, with only a few clear duplicates. The strong matches are tokenizer docs regressions, the repeated mask-shape IndexError, and a likely shared Qwen VL video-input regression.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue fits the whole set; it splits into several unrelated bug families rather than one duplicate thread.", + "summary": "This cluster is mostly heterogeneous. Only a few pairs look like true duplicates or the same underlying regression: docs cleanup around removed pipeline tasks, the `_is_hf_initialized` loading/initialization error, mask-shape IndexErrors, a Qwen3 ZeRO-3 weight-loading regression, and a Qwen3-VL video regression.", + "confidence": 0.93, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items span many unrelated bugs. The closest duplicate-like subcluster is the `_is_hf_initialized` loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable because there is no single underlying bug/change spanning the entire cluster.", + "best_issue_reason": "issue:43872 is the clearest representative of a real duplicate-like subcluster because its `_is_hf_initialized` error matches the broader init_empty_weights/loader regression in 44291.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Same tokenizer regression: LlamaTokenizer in v5 overriding tokenizer.json pre-tokenizer behavior and corrupting DeepSeek tokenizer output." + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different model families and different failure modes; not enough evidence of one underlying bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs issue about removed v5 pipeline tasks still being referenced in documentation." + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation cleanup." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different failures: tied lm_head weight bug vs non-persistent buffer corruption in from_pretrained()." + "reason": "Different problems: tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights loading; not the same bug." + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-kwarg regression during model loading/init_empty_weights; 44291 is the broader description." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different model/setup failures: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params argument incompatibility." + "reason": "Both are loading/compatibility issues, but they are different root causes and different subsystems." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Related to Whisper/audio, but one is a model runtime failure and the other is a specific fbank feature extraction issue; not clearly the same defect." + "reason": "Both touch Whisper/audio, but the titles point to different failures and no shared concrete code path is evident." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different code paths: Trainer compute_loss signature mismatch vs tensor-mask shape mismatch IndexError." + "reason": "Unrelated training API signature issue vs tensor mask shape mismatch." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Different DeepSpeed problems: weight conversion/loading failure vs gradient averaging with GAS and model_accepts_loss_kwargs." + "reason": "Both mention gradient checkpointing, but one is a PEFT behavior bug and the other is a missing model flag." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different gradient-checkpointing topics: LoRA checkpointing ineffective vs missing supports_gradient_checkpointing flag." + "reason": "Both involve DeepSpeed/Qwen-family training, but one is weight conversion at load time and the other is gradient averaging semantics." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-load related, but one is a bad error message for Voxtral and the other is a concrete tokenizer loading failure for est-roberta." + "reason": "Both are tokenizer-loading failures, but they affect different models and different error paths." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 load issues, but they affect different Qwen variants and different missing-weight patterns." + "accept": true, + "reason": "Both are Qwen-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters/weights; likely the same bug class." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Unrelated model-loading failures for different architectures (GLM-4.7-Flash vs NemotronH)." + "reason": "Different model families and different checkpoint-loading issues." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different runtime bugs: Qwen3.5 RLHF NaNs from position_ids/SDPA fallback vs flash_attention AttributeError on s_aux=None." + "reason": "Different subsystems: RLHF/position_ids/SDPA behavior vs flash_attention sinkless-model crash." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask/tensor shape mismatch IndexError, with 44805 appearing to be the broader duplicate report." + "reason": "Same mask-vs-indexed-tensor shape-mismatch IndexError, just reported with different lengths." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Likely same Qwen VL video-input regression in v5.3.0; 44560 looks like a model-specific manifestation of the broader 44479 regression." + "reason": "Both describe the same 5.3.0 Qwen VL video-input regression affecting related model variants." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading problems with different models and failure modes." + "reason": "Both are model-loading complaints, but they concern different models and likely different causes." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated issues: DeepSpeed training weight-shape RuntimeError vs image processor void segmentation map handling." + "reason": "Completely unrelated: DeepSpeed training weight dimensionality vs segmentation-map processing." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:43596", + "right": "issue:46515", "accept": false, - "reason": "Different model-loading bugs for different architectures (NemotronH vs Sam3Model)." + "reason": "ZeRO-3 zero-sized parameter indexing bug vs a torch version incompatibility; not the same issue." }, { - "left": "issue:43596", - "right": "issue:46515", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Different causes: DeepSpeed ZeRO-3 Bert index error vs torch 2.4.1 incompatibility." + "reason": "Different model architectures and different loading failures." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different problems: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different issues: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF architecture support vs dtype mismatch under autocast are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different root causes: ZeRO-3 empty-tensor Bert error vs a torch-version compatibility issue." + "reason": "Different failure modes and different triggers." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF vs sliding_window behavior issues; not the same bug." + "reason": "GGUF support request is unrelated to Qwen3-MoE sliding-window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different model internals: Qwen2.5-VL rope index scaling bug vs Qwen3_5Moe uninitialized inv_freq after to_empty()." + "reason": "Both involve Qwen models, but one is rope index scaling and the other is uninitialized-memory materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both Gemma4-related but distinct: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." + "reason": "Same Gemma4 family, but one is an FSDP2 shared-state bug and the other is a device-map mismatch; different code paths." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different video/image preprocessing failures; dtype mismatch is not the same as StopIteration in video loading." + "reason": "Different models and different errors; only a superficial multimedia/model-family overlap." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different Whisper/AudioFlamingo bugs: batched inference leakage vs empty transcription after align_special_tokens." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "Unrelated issues: GGUF gpt-oss support vs Float8 storage lookup failure." + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Whisper empty-transcription handling." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch compatibility problems: compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." + "reason": "Different torch-version incompatibilities with different features and failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is clearly multi-family rather than one duplicate thread, and the accepted soft pairs are reasonably supported by the issue titles/descriptions. The summary is a bit compressed in how it groups the tokenizer/doc pairs, but it does not overstate the evidence." + "feedback": "Grounded and suitably conservative overall. The canonical issue claim is cautious, and the accepted soft edges are supported by clear title-level overlap: docs cleanup (43827/44509), the `_is_hf_initialized` loader regression (43872/44291), the mask-shape IndexErrors (41093/44805), and the Qwen video regression pair (44479/44560). No obvious overstatement relative to the packet." }, "evaluator_used": true, "retried": false, @@ -1899,13 +1836,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 6, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36010", "issue:38175", @@ -1967,8 +1904,8 @@ "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:45823|issue:46515", - "issue:45812|issue:46489", "issue:44661|issue:45823", + "issue:45812|issue:46489", "issue:44560|issue:44805", "issue:38175|issue:43994", "issue:43632|issue:45834", @@ -1983,252 +1920,246 @@ "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:46459|issue:46512", - "issue:44451|issue:44488", "issue:42491|issue:45276", + "issue:44451|issue:44488", "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:43644|issue:43645", "issue:44488|issue:44991" ], - "prepared_review_unit_hash": "4418ebff846b415f2458cd607eabff22cbb5d3f60b748b7af3fed65c3a2eb2a4", + "prepared_review_unit_hash": "df76cd8b9b9aa30dcf49267296753f2c9e8de5ba108cd39d1b2ea47b198889b4", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37432, - "estimated_input_tokens": 9358, - "estimated_eval_tokens": 18972 + "serialized_chars": 37434, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous false positives. The only clear duplicate families are SigLIP2 output corruption (38175/43994), non-persistent buffer corruption in v5 (43644/44534), and a custom-model-init v5 regression (43645/43646).", - "confidence": 0.66, - "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; 43994 is the best representative of the clearest duplicate family because it states the broader SigLIP2 failure mode and matches a strong duplicate counterpart.", + "summary": "This set is mostly a mix of unrelated Transformers regressions, with a few clear duplicate/same-bug pairs around v5 model-init/buffer issues, SigLIP2 bad outputs, and model-loading failures for specific BERT repos.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the clearest representative: it describes a concrete Transformers v5 regression, has an exact duplicate in 44534 with the same title/theme, and is more actionable than the broader/less specific reports nearby.", "canonical_pr_reason": null, - "best_issue_reason": "43994 is the strongest standalone issue to keep as the representative target for deduping, since it captures the broader symptom than the narrower duplicate.", + "best_issue_reason": "Issue 43644 is the strongest issue to keep as canonical because it is specific, reproducible, and directly duplicated, making it the cleanest anchor for the non-persistent-buffer regression subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different bugs: buffer-loading corruption vs OCR index error." + "reason": "Different bug classes: non-persistent-buffer corruption vs a long-ocr IndexError in Kosmos2.5." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated model-specific video failure vs an MPS histogram/type error in a different subsystem." + "reason": "Different model families and failures: Qwen3-VL video StopIteration vs MoE MPS histogram error." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import/export failure and meta-device loading regression are different code paths." + "reason": "Unrelated symptoms: import error for a Qwen2.5-VL class vs meta-device loading failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failure modes: FP8 config issue vs meta-loading issue." + "reason": "Qwen3Moe FP8 failure and meta-device loading are different code paths and not the same bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers v5 custom-model initialization regression; the Jupyter notebook report is a narrower manifestation." + "reason": "Same underlying custom-model-initialization regression; the notebook context in 43645 is just a specific environment." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5 multimodal failures in different workflows." + "reason": "Both involve Qwen3.5-family workflows, but one is a video StopIteration and the other is TRL embedding unpacking; not the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different attention-path failures; not the same bug." + "reason": "Different failures: torch.compile/SDPA on Bamba vs flash-attention illegal memory access on Qwen3.5." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated issues: script execution failure vs GGUF architecture support." + "reason": "Unrelated: 3d_parallel.py execution failure vs GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Qwen3Moe FP8 problem." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated regressions." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Different issues: Gemma4 device mismatch vs a torch version incompatibility." + "reason": "Device-mismatch during Gemma4 forward vs an unrelated torch version incompatibility report." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Both are tokenizer regressions, but on different model families and different concrete failures." + "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Gemma4 PLE device placement." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "No shared underlying bug; tokenizer-mapping logic vs Gemma4 forward device mismatch." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and code paths; not the same bug." + "reason": "Different errors: video StopIteration vs a mask/tensor shape IndexError." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 wrong-output regression; 43994 is the broader repro of the same issue." + "reason": "Same underlying SigLIP2 bad-output/zero-probability symptom on the same checkpoint family." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated Transformers v5 init-flag regression vs Kosmos2.5 long-input index error." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-input index error are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3 Bert init vs tokenizer-mapping handling." + "reason": "Deepspeed ZeRO-3/Bert initialization failure is not the same as tokenizer-mapping-name handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs; this is a ZeRO-3/Bert indexing issue, not tokenizer-mapping logic." + "reason": "Another ZeRO-3/Bert init IndexError, but not the same bug as the tokenizer mapping issue." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they are model-specific failures with no clear shared bug." + "reason": "Both are config-validation related, but they affect different models and are not clearly the same root cause." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated tokenizer-mapping bug vs tensor mask shape mismatch." + "reason": "Tokenizer-mapping failure and a tensor mask shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading problems: dequantized offload vs mmap OOM on Strix Halo." + "reason": "device_map/offload loading and Strix Halo mmap OOM are different problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Docs example/model-processor mismatch is not the same as the SigLIP2 inference-output regression." + "reason": "Same model family, but 39692 is documentation/example and quantization/processor mismatch, not the same bug as zero probabilities." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same non-persistent-buffer corruption regression in Transformers v5." + "reason": "These are effectively the same non-persistent-buffer regression; the titles describe the same v5 corruption bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model-loading/compatibility problems with different mechanisms." + "reason": "LoRA/qwen3_moe version-compatibility problem is unrelated to BitNet packed-weight loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen-related failures with distinct triggers and code paths." + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3Moe FP8 failure are different code paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8/MoE failure is unrelated to mmap-related OOM." + "reason": "FP8 MoE failure is unrelated to Strix Halo mmap OOM." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is checkpoint loading and the other is from_config state; not the same bug." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Likely related loading regressions, but the titles point to different models and insufficiently specific evidence for one bug." + "reason": "Both involve dtype handling, but one is composite-checkpoint loading and the other is from_config/config stale-state; not the same bug." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Unrelated LoRA/compatibility issue vs resize_token_embeddings behavior." + "reason": "Qwen3_moe LoRA incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same underlying model-loading regression affecting two different BERT-like repos on latest/current Transformers." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures; not mergeable as one bug." + "reason": "Different model reports and different failure descriptions; not enough evidence for the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different multimodal Qwen3.5 problems: ZeRO-3 loading vs save_pretrained key serialization." + "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-key regression are unrelated." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Unrelated issues; no shared concrete bug." + "reason": "GraniteMoEHybrid invalid-method call and the Nemotron example breakage are different issues." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but the buffer-corruption bug and notebook custom-init bug are not the same underlying issue." + "reason": "Both are v5 custom-model/init regressions, but 43644 is about non-persistent buffers while 43645 is notebook-specific model initialization." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Related loading/tokenizer complaints, but they do not clearly describe the same concrete regression." - }, - { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "Different SigLIP2-related problems; one is inference output corruption, the other is doc/example and quantization errors." + "reason": "Both are loading failures for specific repos, but they appear to be separate tokenizer/model compatibility problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous, and only calls out the three clearly supported duplicate families. The accepted soft-edge pairs are all closely aligned by title/body, while the rejected pairs avoid overclaiming shared bug identity." + "feedback": "Grounded overall: the canonical 43644/44534 choice is well supported by the titles, and the soft-edge verdicts are mostly conservative. I don\u2019t see a clear overclaim that would require rejection." }, "evaluator_used": true, "retried": false, @@ -2241,13 +2172,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 7, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36010", "issue:39404", @@ -2317,12 +2248,12 @@ "issue:44402|issue:44488", "issue:41720|issue:44155", "issue:43404|issue:43454", - "issue:39692|issue:44960", "issue:43873|issue:44387", "issue:42947|issue:45704", + "issue:39692|issue:44960", "issue:45663|issue:45759", - "issue:36010|issue:39404", "issue:44291|issue:44756", + "issue:36010|issue:39404", "issue:45663|issue:45859", "issue:44387|issue:44756", "issue:44292|issue:44912", @@ -2335,253 +2266,253 @@ "issue:45276|issue:45292", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "0ddfb2cc49cfd100731a484ac6605eefa9e9b09099924f6af2ca8ebc2094d1e3", + "prepared_review_unit_hash": "fd4148decfcd5e9b8eb7dee356a45110127e76a8edf85476973517ba47c97f06", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38255, - "estimated_input_tokens": 9564, - "estimated_eval_tokens": 19384 + "serialized_chars": 38251, + "estimated_input_tokens": 9563, + "estimated_eval_tokens": 19382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are still unrelated or only loosely similar by subsystem/model family. In the resize_token_embeddings cluster, issue:45292 is the best umbrella canonical issue, but there are at least two closely related nested-embedding variants: issue:45276 and issue:45335. So this looks like a small family of near-duplicates, not just a single Gemma4/output_embeddings pair.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45292 is the cleanest umbrella statement of the resize_token_embeddings propagation bug, while still covering the broader nested-embedding failures seen in related reports.", + "summary": "Mostly a heterogeneous cluster of unrelated issue reports, with one clear duplicate subgroup around `resize_token_embeddings` not propagating to model-specific output/input embeddings.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45292 is the most general formulation of the `resize_token_embeddings` bug and serves as the cleanest representative of the duplicate subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the most reusable triage target because it states the shared resize_token_embeddings symptom generically and can absorb the model-specific variants.", + "best_issue_reason": "issue:45292 is the strongest representative issue overall because it is broad, concise, and directly matches one of the accepted duplicate edges.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different bugs: checkpoint resume step accounting vs unused optimizer arguments." + "reason": "Different trainer checkpoint-resume step counting vs optimizer argument handling; no shared code-path bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is an inference regression." + "reason": "Both involve SigLIP2, but one is a documentation example problem and the other is a model/pipeline output issue." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different failure modes: Qwen3 MoE training inefficiency vs quantization/offloading behavior." + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is offloading with quantization." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but the reported causes and code paths differ." + "reason": "Different problems: MoE training memory usage vs increased reserved CUDA memory under int4 quantization." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Unrelated model-loading failures for different models and error types." + "reason": "Unrelated model-loading failures for different models and failure modes." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and root causes: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + "reason": "Different model families and different load/convert paths; not the same underlying bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/hf5.x compatibility is unrelated to resize_token_embeddings behavior." + "reason": "LoRA compatibility across HF versions vs token embedding resizing; no common bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different models and different bug classes; no shared concrete code-path problem." + "reason": "Different Qwen3 loading/compatibility issue vs shape mismatch for a VL model." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "One is a GLM5 issue, the other is quantized save/load corruption; not the same bug." + "reason": "GLM5 loading issue vs quantized save/load regression; separate bugs." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different mechanisms." + "reason": "Both are tokenizer regressions, but they affect different tokenizer families and different root causes are evident." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different components: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + "reason": "Chat crash on Qwen3.5 vs Gemma4Processor missing `_tokenizer`; different code paths." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights argument validation." + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights argument incompatibility; unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report resize_token_embeddings failing to propagate into nested embedding modules in composite Gemma/T5-Gemma models; same bug family and plausibly one fix." + "reason": "Both say `resize_token_embeddings` fails to update downstream embeddings in model-specific components; same underlying bug pattern." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention crashes with different triggers and exception types." + "reason": "Different flash-attention failures with different triggers and error types." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is unrelated to meta-device loading regressions." + "reason": "Torch version incompatibility vs meta-device model-loading breakage; not the same issue." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Likely related to tokenizer loading, but the reports are too model-specific and underspecified to call the same bug." + "reason": "Both are model-loading/token vocab complaints, but the titles point to different models and no identical failure mode is clear." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems: Qwen3 device-mapping crash vs AudioFlamingo3 batched inference leak." + "reason": "CUDA assert in Qwen3 auto device mapping vs batched AudioFlamingo3 inference leakage; unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they are separate model implementations without evidence of one shared bug." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "Docs/example errors and GLM5 loading issues are unrelated." + "reason": "Both mention untied `lm_head`, but they are model-specific reports for different architectures and not clearly one fix." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization-related memory problems, but the behaviors and likely code paths differ." + "reason": "General offloading/quantization issue vs int4 CUDA reserved-memory/OOM regression; different bug shapes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT is unrelated to the apex RMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA vs Apex RMSNorm memory leak; unrelated." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are different bugs." + "reason": "Different model families and unrelated failure modes." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + "reason": "FSDP2 shared state bug vs `from_config` text_config unwrapping bug; separate code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling has nothing to do with mmap OOM on Strix Halo." + "reason": "`init_empty_weights` argument mismatch vs mmap/OOM on Strix Halo; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path regression vs Whisper pipeline option regression; no common bug." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific training/offload problems." + "reason": "FSDP2 attention state bug vs CPU-offload rotary embedding incompatibility; unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Separate memory issues with different causes and environments." + "reason": "Different memory problems with different triggers and subsystems." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-load failures, but they involve different quantization formats and models." + "reason": "Generic `output_embeddings` resize issue vs MXFP4 load/fallback issue; unrelated." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "AudioFlamingo3 track leakage vs Gemma4 PLE device mismatch; different models and code paths." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions are different from mmap-related OOM behavior." + "reason": "Meta-device loading breakage vs Strix Halo mmap OOM; separate failures." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to Gemma4 FSDP2 key errors." + "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 key error; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Nemotron checkpoint loading and the broken official example are not clearly the same concrete failure." + "reason": "NemotronH checkpoint loading vs broken official example; related project area but not the same concrete bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram failure is unrelated to the Nemotron example breakage." + "reason": "MPS histogram op error vs Nemotron example breakage; unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic umbrella report and 45276 is a concrete model-specific instance." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Different flash_attention crash conditions and symptoms." + "reason": "Same `resize_token_embeddings` propagation bug; one is a specific model instance, the other is the generic report." }, { - "left": "issue:44291", + "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Distinct bugs with no shared code path." + "reason": "Save/load extra_state handling vs mmap-related OOM; unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level conclusion is a bit too narrow for the packet. `issue:45292` is a reasonable canonical target, but the summary\u2019s claim that the only clear duplicate is the Gemma4/output_embeddings pair overstates the evidence: `issue:45276` also closely matches `issue:45335` as another resize_token_embeddings propagation failure into a nested embedding module. The rest of the pairwise rejections are mostly conservative, but the writeup should acknowledge that there is more than one closely related resize_token_embeddings variant rather than treating 45292 vs 45276 as the sole duplicate relationship." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate subgroup is the resize_token_embeddings family, and the chosen canonical issue (45292) is a reasonable generic representative of that cluster. The other pairwise rejections are cautious and supported by the titles/descriptions; no mergeability or same-bug overclaiming is evident." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2591,20 +2522,19 @@ "component_index": 1, "component_count": 21, "review_unit_index": 8, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ - "issue:36032", "issue:39404", "issue:42796", "issue:43381", "issue:43425", - "issue:43452", + "issue:43596", "issue:43611", "issue:43645", "issue:43646", @@ -2678,222 +2608,216 @@ "issue:43901|issue:44509", "issue:39404|issue:44912", "issue:43994|issue:44079", - "issue:36032|issue:43452" + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "653b37b79127a8726d3275dffa6453b17f534091ac7343ba5a9413a0101f79d2", + "prepared_review_unit_hash": "c88b7ce453f02e146d2aa4cd49c48911a5738d14f48cf5ed634b8c9e8878df60", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36865, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "serialized_chars": 36255, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct regression reports across tokenizer, model-loading, training, and device/dtype paths. The only strong duplicate-like pair is the generic `resize_token_embeddings` bug and its model-specific `t5gemma` manifestation.", - "confidence": 0.9, - "canonical_issue_reason": "`issue:45292` is the broader, model-agnostic report about `resize_token_embeddings` not updating output embeddings, while `issue:45335` looks like a specific `t5gemma` instance of the same bug.", + "summary": "The cluster is mostly a set of unrelated regression issues; only one soft pair looks like a true duplicate. That pair is the generic `resize_token_embeddings` regression and its T5Gemma-specific manifestation.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broader, more general report (`resize_token_embeddings` not updating output embeddings), while issue:45335 is a model-specific instance of the same bug in T5Gemma.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best canonical issue because it describes the underlying API failure more generally and can absorb model-specific duplicates like `issue:45335`.", + "best_issue_reason": "issue:45292 is the best anchor for the duplicate pair because it states the underlying behavior generically and would subsume the T5Gemma report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video input handling for Qwen VL models vs strict config loading for `granite_speech`." + "reason": "Different regressions: video-input handling in Qwen/VL vs strict config loading for granite_speech." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unrelated failures: GLM-4.7-Flash unit-test loading vs Qwen3.5 `save_pretrained` checkpoint regression." + "reason": "Different failure modes and code paths: GLM-4.7-Flash test loading vs Qwen3.5 save_pretrained regression." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Different code paths: gradient checkpointing in eval mode vs RLHF NaNs from Qwen3.5 `position_ids`/SDPA behavior." + "reason": "Unrelated bugs: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution after save; not the same bug." + "reason": "Both involve save/load, but one is read-only file permissions and the other is wrong custom module resolution; not the same bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different concrete problems: flash-attention crash on `s_aux=None` vs Gemma-4 FSDP2 `shared_kv_states` KeyError." + "reason": "Different concrete failures: flash_attention crashes on s_aux=None vs Gemma-4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior for `mistral_common` tokenizers." + "reason": "Tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in notebooks is unrelated to `resume_from_checkpoint` / `max_steps` calculation." + "reason": "Different code paths: custom model init in notebooks vs Trainer resume/max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization vs `save/from_pretrained` handling of `extra_state` are different failures." + "reason": "One is Jupyter/custom model initialization under v5, the other is save/from_pretrained extra_state handling." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/device mismatch reports, but they affect different model-loading and autocast paths." + "reason": "Different underlying issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` fails to propagate to tied output/decoder embeddings; `t5gemma` is a model-specific instance." + "reason": "Same underlying bug: `resize_token_embeddings` failing to propagate updates; 45335 is the T5Gemma-specific instance." }, { "left": "issue:43425", - "right": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Different regressions: torch 2.10 incompatibility vs Gemma4 device_map device mismatch." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Model vocab inconsistency vs model loading failure; no clear shared underlying defect." + "reason": "The second is a generic model loading failure, but the first is a specific tokenizer vocab-size problem; not enough evidence they are the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage deserialization error and Strix Halo mmap OOM are separate issues." + "reason": "Unrelated: float8 storage lookup error vs mmap/OOM workaround on Strix Halo." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex attention failure on torch>=2.9 is unrelated to Gemma4 `device_map=\"auto\"` device mismatch." + "reason": "Different features and failures: compiled flex_attention on torch>=2.9 vs Gemma4 PLE forward device mismatch." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." + "reason": "Both concern tokenization, but one is incorrect token IDs for Granite models and the other is a performance regression in `convert_tokens_to_ids`." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in token lookup vs CodeLlama round-trip spacing regression are not the same bug." + "reason": "Performance regression vs encode/decode round-trip correctness issue for CodeLlama; not the same bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression is unrelated to a general tokenization behavior change." + "reason": "Whisper pipeline `return_language` regression is unrelated to a general tokenization-version-change report." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "`base_model_prefix` loading failure and notebook custom-model initialization are different code paths." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as the Gemma4 PLE device placement bug." + "reason": "Both touch Transformers 5/custom models, but one is `base_model_prefix` loading and the other is notebook-based custom model initialization." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Version compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Torch version incompatibility and image preprocessor/model dtype mismatch are distinct problems." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache group-type crash and non-template-node compile error are distinct." + "reason": "Different errors: PagedAttentionCache linear_attention crash vs compiler non-template-nodes TypeError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different failures: Float8 storage lookup vs compiler rejecting non-template nodes." + "reason": "Different failure surfaces and likely different subsystems: float8 storage lookup vs compilation error." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape `IndexError` do not describe the same underlying bug." + "reason": "Both are runtime regressions, but the symptoms and affected paths differ: video input handling vs mask/index shape mismatch." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "One is an isolated reproduction of an earlier issue; the other is a Qwen3.5 PagedAttentionCache crash. No concrete match." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure is separate from Perceiver non-default resolution failure." + "reason": "Different model/runtime problems: torch.export with torch_compilable_check vs Perceiver interpolation/resolution failure." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + "reason": "Torch compatibility issue vs Qwen3.5 embedding unpacking with TRL SFT trainer." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline-task deprecations and mismatches." + "reason": "Both are docs-related, but they document different removed/changed pipeline APIs and are not the same underlying issue." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language-return bug and MXFP4 loading fallback are different problems." + "reason": "Whisper pipeline language-return bug is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs and `ModelOutput` key assignment behavior are unrelated." + "reason": "SigLIP2 loading/pipeline regression vs ModelOutput key assignment bug; different layers of the stack." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer constructor conflict and `gguf_file` loading failures are different loading bugs." + "reason": "Different domains: DeepSpeed zero3/BertModel IndexError vs compiled flex_attention failure on newer torch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The grouping is grounded in the packet and stays conservative. The canonical duplicate call on `issue:45292` / `issue:45335` is well supported by the shared `resize_token_embeddings` failure pattern, and the other soft-edge rejections avoid over-claiming duplicate status for issues that only share broad surface area (tokenizer, loading, dtype, save/load, etc.)." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45292 vs issue:45335, is plausibly the same `resize_token_embeddings` bug at a general-vs-model-specific level. The other pairwise rejections are phrased cautiously and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -2906,13 +2830,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 9, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:32090", "issue:34567", @@ -2926,9 +2850,9 @@ "issue:43299", "issue:43404", "issue:43421", + "issue:43452", "issue:43541", "issue:43582", - "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -2964,7 +2888,7 @@ ], "soft_pairs": [ "issue:43299|issue:43931", - "issue:43596|issue:44683", + "issue:36032|issue:43452", "issue:44671|issue:44991", "issue:44164|issue:45759", "issue:46050|issue:46326", @@ -2972,246 +2896,243 @@ "issue:44991|issue:45081", "issue:43856|issue:44756", "issue:44164|issue:44479", - "issue:44488|issue:45081", - "issue:39404|issue:44671", "issue:44661|issue:44683", - "issue:42796|issue:43404", + "issue:44488|issue:45081", "issue:44488|issue:44987", + "issue:42796|issue:43404", "issue:44462|issue:46489", - "issue:32090|issue:39404", "issue:43611|issue:43644", + "issue:39404|issue:44671", "issue:44737|issue:45859", "issue:43716|issue:45084", + "issue:32090|issue:39404", "issue:46285|issue:46402", - "issue:43582|issue:43632", "issue:36032|issue:42915", + "issue:43582|issue:43632", "issue:43643|issue:44530", "issue:44451|issue:44987", - "issue:40990|issue:43421", "issue:43541|issue:45084", - "issue:34567|issue:40444", + "issue:40990|issue:43421", "issue:42915|issue:44530", + "issue:34567|issue:40444", "issue:42175|issue:46178", "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "eeaa377fa6d5b159ec8470684b31b8167cd1c9ce3f0e10ec4597f08cd2cd943e", + "prepared_review_unit_hash": "910c1b7cd6bcbf28d6b01dee5fccf0718bd221ba9c00afb9f475a856f5b31fac", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36152, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "serialized_chars": 36141, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers issues. Only the Qwen3-VL MoE loading reports look like the same underlying bug; the rest differ by model, subsystem, or failure mode.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43299 is the broadest report of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation with a specific weight-shape mismatch.", + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions: tokenizer loading/processing, model initialization/loading, multimodal model edge cases, and a few backend/device-specific bugs. The titles overlap at a high level, but the underlying failures are different enough that none of the soft pairs read as true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s repeated v5 model-loading regressions; it is concrete, central, and closer to the common failure mode than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 best represents the duplicate cluster because it states the general v5.0.0.dev0 loading breakage, while the paired issue is a specific instance.", + "best_issue_reason": "issue:43611 is the best single anchor for the cluster because it describes a general Transformers v5 loading breakage that matches the recurring theme without being tied to one narrow model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:43931", - "accept": true, - "reason": "Same model family and same loading failure class; the second looks like a concrete manifestation of the first regression." + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE/v5.dev0 regression and the other is a specific weight-shape mismatch; too little evidence they share the same root cause." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Different subsystems and failures: deepspeed zero3/BertModel indexing vs compiled flex_attention on newer torch." + "reason": "One is a T5 tokenizer API conflict, the other is a gguf/from_pretrained loading failure; different code paths and symptoms." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model regressions in v5, but they concern different models and distinct failure modes." + "reason": "Both are v5 tokenizer/model issues, but CamemBERT MLM prediction errors and est-roberta tokenizer loading are separate failures." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "save/from_pretrained extra_state handling is unrelated to composite Qwen config unwrapping." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantization save/load breakage is unrelated to a tokenizer continue_final_message bug." + "reason": "Quantized save/load breakage and a mistral_common tokenizer message-continuation bug are different problems." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of an old issue is unrelated to mistral_common tokenizer behavior." + "reason": "An isolated reproduction of an older issue is not the same bug as the mistral_common tokenizer regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizers and different root causes; one is model-specific loading, the other is a Mistral regex patch crash." + "reason": "Both are tokenizer-related, but they hit different models and different root causes (est-roberta vs Mistral regex patching)." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo." + "reason": "Training memory inefficiency for Qwen3 MoE is not the same as disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state serialization is unrelated to the Qwen video-input regression." + "reason": "Extra_state save/load handling and a video-input regression are unrelated." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Both involve tokenizer loading, but the affected models and bugs are different." + "reason": "Tokenizer-mapping model addition logic is unrelated to compiled flex_attention failures on torch >= 2.9." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated failures." + "reason": "Both affect loading tokenizers, but the affected models and failure modes differ." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping-name registration bug is unrelated to flex_attention compilation on torch 2.9+." + "reason": "Both are loading regressions, but they concern different repositories/models and do not indicate a shared bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different code paths." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Different model loading regressions; no indication they share the same underlying bug." + "reason": "Tokenizer BPE marker handling and lm_head weight tying are separate issues." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer issues, but one is repository tokenizer.json precedence and the other is DeepSeek-Coder output corruption." + "reason": "Ignoring tokenizer.json in AutoTokenizer is not the same as DeepSeek-Coder producing incorrect outputs from a prior fix gap." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." + "reason": "Both are v5 regressions, but base_model_prefix loading and junk-filled non-persistent buffers point to different initialization problems." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too broad to merge." + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated model-specific bugs." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU device placement in XLNet and CPU-offload incompatibility in Qwen3.5 MoE are distinct issues." + "reason": "Both mention device/CPU behavior, but XLNet positional encoding on CPU and Qwen3.5 MoE CPU-offload incompatibility are different code paths." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to the template-node compilation error." + "reason": "Mistral-3 dtype mismatch in preprocessing is not the same as a template-compilation TypeError." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are separate model-specific regressions." + "reason": "Trainer GPU broadcast NoneType and Whisper return_language regression are unrelated." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are different model-specific regressions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token method conflict and Qwen3 MoE FP8 training failure are unrelated." + "reason": "A T5 tokenizer method-name conflict is unrelated to Qwen3Moe FP8 training failure." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and the _is_hf_initialized flag issue do not share the same underlying bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention crashes." + "reason": "Missing fields in AutoConfig with trust_remote_code is a different failure than PagedAttentionCache rejecting linear_attention groups." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures for different repositories; no shared concrete bug." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "High perplexity on a model benchmark is unrelated to runtime post-processor updates for special tokens." + "reason": "Loading ScandiBERT and loading physical-intelligence/fast are separate model-loading regressions." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the non-template-node compile error." + "reason": "Mixtral torch-dynamo grouped_mm tracing errors are unrelated to the non-template-node compilation error." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." + "reason": "High perplexity on a model benchmark and runtime special-token post-processor updates are not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are different Qwen3.x bugs." + "reason": "Qwen3Moe FineGrainedFP8 training and Qwen3.5 PagedAttentionCache group-type validation are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging backend omission and a backend-mapping ValueError are related only loosely by TensorFlow naming, not the same bug." + "reason": "A missing TensorFlow backend in a torch extra install is not the same as an unknown tensorflow_text backend mapping error." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but the descriptions point to different symptoms and no clear shared code path." + "reason": "Both concern v5 initialization behavior, but non-persistent buffer junk and custom model initialization breakage are not clearly the same code-path bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge judgments are conservative overall. The single accepted pair (issue:43299 / issue:43931) is a defensible broad-vs-specific loading regression match based on the titles, while the remaining pairs are reasonably rejected as different models, subsystems, or failure modes." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3220,13 +3141,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 10, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:28530", "issue:34567", @@ -3296,254 +3217,248 @@ "issue:42915|issue:45084", "issue:43883|issue:44991", "issue:43404|issue:44466", - "issue:44849|issue:45325", "issue:43994|issue:44610", - "issue:28530|issue:34567", + "issue:44849|issue:45325", "issue:43377|issue:43819", + "issue:28530|issue:34567", "issue:44451|issue:45081", "issue:43322|issue:43540", "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:44220|issue:44683", "issue:44265|issue:44610", - "issue:43089|issue:45987", "issue:36032|issue:43742", + "issue:43089|issue:45987", "issue:44062|issue:44987", "issue:42915|issue:44589", "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "d25e3018ee7dda1801f9aadcd5e5645b0104baa75380321839f788f5c4bd6056", + "prepared_review_unit_hash": "b5c65daf335a751a5349912b2c5db69aab20c7da02f039b0ba7ee920ba7037da", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37690, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; only a couple of soft pairs look like true duplicates or near-duplicates. No single canonical issue/PR for the whole set.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "Mostly a noisy cluster of unrelated Transformers issues, with only two clear duplicate pairs: the Transformers 5 custom-model initialization reports, and the Qwen3.5 save_pretrained regressions. The rest are false-positive similarity matches across different models/code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most central report in the only clear duplicate set (43645/43646) and best serves as the anchor issue among this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue overall: it describes the generic custom-model initialization regression without narrowing to a notebook-specific scenario.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different bug paths." + "reason": "Both involve Whisper, but one is batch_decode token skipping and the other is empty-transcription generation after align_special_tokens; different bug paths." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature extraction path (_torch_extract_fbank_features / LasrFeatureExtractor) and likely the same regression around unsupported feature arguments." + "accept": false, + "reason": "Both are audio feature-extraction related, but one is an unsupported center argument in a feature extractor and the other is a separate fbank helper issue." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict in T5 vs custom model initialization in Jupyter; different components and failure modes." + "reason": "Both are Transformers 5 regressions, but one is a T5 tokenizer method conflict and the other is custom model initialization in Jupyter notebooks." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different subsystems: multimodal Qwen2.5-VL batching vs mistral_common continue_final_message tokenizer handling." + "reason": "Different subsystems and different failures: multimodal iterable dataset handling vs mistral_common tokenizer conversation templating." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error vs failure to load a specific BERT model; unrelated load issues." + "reason": "Unrelated bugs: missing all_tied_weights_keys on Molmo vs loading a specific BERT model failing." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both are GGUF/loading failures, but one is about gguf_file API behavior and the other is a model-specific Transformers v5 regression." + "reason": "Both mention GGUF loading, but one is a generic gguf_file/from_pretrained regression and the other is a model-specific transformers v5 loading failure; not clearly the same code-path bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error vs GraniteMoEHybrid invalid method call; not the same underlying bug." + "reason": "Different areas and failures: template compilation error vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload with device_map=auto vs GGUF loading failure for Qwen2.5; different code paths." + "reason": "Different loading problems: device_map/offload with dequantized models vs Qwen2.5-GGUF loading failure." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions in v5, but for different models and likely different tokenizer/model compatibility problems." + "reason": "Both are version-gated loading failures, but they affect different models and likely different tokenizer/model-loading paths." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward vs StaticCache return-type bug; different generations paths." + "reason": "Chunked generation with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio template sampling-rate default vs MIMI encoder batched/single mismatch; different modules and symptoms." + "reason": "Different audio bugs: chat-template sampling-rate defaulting vs MIMI encoder batching/padding-mask mismatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; unrelated regressions." + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are separate code paths." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local checkpoint loading for GraniteSpeech vs mistral_common tokenizer continue_final_message; different areas." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Jupyter custom model initialization vs buffer serialization issue; not the same bug." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise vs Mistral regex patch crash; unrelated symptoms." + "reason": "Unnecessary loading noise is not the same bug as a Mistral tokenizer regex patch crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs template compilation TypeError; different failure classes." + "reason": "FineGrainedFP8Config failures are unrelated to template compilation errors." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute issue vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." + "reason": "Different models and different loader failures; only superficial loading similarity." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is model-specific untied weights and the other is serialization inconsistency; not clearly the same code-path." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope index scaling bug; different model behaviors." + "reason": "Both concern tied weights, but one is missing weight tying in a model class and the other is inconsistent serialization depending on device." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 bad outputs vs OmDet-Turbo processor/model image-size mismatch; different root causes." + "reason": "Nonsensical outputs from one vision model are unrelated to the OmDet-Turbo processor size mismatch." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Early stopping metric lookup vs num_input_tokens_seen not updating; unrelated Trainer issues." + "reason": "Different Qwen-family bugs: output_hidden_states behavior vs temporal position-id scaling in Qwen2.5-VL." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching mismatch vs DAC.from_latents/forward mismatch; different models and bugs." + "reason": "Both are model correctness issues in audio/codecs, but the root causes differ: missing padding-mask support vs missing STE in DAC.from_latents." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for ScandiBERT vs Mistral regex patch crash; unrelated tokenizer-loading problems." + "reason": "A model-loading failure for ScandiBERT is unrelated to the Mistral regex patch crash." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next load segmentation fault vs Qwen3OmniMoe video ValueError; different multimodal failures." + "reason": "Both are multimodal loading/input issues, but they affect different models and different failure modes." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and different tokenizer/load paths." + "reason": "Different models and different bugs: loading physical-intelligence/fast vs Mistral tokenizer regex patching." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure vs init_empty_weights unexpected argument error; not the same bug." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument are separate initialization/quantization problems." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction vs compiled flex_attention on torch>=2.9; unrelated." + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check issue vs processor image-size mismatch; unrelated." + "reason": "torch.export export failures with torch_compilable_check are unrelated to an image-size mismatch in OmDet-Turbo." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Generation performance overhead vs StaticCache return-type contract; different code paths." + "reason": "Tokenizer add_special_tokens conflict is unrelated to a key error when loading MobileLLM-125M." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated loading issues." + "reason": "Generation performance overhead is not the same issue as StaticCache.get_seq_length returning a tensor." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-kw TypeError vs a model-loading regression for a specific repo; not the same failure." + "reason": "AddedToken keyword collision is unrelated to loading physical-intelligence/fast." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both are FP8-related, but one is a config failure and the other is a missing storage object; not clearly the same underlying bug." + "reason": "Quantization/config initialization failure is unrelated to missing Float8 storage object errors." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like a follow-up/specific manifestation of the incorrect checkpoint-save bug." + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint serialization of visual encoder / tied-weight keys, with 45357 looking like a later follow-up of the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet: it identifies the set as mostly unrelated and only marks two soft pairs as likely near-duplicates. The accepted pairs are plausibly aligned by title alone, and the other rejections are conservative rather than overconfident. No canonical issue/PR is implied beyond what the packet supports." + "feedback": "Grounded overall. The soft-edge rejections are conservative and align with the packet\u2019s issue titles/scope. The canonical choice of issue:43646 is reasonable as the broader custom-model initialization report versus the notebook-specific 43645. The Qwen3.5 save_pretrained pair is also the only explicitly supported duplicate-like pair in the packet." }, "evaluator_used": true, "retried": false, @@ -3556,13 +3471,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 11, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:33666", "issue:35707", @@ -3591,7 +3506,6 @@ "issue:44079", "issue:44291", "issue:44403", - "issue:44462", "issue:44479", "issue:44534", "issue:44568", @@ -3603,6 +3517,7 @@ "issue:44991", "issue:45081", "issue:45325", + "issue:45357", "issue:45479", "issue:45538", "issue:45542", @@ -3615,258 +3530,258 @@ ], "soft_pairs": [ "issue:44479|issue:45325", + "issue:43531|issue:44877", "issue:36032|issue:41720", "issue:44991|issue:46315", - "issue:43531|issue:44877", "issue:43425|issue:44403", "issue:43296|issue:43531", "issue:43611|issue:44534", "issue:43632|issue:44756", "issue:40444|issue:45325", "issue:45812|issue:46491", - "issue:42796|issue:43746", "issue:43792|issue:44589", + "issue:42796|issue:43746", "issue:44403|issue:44991", "issue:33666|issue:40444", "issue:43381|issue:45923", - "issue:43632|issue:44534", "issue:44291|issue:44589", + "issue:43632|issue:44534", "issue:44079|issue:45663", "issue:40990|issue:44811", "issue:43482|issue:45538", "issue:43482|issue:43525", - "issue:43421|issue:44568", "issue:35707|issue:40444", - "issue:42175|issue:45542", + "issue:43421|issue:44568", "issue:43317|issue:43856", + "issue:42175|issue:45542", "issue:43531|issue:44291", "issue:41553|issue:43582", "issue:43818|issue:46402", "issue:44079|issue:44534", - "issue:44462|issue:45812", "issue:44829|issue:45479", - "issue:41720|issue:45081" + "issue:41720|issue:45081", + "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "e4f0dbbf67da15e35f5e4b012e57eb5d6231a51b5a32bf337c5213ad8c71d8f3", + "prepared_review_unit_hash": "76ec153b6d9437ad6debbd8883a661d177b083ef68d48c5b52d906ba745f0656", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37470, - "estimated_input_tokens": 9368, - "estimated_eval_tokens": 18992 + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose semantic cluster around Transformers regressions and model/tokenizer loading, but the soft pairs mostly split into distinct bugs, models, and code paths. No PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45812 is the best anchor because it is a concrete, high-severity tokenizer regression with a clear v4\u2192v5 break and broad impact within a well-defined code path.", + "summary": "These items do not form a single duplicate cluster; they span unrelated tokenizer, loading, vision-language, training, and packaging regressions. I found no soft pair that looks like the same underlying bug/change, so all candidate links are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest representative issue in the set: specific reproduction, explicit regression framing, and a user-facing correctness bug rather than a vague compatibility report.", + "best_issue_reason": "issue:45812 is the clearest broad, user-visible regression in the set: a silent AutoTokenizer token-ID break affecting all Granite models, with enough discussion/inbound references to serve as the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL video/position handling, but 44479 is a broad v5 video-input regression across several models while 45325 is a specific still-image temporal position scaling bug." + "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is a still-image temporal position-ID scaling bug; different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and GraniteSpeech strict config loading are unrelated bugs." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer init failure and Qwen3 device-map CUDA assert are unrelated subsystems and failure modes." + "reason": "Tokenizer method-name conflict in T5 is unrelated to Qwen3 auto device mapping CUDA asserts." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "One is a tokenizer load failure for a specific model, the other is a performance regression in convert_tokens_to_ids for slow tokenizers." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and strict config blocking granite_speech loading are different bugs." + "reason": "Tokenizer loading failure for est-roberta is not the same issue as a slow convert_tokens_to_ids regression." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and noisy load logging are not the same underlying issue." + "reason": "Torch version incompatibility and noisy load logging are separate concerns." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are distinct model/path problems." + "reason": "PaddleOCR-VL model loading in vLLM and Qwen3-MoE sliding_window are different failures." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different mechanisms." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk initialization are unrelated regressions." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized handling and Strix Halo mmap OOM are unrelated code paths." + "reason": "_is_hf_initialized flag handling is not the same bug as mmap/OOM behavior on Strix Halo." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning with IterableDataset and the other is still-image temporal position scaling." + "reason": "Both are Qwen2.5-VL-related, but one concerns iterable-dataset multi-image finetuning and the other a rope/index scaling regression." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite wrong token IDs and CodeLlama leading-space round-trip regression are different tokenizer bugs and model families." + "reason": "Granite tokenizer ID corruption and CodeLlama leading-space round-trip loss are distinct tokenizer bugs." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are different layers and bugs." + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup TypeError are unrelated." + "reason": "T5 tokenizer method conflict and GraniteSpeech PEFT checkpoint loading are different problems." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is a logging/noise issue; the other is a functional tokenizer loading failure." + "reason": "Generic load noise and tokenizer loading failure are not the same underlying bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention multi-GPU or Qwen-VL training, but one is multi-GPU training setup and the other is iterable-dataset/multi-image finetuning failure." + "reason": "Multi-GPU training for Qwen2-VL and multi-image iterable-dataset finetuning for Qwen2.5-VL are different issues." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing and missing supports_gradient_checkpointing are related only at a high level; they are different defects." + "reason": "Eval-mode gradient-checkpointing behavior is separate from a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different v5 regressions: one concerns initialization flags, the other buffer contents." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage resolution." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both are loading-related v5 errors, but one is an unexpected init_empty_weights argument and the other is a missing storage type." + "reason": "_is_hf_initialized flag regression and non-persistent buffer corruption are distinct v5 issues." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are not the same code-path." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper batch_decode special-token handling are unrelated bugs." + "reason": "High perplexity on GPT-OSS is unrelated to Whisper processor batch_decode skipping special tokens." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are different tokenizer/model-loading issues." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length misconfiguration are unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-specific problems." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Runtime post-processor updates and mdeberta add_special_tokens behavior are both tokenizer-related but not the same bug." + "reason": "GGUF loading regression and missing pad_token_id on Llama4Config are different model/config bugs." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable-dataset finetuning." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Packaging/backend availability issues around TensorFlow are similar in theme but not the same underlying defect." + "reason": "Runtime post-processor updates for special tokens and mDeBERTa BOS/EOS insertion are different tokenizer behaviors." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map offload loading failure and Qwen3 MoE training memory inefficiency are different problems." + "reason": "Device-map dequantized-model offload failure and Qwen3 MoE memory inefficiency are separate training/loading problems." }, { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backends, but one is missing TF from the torch extra and the other is a tensorboard-only runtime backend error; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights/_is_hf_initialized are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "Bad AutoTokenizer error messaging for Voxtral has nothing in common with Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA architecture/loading problems and Sam3 text encoder weight loading are different model-specific bugs." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3Model text-encoder weight loading are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and buffer initialization are separate core-library regressions." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Ignoring tokenizer.json and producing wrong Granite token IDs are both tokenizer regressions, but they are distinct failure modes and fixes." + "reason": "ModelOutput key assignment and non-persistent buffer junk initialization are different regressions." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "FlashAttention-3 training degeneration and single-label-classification zero loss are different classification/training bugs." + "reason": "FlashAttention-3 causing degenerate training and single-label-classification zero-loss behavior are separate training-path bugs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch backend-tokenizer crash are unrelated." + "reason": "Qwen3 auto device mapping CUDA asserts and Mistral tokenizer regex patch crashes are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing and Qwen3.5 save_pretrained visual-key regression are different issues." } ] }, @@ -3882,13 +3797,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 12, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:34634", "issue:35707", @@ -3914,7 +3829,6 @@ "issue:43746", "issue:43749", "issue:43792", - "issue:43818", "issue:43819", "issue:43873", "issue:43881", @@ -3923,6 +3837,7 @@ "issue:44079", "issue:44265", "issue:44291", + "issue:44462", "issue:44466", "issue:44479", "issue:44488", @@ -3930,32 +3845,32 @@ "issue:44898", "issue:45072", "issue:45325", - "issue:45357", "issue:45381", "issue:45491", "issue:45584", "issue:45701", "issue:45800", + "issue:45812", "issue:45823", "issue:45834" ], "soft_pairs": [ - "issue:43818|issue:45357", + "issue:44462|issue:45812", "issue:43377|issue:45491", - "issue:43644|issue:44079", "issue:43611|issue:43646", - "issue:43749|issue:44079", + "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:42175|issue:43296", + "issue:43749|issue:44079", "issue:40444|issue:45381", "issue:43792|issue:43957", "issue:45325|issue:45381", "issue:43994|issue:44898", - "issue:45325|issue:45834", "issue:43454|issue:44466", + "issue:45325|issue:45834", "issue:42915|issue:43482", - "issue:42796|issue:45381", "issue:43632|issue:45072", + "issue:42796|issue:45381", "issue:44291|issue:44877", "issue:43701|issue:45325", "issue:43296|issue:45800", @@ -3969,233 +3884,230 @@ "issue:43454|issue:43550", "issue:39692|issue:40444", "issue:43606|issue:43819", - "issue:41720|issue:45823", - "issue:43881|issue:44488" + "issue:43881|issue:44488", + "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "0005bffa2316e7e31bd4d08413a758b1cc2f125e92a74b9942bf61d6164f9be3", + "prepared_review_unit_hash": "04c43fca0738e88c67a33ba5ecc22e4a882dd1d2a59a98179654d05913f1707b", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36968, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated regression reports across different models/subsystems; only one soft edge looks like the same underlying Qwen2.5-VL position-id bug. The rest are too model- or symptom-specific to merge.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45325 is the best canonical representative because it describes the underlying Qwen2.5-VL position-id/rope-index regression at the most specific root-cause level.", + "summary": "The set is mostly a grab-bag of unrelated bug reports, with only loose thematic overlap around Transformers v5 regressions, tokenization, and multimodal loading/position-id handling. No pull requests are present, and none of the soft pairs are safe duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No safe canonical issue for the whole set: the reports cover many distinct bugs. If a representative must be chosen, issue 43611 is the broadest v5-loading regression, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the strongest issue candidate in this set; it is the most concrete description of the only credible duplicate subcluster.", + "best_issue_reason": "Issue 43611 is the most general representative of the v5-loading regression subset, so it is the least bad stand-in among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different bugs: missing temporal attention/shared weights vs incorrect save_pretrained visual-encoder keys." + "reason": "Both are tokenizer regressions, but one is about ignoring tokenizer.json and the other about wrong token IDs across Granite models; different failure modes and code paths." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching-related, but the models and failure modes differ (padding mask mismatch vs NaN embeddings with sliding-window attention)." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Unrelated internals: non-persistent buffer junk vs ModelOutput key assignment semantics." + "reason": "Both involve batching-related correctness, but one is MIMI padding-mask support and the other is Gemma3 sliding-window/all-padding NaNs; different models and bugs." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both touch Transformers v5 loading/init, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to treat as one bug." }, { - "left": "issue:43749", + "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key handling." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals with different symptoms and fixes." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check is a different code path from CI bfloat16 dtype mismatches." + "reason": "torch.export failures with torch_compilable_check and bfloat16 dtype mismatches are different problems in different subsystems." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Package/backend installation mismatch is unrelated to PaddleOCR-VL loading in vLLM." + "reason": "Packaging/backend dependency selection is unrelated to a vLLM model-load failure." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading and ModelOutput key assignment are unrelated code paths." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL issues: iterable dataset with multiple images vs video position-id regression." + "reason": "Both mention Qwen2.5-VL, but one is training with multiple images per prompt and the other is video vision_position_ids; not the same bug." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper model loading failure is unrelated to meta-device loading regressions." + "reason": "A specific Whisper model load/run failure is not the same as a broad meta-device loading regression, even if both involve loading." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen2.5-VL positional-indexing bug: both describe wrong position_ids/rope-index behavior in the video/temporal path." + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; related theme, different concrete bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and problems: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + "reason": "Both are vision-model accuracy/loading complaints, but one is SigLIP2 AutoModel/pipeline nonsense outputs and the other is Perceiver resolution handling; not the same issue." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Same broad vision area, but Qwen2.5-VL rope-indexing and Kosmos2.5 OCR long-input errors are different bugs." + "reason": "Both touch tied lm_head weights, but one is failing to tie weights for generation and the other is inconsistent serialization by device; distinct behaviors." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Both mention lm_head, but one is a weight-tying bug and the other is device-dependent serialization inconsistency." + "reason": "Both may involve positional handling in multimodal models, but Qwen2.5-VL still-image scaling and Kosmos2.5 long-OCR index errors are not the same code-path bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading in Transformers v5." + "reason": "FineGrainedFP8Config failure and GGUF loading failure are unrelated model/loading formats." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position IDs." + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are different v5 regressions." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "_is_hf_initialized flag breakage is a different regression from dtype mismatch in bfloat16 inference." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id computation." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized arg in init_empty_weights is unrelated to strict config loading of granite_speech." + "reason": "init_empty_weights unexpectedly receiving _is_hf_initialized and strict config blocking granite_speech are separate loading/config regressions." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL load failure is unrelated to torch/transformers version incompatibility." + "reason": "A specific vLLM model-load failure is not the same as a torch/transformers version incompatibility report." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes: video-input regression vs device mismatch with Gemma4 PLE." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model families and failure modes." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior is unrelated to tokenization changes across versions." + "reason": "Quantization/offload behavior and tokenizer changes are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export with torch_compilable_check." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + "reason": "Audio processor sampling-rate defaults and PEFT checkpoint loading are unrelated issues." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + "reason": "High perplexity on a causal LM and Whisper empty-transcription failure are different generation bugs." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated model APIs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation with past_key_values is unrelated to Qwen3 auto device-map cuda asserts." + "reason": "Progressive generation with embeddings is not the same as a Qwen3 auto-device-map CUDA assert." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying and Bamba-9B-v2 torch.compile SDPA failures are different code paths." + "reason": "lm_head tying/generation corruption and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example problems and Qwen2.5-VL multi-image IterableDataset failures are different model/usage bugs." + "reason": "A documentation example error and a finetuning failure with multiple images per prompt are not the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention loading/device issues, but CPU offload mismatch and DAC.from_latents vs forward STE mismatch are unrelated." + "reason": "CPU offload device mismatch and DAC from_latents mismatch with missing STE are different code paths." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and Gemma4 PLE device mismatch are unrelated regressions." + "reason": "glm-4v-9b load failure and cjvt/sleng-bert load failure are separate model-specific issues." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "glm-4v-9b loading failure is unrelated to cjvt/sleng-bert loading." + "reason": "Qwen3 auto-device-map CUDA assert and Gemma4 PLE device mismatch are distinct device-placement bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The single accepted pair, issue:45325 and issue:45381, is a reasonable same-bug match around Qwen2.5-VL positional indexing in the video/temporal path. The other soft-edge rejections are generally cautious and supported by the issue titles, with no clear overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4204,13 +4116,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 13, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:26413", "issue:28530", @@ -4262,17 +4174,17 @@ ], "soft_pairs": [ "issue:44186|issue:44265", - "issue:42796|issue:46209", "issue:46305|issue:46315", + "issue:42796|issue:46209", "issue:43377|issue:44610", - "issue:44568|issue:45920", "issue:43454|issue:45072", + "issue:44568|issue:45920", "issue:43257|issue:45923", - "issue:42796|issue:44977", "issue:43377|issue:44898", "issue:43317|issue:43873", - "issue:40990|issue:42947", + "issue:42796|issue:44977", "issue:43454|issue:43720", + "issue:40990|issue:42947", "issue:43572|issue:45759", "issue:43322|issue:46050", "issue:42617|issue:42915", @@ -4289,231 +4201,231 @@ "issue:44877|issue:44991", "issue:43450|issue:45701", "issue:40990|issue:45701", - "issue:43065|issue:46402", "issue:44186|issue:45072", + "issue:43065|issue:46402", "issue:43873|issue:44756", "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "0b0a1bc8b911f1d8a18893400a974d5a520b0b4747728a82b84e48bc967d1adf", + "prepared_review_unit_hash": "54cbe140e71c6bd0e0327909bb89c1bb3aacf8a03dbc3ff98593cf5dda37e376", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36765, - "estimated_input_tokens": 9192, - "estimated_eval_tokens": 18640 + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose collection of mostly unrelated Transformer bugs; none of the soft-edge pairs look like safe duplicates. The strongest single issue to anchor on is the broad v5 tokenizer regression report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the best representative because it describes a broad, concrete v5 tokenizer regression affecting multiple models and token IDs, with clear user impact and reproducible behavior.", + "summary": "The candidates are mostly superficially similar Transformers regressions, but they cover different code paths and symptoms; none look like the same concrete bug/change, so no soft duplicates are accepted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest and most current issue in the set: it describes a clear v5 tokenizer regression affecting multiple models with concrete token-ID misbehavior, making it the best representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest stand-alone issue in the set: broad scope, concrete symptom, and likely to absorb the most related reports around tokenizer regressions.", + "best_issue_reason": "issue:45920 is the strongest standalone issue because it is open, well-scoped as a regression, and has the widest apparent impact among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Different subsystems and failures: tokenizer NER/padding crash vs torch.export with torch_compilable_check." - }, - { - "left": "issue:42796", - "right": "issue:46209", - "accept": false, - "reason": "Different model/runtime problems: tokenizer BPE marker handling vs FP8 inference failure on B200." + "reason": "Both are crashes, but one is tokenizer/NER padding behavior and the other is torch.export compatibility; different subsystems and failure modes." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Unrelated bugs: sliding-window masking off-by-one vs tokenizer conversion performance regression." + "reason": "One is a sliding-window mask off-by-one bug, the other is tokenizer conversion performance regression; unrelated code paths." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Both are batching-related, but one is MIMI encoder padding-mask correctness and the other is processor image-size output mismatch." + "reason": "Tokenizer BPE-marker handling and FP8/B200 inference failure are unrelated issues." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Both concern tokenization, but the concrete failures differ: missing special tokens for one tokenizer vs wrong token IDs across many tokenizers." + "reason": "Batched-vs-single encoder output mismatch is not the same as a processor image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different bugs: tied-weight serialization/generation issue vs bf16 dtype mismatch in inference." + "reason": "Weight tying/serialization problem and bfloat16 dtype mismatch are distinct bugs." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Different code paths: Qwen3 MOE loading/conversion vs missing supports_gradient_checkpointing on a trust_remote_code variant." + "reason": "Both involve tokenization regressions, but one is a missing BOS/EOS special-token behavior for one tokenizer while the other is wrong token IDs across several models; not the same concrete bug." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Both are Qwen/Ministral-adjacent model issues, but the actual failures and models are unrelated." + "reason": "MOE weight conversion/loading with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: batched-vs-single MIMI encoder outputs vs Perceiver non-default resolution failure." + "reason": "Different model families and failures: padding-mask output divergence vs image-classification resolution handling." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is a device_map load failure and the other is a broader offloading regression; not the same bug." + "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Perplexity on a specific model/dataset is unrelated to gradient checkpointing behavior with PEFT LoRA." + "reason": "Tokenizer BPE handling and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Distinct model bugs: AyaVision tied weights vs BitNet packed-weights unpacking during accelerate loading." + "reason": "Tie-weights serialization and packed-weight unpacking on accelerate load are different problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly and gradient-checkpointing/LoRA behavior do not describe the same issue." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Unrelated configuration problems: missing pad_token_idx vs unwrapping text_config for composite multimodal configs." + "reason": "Missing pad_token_idx in a config class is unrelated to unwrapping text_config for composite multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Different failure modes: Llava Next segfault on load vs sinq quantization save/load breakage." + "reason": "Segfault on Llava Next loading and sinq save/load breakage are different failure modes and model paths." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Completely different issues: inability to run a script vs Qwen3 MOE failing with FineGrainedFP8Config." + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both relate to loading/memory, but FSDP CPU RAM efficient loading and non-persistent buffer junk are not the same defect." + "reason": "CPU RAM efficient loading regression and non-persistent buffer initialization are not the same bug." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device mapping CUDA assert vs Llava Next segfault." + "reason": "Auto device-mapping cudaErrorAssert on Qwen3 and Llava Next load segfault are different model/loading failures." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained/serialization, but one is tied lm_head serialization by device and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "Both are save_pretrained-related, but one is lm_head serialization tied-weight behavior and the other is incorrect visual encoder keys; different artifacts." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen model bugs: device-map CUDA assert vs flash-attention generation failure." + "reason": "Different symptoms and triggers: device-mapping assert vs flash-attention generation issues." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Training-loop resume failure and early-stopping metric resolution are unrelated." + "reason": "Checkpoint resume epoch-iterator failure is unrelated to early-stopping metric resolution." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different areas: Beit image processor label reduction vs Molmo tied-weights attribute error." + "reason": "Image label reduction bug and missing all_tied_weights_keys attribute are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related, but int4 reserved-memory OOM and apex RMSNorm leak are distinct causes." + "reason": "Int4 CUDA memory growth and apex FusedRMSNorm memory leak are separate memory issues with different causes." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API kwarg mismatch is unrelated to a 3d_parallel.py execution failure." + "reason": "Trainer compute_loss signature change and 3d_parallel execution failure are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model loading problems with no shared code path." + "reason": "glm-4v-9b load failure and tokenizer loading failure for EMBEDDIA/est-roberta are different problems." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 MOE FP8 loading." + "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FP8 failure do not share the same code path." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading are separate issues." + "reason": "Strict config loading for granite_speech and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tokenizer behavior changes across versions." + "reason": "Batched video processor shape bug and version-dependent tokenization changes are not the same issue." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression and tokenization changes are not the same underlying bug." + "reason": "Perplexity regression on a specific model and general tokenization changes are different." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different problems." + "reason": "Tokenizer/NER crash and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer crash and bfloat16 dtype mismatch are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weights in Sam3Model are different model components and bugs." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Offloading/quantization regression vs mmap OOM on Strix Halo: related theme, different bug and likely different fix." + "reason": "Quantization offloading problems and disabling mmap on Strix Halo to avoid OOM are distinct issues." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "No meaningful overlap beyond both being runtime failures." + "reason": "Auto device-mapping CUDA assert and 3d_parallel.py failure do not describe the same defect." } ] }, @@ -4529,23 +4441,21 @@ "component_index": 1, "component_count": 21, "review_unit_index": 14, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:28530", - "issue:29159", "issue:30064", "issue:33357", "issue:33666", "issue:34634", "issue:35707", "issue:36010", - "issue:36032", "issue:36331", "issue:41720", "issue:42617", @@ -4562,6 +4472,7 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43653", "issue:43708", "issue:43720", "issue:43782", @@ -4591,14 +4502,14 @@ "issue:43550|issue:43720", "issue:43404|issue:45357", "issue:44008|issue:45823", - "issue:43295|issue:45701", "issue:44186|issue:44610", - "issue:44610|issue:44898", + "issue:43295|issue:45701", "issue:43550|issue:43606", + "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:44423|issue:45406", - "issue:45632|issue:45684", "issue:36010|issue:42617", + "issue:45632|issue:45684", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:42915|issue:46291", @@ -4608,186 +4519,186 @@ "issue:44186|issue:44361", "issue:42915|issue:43322", "issue:43526|issue:43881", + "issue:28530|issue:30064", "issue:43540|issue:43782", "issue:43316|issue:44913", - "issue:28530|issue:30064", "issue:33357|issue:35707", - "issue:29159|issue:36032", "issue:30064|issue:34634", - "issue:43873|issue:45704" + "issue:43873|issue:45704", + "issue:43550|issue:43653" ], - "prepared_review_unit_hash": "2639eaee20f7f0930042406197dcf27fa71faab116a804d6a046ac0e150804e0", + "prepared_review_unit_hash": "cd71466a22002c425b0e1ef3413e1e96df3a76cc3a2eadf2b8eaca46afa24431", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36131, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "serialized_chars": 35526, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers bug reports. A few pairs share broad themes like offloading, multimodal processors, or tokenizers, but they do not appear to be the same underlying bug or change, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the broadest active issue in the set and sits closest to the offloading/device-mapping theme that recurs in a few other reports.", + "summary": "All soft-similarity pairs are false positives: they share broad themes like loading, offloading, tokenizers, or multimodal models, but not the same concrete bug/change. No PRs are present, and there is no clear canonical duplicate target in this set.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue overall because it is open, has inbound references, and covers a recurring class of runtime/offloading problems better than the narrower reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different bugs: dtype propagation in BLIP-2 loading vs checkpoint resume/max_steps math in Trainer." + "reason": "Different failures: BLIP2 dtype propagation vs Trainer resume/max_steps accounting." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/runtime failures, but they hit different models and code paths: SDPA compile in Bamba vs packed-weight unpacking in BitNet accelerate loading." + "reason": "Different code paths: torch.compile/SDPA in Bamba vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different multimodal model bugs: lm_head tying in Mistral3 vs incorrect visual encoder keys on save_pretrained in Qwen3.5." + "reason": "Unrelated bugs: Mistral3 lm_head tying vs Qwen3.5 visual encoder save_pretrained keys." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n audio_mel_mask variable collision is unrelated to Gemma4 PLE device mismatch under device_map=auto." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "One is a regression in processor/tokenizer API access; the other is a general tokenization change across versions. Similar symptom area, not the same bug." + "reason": "Both are Gemma-related, but one is a Gemma3n variable-name collision and the other is a Gemma4 device-map mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both touch preprocessing, but one is a LayoutLMv2 tokenizer crash on NER/padding and the other is an OmDet-Turbo image-size mismatch." + "reason": "Different processors/models and different symptoms; NER padding crash is not the same as OmDet input-size mismatch." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Different image-processing defects: fixed output size mismatch in OmDet-Turbo vs Perceiver failing on non-default resolutions." + "reason": "Version-dependent regression in custom processor/tokenizer access vs a broader tokenization behavior change." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both mention device/offload problems, but they are separate failures in different models and likely different underlying causes." + "reason": "Both mention offload/compile issues, but the affected models and concrete failure paths differ." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but one is an OmDet processor bug and the other is Perceiver interpolation on non-default resolution." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 failure is unrelated to dequantized model loading with gpu+cpu offload." + "reason": "Both involve quantization/offload, but one is a Qwen3Moe FP8 failure and the other is a dequantized model loading issue." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve crashes in multimodal models are different: one is a bad .to() call on a string, the other is a missing _tokenizer attribute in Gemma4Processor." + "reason": "Both crash in serving, but the errors point to different bugs: bad multimodal input handling vs missing Gemma4Processor tokenizer state." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Cache-path collisions for trust_remote_code are unrelated to permissions propagation during save_pretrained/register_for_auto_class." + "reason": "ImportError for GenerationMixin is unrelated to not being able to run 3d_parallel.py." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "ImportError for GenerationMixin and failure to run 3d_parallel.py are unrelated issues." + "reason": "Different concerns: cache-path collisions for trust_remote_code vs file permission propagation in save_pretrained." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime problems: cudaErrorAssert with Qwen3 auto device mapping vs TP not working for GPT-OSS MoE." + "reason": "Different model/runtime failures: Qwen3 auto device mapping assert vs GPT-OSS tensor-parallel not working." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx reload are distinct configuration bugs." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to StableLmConfig pad_token_idx regression." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe failure and transformers.pipelines import failure with kernels v0.15 are unrelated." + "reason": "Qwen3Moe FP8 failure is unrelated to transformers.pipelines import breakage from kernels version requirements." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated training issues." + "reason": "Trainer early-stopping metric mismatch is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state cache reset are different model-specific bugs." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different model bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping cuda errors." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-map assertions." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related failures, but they concern different tokenizers, tasks, and failure modes." + "reason": "Both are tokenizer crashes, but for different tokenizers, tasks, and failure mechanisms." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are separate model-loading problems." + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are unrelated load-time failures." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + "reason": "BEiT label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection is unrelated to void segmentation-map processing." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen3-family multimodal issues, but one is video-input processing and the other is a weight_only loading error; different code paths." + "reason": "Video input processing in Qwen3OmniMoe is a different bug from Qwen3VL weight_only loading failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct not persisting are different configuration/reload bugs." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early stopping/metric_for_best_model is unrelated to void segmentation map processing in the image processor." + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:33357", @@ -4795,23 +4706,23 @@ "accept": false, "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer bugs." - }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are different subsystems and failure modes." + "reason": "Quantization offloading behavior is unrelated to T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba compile/offload bug and BigBirdTokenizer special-token registration are unrelated." } ] }, @@ -4827,17 +4738,19 @@ "component_index": 1, "component_count": 21, "review_unit_index": 15, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ + "issue:29159", "issue:34567", "issue:34634", "issue:35707", + "issue:36032", "issue:39692", "issue:41720", "issue:42490", @@ -4846,7 +4759,6 @@ "issue:43388", "issue:43421", "issue:43531", - "issue:43550", "issue:43606", "issue:43653", "issue:43720", @@ -4881,11 +4793,10 @@ "issue:45701", "issue:45759", "issue:45859", - "issue:46050", "issue:46402" ], "soft_pairs": [ - "issue:43550|issue:43653", + "issue:29159|issue:36032", "issue:43606|issue:43720", "issue:44387|issue:45701", "issue:43388|issue:45059", @@ -4893,8 +4804,8 @@ "issue:44492|issue:44509", "issue:43531|issue:45759", "issue:45406|issue:45464", - "issue:45357|issue:46402", "issue:42490|issue:43329", + "issue:45357|issue:46402", "issue:43606|issue:43653", "issue:34634|issue:41720", "issue:34567|issue:35707", @@ -4912,217 +4823,210 @@ "issue:44368|issue:45357", "issue:44918|issue:44936", "issue:43381|issue:43844", - "issue:43421|issue:43927", - "issue:43746|issue:46050" + "issue:43421|issue:43927" ], - "prepared_review_unit_hash": "7c0495317960a2e7907fdebdcd7894e1716b7c3e4c862973b877f550a0cf01cb", + "prepared_review_unit_hash": "91bfe7a8b337c344df5d6d5ec2177f5721c8c5d847c0d34b1e4dd89727e08566", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36720, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "soft_pair_count": 28, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are unrelated despite some superficial overlap in subsystem or model family. One clear duplicate stands out: the Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44514 is the clearest representative of the one true duplicate pair: it describes the batched-input crash in `Qwen2_5_VLProcessor.apply_chat_template` with `padding=False`, matching 44545 exactly.", + "summary": "Only one soft edge looks like a true duplicate: the two Qwen2_5_VLProcessor padding=False batched-input crashes. The rest are related by broad subsystem or theme only, not the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the cleaner original report of the batched-input/padding=False crash; issue:44545 is the same bug with overlapping repro/details.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the strongest issue to keep as canonical: it is a precise, reproducible bug report with an exact failing API and condition.", + "best_issue_reason": "issue:44514 is the best representative issue here because it is the exact duplicate pair\u2019s original, concrete bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Different bugs: Bamba-9B-v2 torch.compile/SDPA vs BigBirdTokenizer special-token decode behavior." + "reason": "Both are tokenizer-related, but one is slow/fast behavior mismatch and the other is a T5 special-token loading conflict; different bugs." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are CI failures, but one is CPU offload device mismatch and the other is accelerate loading of packed BitNet weights." + "reason": "Different models and different failure modes: CPU offload device mismatch vs packed-weight unpacking during accelerate loading." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Overlap is only generic tokenization/memory wording; one is int4 CUDA reserved memory OOM, the other is a tokenization change regression." + "reason": "One is int4 quantization memory/OOM behavior; the other is tokenizer output changing across versions. Broadly related only." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Unrelated issues: label truncation in gather_for_metrics vs SAM3 text/bbox odd behavior." + "reason": "Different code paths and symptoms: metric gathering drops tuple labels vs SAM3 PCS text/bbox behavior." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different model-loading failures with different root causes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT checkpoint loading are unrelated bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is not the same as stale docs mentioning removed pipeline tasks." + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen3, but one is sliding_window behavior in Qwen3-MoE and the other is `from_config` not unwrapping `text_config`." + "reason": "Both mention Qwen, but one is sliding window behavior and the other is config unwrapping for multimodal from_config; different fixes." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different surfaces and models: Gemma4Processor missing `_tokenizer` in serve vs Qwen3.5 streaming chat/completions failure." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming inference failures." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Both involve saved model weights, but they affect different model families and different missing-key paths." + "reason": "Local-path import warning and undefined multimodal-token helpers are separate issues." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to the multimodal video-token counting undefined-name bug." + "reason": "Both are save/load problems, but for different models and different missing weights/keys." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different model/components: bark-small CPU offload mismatch vs BigBirdTokenizer mask-token registration." + "reason": "Bark CPU-offload device mismatch is unrelated to BigBirdTokenizer mask token registration." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "No shared underlying bug; BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert are unrelated." + "reason": "Different models and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting bug is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup TypeError." + "reason": "Sliding-window Qwen3-MoE issue is unrelated to Float8 storage lookup errors." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but they concern different models and different tokenizer/model compatibility problems." + "reason": "Both are load failures, but for different models and likely different tokenizer/config breakages; not enough to be the same bug." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5/3.6 multimodal bugs: config unwrapping vs CPU-offload incompatibility in rotary embedding." + "reason": "Unwrapping text_config for composite configs is not the same as CPU-offload incompatibility in rotary embeddings." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "PatchTSMixer post_init restrictions and Qwen3.5 num_labels propagation are different configuration issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is config propagation, the other is a training loss bug for `num_labels=1`; same area, different defect." + "reason": "Num_labels propagation to text config and degenerate zero-loss classification with num_labels=1 are distinct bugs." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is unrelated to Qwen multimodal config unwrapping." + "reason": "Flash-attention sink-less s_aux handling is unrelated to composite config unwrapping." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different vision-model inference bugs: interpolation/resolution failure vs dtype mismatch in bfloat16." + "reason": "Perceiver resolution handling and dtype mismatches in SwitchTransformers/TimmWrapperModel are different failures." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword duplication is a tokenizer construction bug, not the same as loading ScandiBERT." + "reason": "The AddedToken special-argument TypeError may be related to tokenizer loading in general, but this is not clearly the same concrete bug as the ScandiBERT load failure." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading physical-intelligence/fast and PIL backend requiring torchvision are different regressions." + "reason": "Model loading failure and PIL backend requiring torchvision are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same bug report: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + "reason": "These are the same Qwen2_5_VLProcessor apply_chat_template crash on batched input with padding=False; titles and failure mode match exactly." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model size mismatch are unrelated multimodal issues." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as incorrect visual-encoder save_pretrained keys." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different training/eval failures: unpacking input embeddings in TRL SFT trainer vs evaluate after train." + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate after trainer.train are different trainer issues." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient explosion." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token runtime post-processor updates and DiaConfig custom token ID persistence are different tokenizer/config bugs." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." + "reason": "Runtime post-processor updates for special tokens and DiaConfig losing custom token IDs are different token/config persistence bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the canonical duplicate call on 44514/44545 is supported by the nearly identical titles and described failure mode. The remaining soft-edge rejections are conservative and do not overstate evidence." + "feedback": "The reasoning is grounded in the packet and stays conservative. The accepted soft edge, issue:44514 vs issue:44545, is supported by identical titles and matching crash descriptions, with 44514 earlier and thus a reasonable canonical choice. The other pair verdicts are appropriately cautious and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -5135,13 +5039,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 16, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:30064", "issue:36010", @@ -5150,7 +5054,6 @@ "issue:41720", "issue:42886", "issue:43295", - "issue:43335", "issue:43421", "issue:43531", "issue:43540", @@ -5163,7 +5066,6 @@ "issue:43697", "issue:43720", "issue:43746", - "issue:43756", "issue:43782", "issue:43819", "issue:43873", @@ -5189,10 +5091,12 @@ "issue:45907", "issue:45923", "issue:46032", + "issue:46050", "issue:46294", "issue:46463" ], "soft_pairs": [ + "issue:43746|issue:46050", "issue:45704|issue:45923", "issue:43531|issue:43645", "issue:41720|issue:45704", @@ -5205,248 +5109,253 @@ "issue:43994|issue:44671", "issue:39692|issue:43873", "issue:43746|issue:43873", - "issue:43421|issue:44186", "issue:43596|issue:44220", - "issue:45081|issue:45356", + "issue:43421|issue:44186", "issue:30064|issue:36010", - "issue:45356|issue:45907", + "issue:45081|issue:45356", "issue:43720|issue:43819", + "issue:45356|issue:45907", "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:43540|issue:46294", "issue:43295|issue:45834", - "issue:43618|issue:43697", "issue:43550|issue:45072", + "issue:43618|issue:43697", "issue:44062|issue:44488", "issue:43550|issue:43819", "issue:43531|issue:43643", "issue:44186|issue:44898", - "issue:43540|issue:44008", "issue:43653|issue:43819", + "issue:43540|issue:44008", "issue:43643|issue:44877", - "issue:30064|issue:36331", - "issue:43335|issue:43756" + "issue:30064|issue:36331" ], - "prepared_review_unit_hash": "d52fa723c8483fb12ee22087a1202a553ffa920d41b14437d5cc98001592116e", + "prepared_review_unit_hash": "b759d9d8ac7c486bebb085835530b140c66f3e469f8b9948f8c81d1243dfb218", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 38014, - "estimated_input_tokens": 9504, - "estimated_eval_tokens": 19264 + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a coherent duplicate cluster; they span many unrelated bugs, regressions, and model-specific failures. No soft pair is a safe merge based on the available evidence.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical duplicate issue emerges from this set; issue:43873 is only the most active standalone report (multiple references and discussion), not a unifying bug for the cluster.", + "summary": "These items are mostly unrelated issue reports. The soft pairs only share broad themes like tokenizers, multimodal input, quantization, or config loading, but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest triage signals among the set (discussion, inbound references, and a concrete reproducible problem), so it is the best standalone anchor if one must be chosen.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: local checkpoint loading with PEFT adapters vs quantized save/load breakage." + }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different problems: T5 RMSNorm memory leak vs missing gradient-checkpointing flag on a Nemotron trust_remote_code variant." + "reason": "Unrelated bugs: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." + "reason": "Different code paths: Qwen3-MoE sliding_window handling vs notebook custom-model initialization in v5." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Separate code paths and symptoms: Qwen3 device mapping CUDA assert vs T5 apex RMSNorm memory leak." + "reason": "Different model/runtime failures: Qwen3 auto device mapping cuda assert vs T5 RMSNorm memory leak." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different models and bugs: apex RMSNorm leak vs Qwen3_5Moe CPU-offload incompatibility in rotary embedding." + "reason": "Different components: T5 RMSNorm leak vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline mode, but one is cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; not the same bug." + "reason": "Both are offline/tokenizer-related, but one is generic cache loading and the other is a specific _patch_mistral_regex model_info call; not enough evidence of the same root cause." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL/video issues: from_pretrained weight_only error vs wrong vision_position_ids during video input." + "reason": "Different multimodal bugs: Qwen3VL weight_only loading error vs Qwen2.5-VL video position IDs." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Unrelated: Mamba2Mixer cache correctness bug vs T5 decoder-input validation error message." + "reason": "Different bugs: silent Mamba2 cache incorrectness vs a T5 decoder-input validation error message." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizer behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same concrete defect." + "reason": "Related to special tokens, but one is a runtime post-processor update feature gap and the other is BigBirdTokenizer mask-token registration/decode behavior." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different layers of the stack: Gemma4 FSDP2 shared_kv_states bug vs missing supports_gradient_checkpointing flag on Nemotron remote code." + "reason": "Different issues: Gemma4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support on a trust_remote_code model." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc example errors/quantization failure is not the same as general offloading not working with quantization." + "reason": "Different problem classes: documentation/example errors and quantization mismatch vs offloading behavior with quantization." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different loading paths: GraniteSpeech PEFT checkpoint loading vs quantization/offloading behavior." - }, - { - "left": "issue:43421", - "right": "issue:44186", - "accept": false, - "reason": "Both tokenizer-related, but one is post-processor sync after special-token edits and the other is LayoutLMv2 NER/padding crashes." + "reason": "Unrelated: adapter checkpoint loading vs quantized offloading behavior." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Completely different subsystems: Deepspeed/BertModel zero3 init vs feature extraction in _torch_extract_fbank_features()." + "reason": "Different bugs: Deepspeed zero3/BertModel init failure vs audio feature extraction helper issue." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Related to Mistral-regex/tokenizer handling, but one is an AttributeError crash and the other is a Kimi-K2.5 codec/regression report; not the same concrete fix." + "reason": "Different tokenizer concerns: special-token post-processing vs LayoutLMv2 NER/padding crashes." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor void-segmentation-map processing is unrelated to the GenerationMixin import failure." + "reason": "Completely different areas: image segmentation-map processing vs GenerationMixin import failure." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer regression vs Hub API forwarding bug; no shared underlying code path." + "reason": "Both touch fix_mistral_regex/tokenizer handling, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec/regression report; not clearly the same bug." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model-specific correctness issues: BitNet packed-weight loading vs DAC latent reconstruction missing STE." + "reason": "Different model bugs: BitNet packed-weight loading vs DAC from_latents/forward mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: tokenizer regression vs list_repo_files revision forwarding in CI." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Both are CI/model-loading bugs, but BigBirdTokenizer special-token handling is unrelated to BitNet packed-weight unpacking." + "reason": "Different issues: BigBird special-token registration vs BitNet packed-weight handling." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction issue vs tokenizer mapping-name failure while adding a new model-like entry." + "reason": "Different subsystems: audio fbank extraction vs add-new-model-like registry logic." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video/multimodal, but they affect different models and different failure points (processing ValueError vs chat-template token/feature mismatch)." + "reason": "Both are video-related, but they involve different Qwen models and different failure points (video processing vs chat-template feature/token mismatch)." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different regressions: processor.tokenizer/image tokenization breakage vs Kosmos2.5 long-OCR index error." + "reason": "Different regressions: processor/tokenizer image handling vs Kosmos2.5 long-OCR index error." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "CLIPOutput attentions assignment bug is unrelated to RTDetrV2 producing different outputs in v5." + "reason": "Different runtime bugs: torch.compile+SDPA failure vs dtype mismatch in bfloat16 inference." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Separate model/runtime failures: Bamba torch.compile+SDPA bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Different models and symptoms: missing CLIP attentions assignment vs RTDetrV2 output drift in v5." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Token construction error vs inability to load a specific model; not the same underlying tokenizer bug." + "reason": "Different tokenizer issues: AddedToken keyword collision vs loading a specific model name." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model families and failure modes: Bamba compile/SDPA vs DAC latent decoding mismatch." + "reason": "Different model/code-path failures: Bamba SDPA compile issue vs DAC latent conversion mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code missing fields." + "reason": "Different problems: Qwen3-MoE sliding_window bug vs trust_remote_code AutoConfig missing fields." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict config blocking granite_speech; different defects." + "reason": "Different model families and failures: LayoutLMv2 tokenizer crashes vs Perceiver image-classification resolution handling." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Different vision-tokenizer issues: LayoutLMv2 NER/padding crash vs Perceiver non-default resolution failure." + "reason": "Different issues: BigBird special-token handling vs DAC latent/forward mismatch." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal bugs: Qwen3OmniMoe video processing error vs Gemma 3n audio_mel_mask name collision." + "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask name collision." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Unrelated: void segmentation map processing vs custom trainer compute_loss signature mismatch." + "reason": "Both involve config loading, but one is missing fields from AutoConfig with trust_remote_code and the other is strict config blocking granite_speech; not the same root cause." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different model-specific configuration bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE-layer dropping." + "reason": "Completely different: image processor segmentation-map failure vs CustomTrainer compute_loss signature breakage." } ] }, @@ -5462,19 +5371,20 @@ "component_index": 1, "component_count": 21, "review_unit_index": 17, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:34634", "issue:36010", "issue:39692", "issue:41720", "issue:43322", + "issue:43335", "issue:43388", "issue:43421", "issue:43540", @@ -5484,6 +5394,7 @@ "issue:43644", "issue:43716", "issue:43749", + "issue:43756", "issue:43782", "issue:43818", "issue:43825", @@ -5515,23 +5426,23 @@ "issue:45834", "issue:45987", "issue:46032", - "issue:46291", "issue:46512" ], "soft_pairs": [ + "issue:43335|issue:43756", "issue:41720|issue:44991", - "issue:44843|issue:45081", "issue:44821|issue:45084", + "issue:44843|issue:45081", "issue:43322|issue:45685", "issue:39692|issue:45834", - "issue:45183|issue:45479", "issue:43716|issue:44008", "issue:43388|issue:46032", - "issue:44448|issue:44671", - "issue:43950|issue:45987", + "issue:45183|issue:45479", + "issue:43582|issue:46512", "issue:44186|issue:44442", + "issue:44448|issue:44671", "issue:45584|issue:45834", - "issue:43582|issue:46512", + "issue:43950|issue:45987", "issue:43644|issue:43749", "issue:44485|issue:44509", "issue:34634|issue:36010", @@ -5542,187 +5453,186 @@ "issue:43540|issue:45381", "issue:43782|issue:44977", "issue:43825|issue:43994", - "issue:43421|issue:44811", - "issue:44991|issue:46291" + "issue:43421|issue:44811" ], - "prepared_review_unit_hash": "b82f53cd0b2b34f1077e5d81949358a83e43aff0c4dfea4c4f22d8ceb81013f2", + "prepared_review_unit_hash": "3e1fd7d93af4d04836aee7a36ffcf6a52cffc325ffa69aa1911c30070f71c1c7", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35014, - "estimated_input_tokens": 8754, - "estimated_eval_tokens": 17764 + "serialized_chars": 35609, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the suggested soft pairs are similar only at a broad subsystem level and should not be merged as duplicates. I\u2019d anchor the cluster on the non-persistent-buffer loading regression, but only as the best representative issue, not as evidence that the items are the same bug.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43950 is the clearest, most self-contained regression report: it names the concrete loading path (`from_pretrained`) and the specific failure mode (non-persistent buffer corruption).", + "summary": "The cluster is a set of largely unrelated Transformers issues. None of the soft pairs describe the same underlying bug or change closely enough to merge as duplicates, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue because it is precise, actionable, and describes a focused runtime regression rather than a vague symptom or documentation/model-specific edge case.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Different models and failures: Qwen3 auto device mapping CUDA assert vs tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Different bugs in different models: SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer count mismatch." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both involve Mistral regex patching, but the bugs differ: offline `model_info()` access vs `backend_tokenizer` attribute crash." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: loading AutoImageProcessor from URL vs a template compilation TypeError." + "reason": "Different subsystems and error modes: AutoImageProcessor URL loading vs a template compilation TypeError." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same file area (_patch_mistral_regex) but different concrete failures: offline model_info call vs backend_tokenizer attribute crash." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and symptoms: Llava-Next model load segfault vs MPS histogram op not implemented for Int." + "reason": "Llava Next load segfault and MPS histogram support error are unrelated model/runtime issues." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different tasks and models: SigLIP2 docs example errors vs Kosmos2.5 OCR long-input index error." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "One is input validation/XOR messaging for inputs_embeds, the other is a sequence-classification loss bug." + "reason": "SigLIP2 doc example errors are about model/processor mismatch and quantization, not Kosmos2.5 OCR indexing." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different model families and code paths: BLIP2 dtype propagation vs Gemma 3n variable collision in forward()." + "reason": "Different models and root causes: dtype mismatch in Mistral-3 preprocessing vs Gemma 3n variable-name collision." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different training/runtime bugs: last-batch metric gathering vs Mamba2 use_cache correctness." + "reason": "Different code paths: gather_for_metrics label truncation vs Mamba2 use_cache producing wrong results for seq_len>1." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + "reason": "Validation/XOR error-message bug is not the same as the single-label classification zero-loss regression." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Both touch loading/state, but one is buffer corruption on load and the other is a cache length return-type contract bug." + "reason": "Apple Silicon allocator TypeError and from_config dtype/config staleness are different dtype-related problems." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crashes vs AutoTokenizer loading failure; no evidence they share the same root cause." + "reason": "Tokenizer crash on NER padding/truncation is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 behavior regressions, but they affect different models and outputs with no shared concrete bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: Whisper empty transcription handling vs Kosmos2.5 OCR index error." + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 long OCR index errors." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." + "reason": "Non-persistent buffer corruption during from_pretrained is a different bug from StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both are loading/efficiency related, but one is non-persistent buffer junk and the other is FSDP CPU RAM-efficient loading." + "reason": "One is buffer initialization corruption in Transformers 5.0.0; the other is an FSDP CPU RAM efficient loading breakage." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion is unrelated to documentation still mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice preset behavior and GenerationMixin import failure are unrelated bugs." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate bugs with no shared code path." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different models and different runtime mismatches: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different model/runtime mismatches: Bark CPU offload device mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different model families and failures: Qwen video-input regression vs Kosmos2.5 OCR indexing." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype mismatch is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + "reason": "Blip2 dtype propagation issue and Video-LLaVA temporal-attention/weight-sharing issue do not describe the same defect." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError in model code vs trainer.evaluate() failing after train() are not the same bug." + "reason": "Mask shape IndexError in a model forward path is unrelated to trainer.evaluate() failing after training." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both concern video inputs, but the titles point to different models and different defects (ValueError vs incorrect vision_position_ids)." + "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe and the other is wrong vision_position_ids in qwen2.5-vl." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "from_pretrained weight_only loading error is not the same bug as flash-attention generation failure in Qwen3.5." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline task deprecation messaging is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Docs/error-message cleanup for removed tasks is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different issues." - }, - { - "left": "issue:44991", - "right": "issue:46291", - "accept": false, - "reason": "Tokenizer loading for a specific model is unrelated to pipelines import breaking on a kernels package version requirement." + "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." } ] }, @@ -5738,13 +5648,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 18, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:28218", "issue:29159", @@ -5752,7 +5662,6 @@ "issue:36331", "issue:42175", "issue:43262", - "issue:43329", "issue:43526", "issue:43577", "issue:43582", @@ -5775,6 +5684,7 @@ "issue:44671", "issue:44857", "issue:44912", + "issue:44991", "issue:45003", "issue:45020", "issue:45042", @@ -5785,228 +5695,228 @@ "issue:45372", "issue:45406", "issue:45538", - "issue:45600", "issue:45701", "issue:45987", "issue:46192", "issue:46209", "issue:46285", + "issue:46291", "issue:46294", "issue:46326", "issue:46463" ], "soft_pairs": [ + "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:44561|issue:45020", - "issue:44610|issue:45072", "issue:43577|issue:43582", + "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:28218|issue:29159", "issue:45987|issue:46192", + "issue:28218|issue:29159", "issue:43825|issue:43827", "issue:43749|issue:44291", "issue:44671|issue:45701", "issue:42175|issue:45081", - "issue:43782|issue:45325", "issue:43582|issue:44857", + "issue:43782|issue:45325", "issue:34634|issue:36331", - "issue:43262|issue:43819", "issue:45003|issue:46285", + "issue:43262|issue:43819", "issue:43653|issue:44912", "issue:43526|issue:43697", "issue:43742|issue:45020", - "issue:45081|issue:45406", "issue:45084|issue:45538", + "issue:45081|issue:45406", "issue:44589|issue:45042", "issue:44060|issue:44368", - "issue:43906|issue:46209", "issue:45372|issue:46326", - "issue:43329|issue:45600" + "issue:43906|issue:46209" ], - "prepared_review_unit_hash": "3a8fa1c7a9fb07d1015ffe43dbbd0b0dae075c37845a03e8ce9045fb62d4948b", + "prepared_review_unit_hash": "83e59ee0131ea66f944263e47f6f9fe06c7396cd5d6b37a7dd8643afa9cbbaff", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35848, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated tokenizer, model-loading, multimodal, dtype, CI, and docs issues. None of the soft links are strong enough to merge as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and the titles point to unrelated bugs, so there is no safe duplicate anchor.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, processor, loading, or backend regressions. The soft pairs mostly share only broad subsystem keywords and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical issue stands out because the set spans many unrelated bugs. If one representative is forced, issue 45701 is the broadest tokenization-related open report, but it does not unify the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative; the broadest titles are too vague to anchor the cluster reliably.", + "best_issue_reason": "Issue 45701 is the closest thing to a representative because it is broad, active, and has multiple inbound references, but it is still too general to serve as a real duplicate anchor for this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer-loading failure and pipeline import dependency error are different bugs in different code paths." + }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different code paths: Qwen3.5-VL video chat-template mismatch vs T5 decoder input validation. Not the same bug." + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broad regression report." - }, - { - "left": "issue:44610", - "right": "issue:45072", - "accept": false, - "reason": "Different failures: OmDet-Turbo image-size mismatch vs bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention remote_code breakage, but the concrete causes differ: helper removal vs unsafe sys.modules access." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype staying float32 and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Blip2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:43720", + "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and generic bf16 dtype mismatch are different concrete problems." + "reason": "Wrong OmDet input size and bfloat16 dtype mismatches are separate inference issues." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer added-token spacing and slow/fast tokenizer inconsistency may overlap, but the titles do not indicate the same exact bug." + "reason": "BitNet weight-unpacking on load is unrelated to dtype mismatch in other models." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache sequence-length return type and return_tensors being ignored are unrelated." + "reason": "Cache length return-type bug and return_tensors being ignored are different API regressions." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing bug is too specific to equate with a broad slow/fast tokenizer inconsistency report." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both relate to pipeline v5 removals, but one is a misleading error message and the other is stale docs references." + "reason": "Runtime pipeline error message and outdated docs reference are not the same bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized errors are different loading-path issues." + "reason": "FSDP CPU RAM-efficient loading breakage and init_empty_weights argument handling are distinct loading failures." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT MLM regression and general tokenization changes are not the same underlying defect." + "reason": "CamemBERT masked-LM prediction regression is not the same as general tokenization changes across versions." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend from pip extras is unrelated to a Mistral tokenizer regex crash." + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope index scaling are separate bugs." + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash do not share the same code path." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "AppleSilicon TypeError in warmup code and LwDetr float16 AMP crash are unrelated." + "reason": "Different Qwen VL models with different failures: from_pretrained weight_only error vs rope index scaling bug." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature changes are unrelated." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." + "reason": "sys.modules access safety and CLIP text model structural inconsistency are different regressions." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization loading fallback are different issues." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 v5 output drift are not the same code-path problem." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 differing outputs are not the same defect." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM-125M key error and broad remote_code regressions are not the same bug." + "reason": "MobileLLM load failure and broad remote_code breakage are too different to merge." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Tokenizer backend_tokenizer crash and Gemma4Processor missing _tokenizer are different processor-loading failures." + "reason": "Template compilation TypeError and CLIPTokenizer max-length constant are unrelated." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer model_max_length bug are unrelated." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct processor/tokenizer failures." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and torchvision dependency regression are unrelated." + "reason": "Float8 storage lookup error and PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both involve tied-weights warnings, but they describe different models and different warning conditions." - }, - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "Reproduction of an older issue and FP8 inference failure on B200 are unrelated." + "reason": "Similar tied-weights warning shape, but different models and configs make these separate issues." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import error during Gemma4 loading and the other is a continue_final_message tokenizer bug." + "reason": "Both involve mistral_common, but one is a missing import and the other is a continue_final_message tokenizer bug." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Multimodal token counting bug and stale auto_mappings config reference are unrelated." + "reason": "Isolated reproduction of another issue and FP8 inference failure are unrelated." } ] }, @@ -6022,13 +5932,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 19, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36010", "issue:36331", @@ -6072,6 +5982,7 @@ "issue:44991", "issue:45042", "issue:45459", + "issue:45600", "issue:45759", "issue:45803", "issue:46291", @@ -6079,27 +5990,28 @@ "issue:46424" ], "soft_pairs": [ + "issue:43329|issue:45600", "issue:43526|issue:44554", - "issue:43452|issue:44991", - "issue:43638|issue:44936", "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", "issue:36010|issue:43645", "issue:36010|issue:36331", "issue:43257|issue:43329", "issue:43819|issue:43927", "issue:42175|issue:46291", "issue:43531|issue:45042", - "issue:43746|issue:44811", - "issue:38175|issue:44610", "issue:43720|issue:44610", + "issue:38175|issue:44610", "issue:44387|issue:44617", + "issue:43746|issue:44811", "issue:39692|issue:44912", - "issue:43854|issue:44977", "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:45459|issue:45803", "issue:46421|issue:46424", "issue:43262|issue:44811", - "issue:45459|issue:45803", - "issue:43643|issue:45759", "issue:43650|issue:43906", "issue:43257|issue:43696", "issue:43329|issue:44479", @@ -6108,203 +6020,218 @@ "issue:42915|issue:43742", "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "55db6f3420614359054be37b8a50ac583fac1b3d661ece7d54d68b9fb0d462fe", + "prepared_review_unit_hash": "ca4882b4a8f2450771a0cdd6114badff7ae43df4a1c0cd343e3e6bfcdaf2d6d9", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35755, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across different Transformers subsystems. I found no convincing duplicate groups; the closest pairs are only topical overlaps (cache, video, loading, quantization) but they do not appear to be the same concrete bug or fix.", - "confidence": 0.86, - "canonical_issue_reason": "issue:46421 is the cleanest, most actionable open report in the set: it has a specific symptom (spurious recompilation with chunked prefill) and a focused likely fix path, so it is the best anchor if one issue must represent the cluster.", + "summary": "This cluster is mostly a set of unrelated Transformers issues; only the two Qwen video-input regressions look plausibly like the same underlying bug. No PRs are present.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44479 is the broadest, most user-facing report of the video-input regression, spanning multiple Qwen VL/MoE variants and the v5.3.0 breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46421 is the best representative issue because it is concrete, reproducible, and narrowly scoped; unlike the others, it is not just a vague regression or a model-specific loading complaint.", + "best_issue_reason": "issue:44479 best represents the shared problem because it captures the widest affected surface and the regression framing, while the more technical report can serve as the lower-level duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI/multimodal areas, but one is a video-token counting bug and the other is a stale auto-mappings reference; different failures and code paths." + }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs an MPS attention correctness issue in a different code path." + "reason": "Beit label reduction and MPS attention correctness are unrelated subsystems and symptoms." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling and the other is a tokenizer-loading regression for a specific model; not the same fix." + "reason": "One is a torch.compile/SDPA failure in Bamba, the other is a quantization-loading fallback issue for git-oss; not the same bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Distinct trainer failures: Deepspeed ZeRO-3 index error versus evaluate-after-train state handling." + "reason": "Deepspeed ZeRO-3 initialization error for non-pretrained BERT and trainer.evaluate() after train() are different training lifecycle problems." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Unrelated models and code paths: Bamba torch.compile/SDPA vs git-oss MXFP4 quantization fallback." + "reason": "Both involve model loading, but gguf_file breakage and tokenizer loading for est-roberta stem from different mechanisms." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path breakage for GenerationMixin is not the same as the Jupyter custom-model initialization problem." + "reason": "ImportGenerationMixin failure and Jupyter custom-model initialization breakage are distinct API regressions." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and a compute_loss signature mismatch are unrelated bugs." + "reason": "ImportError for GenerationMixin and a CustomTrainer signature mismatch are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is separate from multimodal token counting in the video branch." + "reason": "Qwen3 MoE weight conversion/loading and multimodal video token counting are separate bugs." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different issues: DAC latent reconstruction mismatch vs DiaConfig save/load losing token IDs." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss affect different model families and code paths." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package/backend dependency problem and kernels version/revision requirement are not the same underlying bug." + "reason": "Packaging/backend installation and kernels import-time dependency validation are different dependency issues." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "Local PEFT checkpoint loading and Whisper batch_decode option handling affect different components and fixes." + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:38175", + "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is zero probabilities on SigLIP2 and the other is an OmDet-Turbo processor/model size mismatch." + "reason": "BitNet packed-weight loading and OmDet processor/model input-size mismatch are different failures." }, { - "left": "issue:43720", + "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading and OmDet-Turbo resolution mismatch are different bugs." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet 640px-vs-224px mismatch are not the same issue." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is an int4 quantization regression and the other is a model-specific memory exhaustion report." + "reason": "Both are OOM reports, but one is about reserved memory under int4 quantization and the other is a specific Sam3Video memory issue." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Documentation-example errors with SigLIP2 are not the same as git-oss MXFP4 quantization fallback." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode special-token handling are unrelated." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "SigLIP2 doc-example problems and git-oss MXFP4 loading are different issues." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path warning on load and Qwen3 MoE accelerate/deepspeed loading are different issues." + "reason": "Trailing-slash local-model import warning and Qwen3 MoE weight conversion are unrelated." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Related cache area, but one is lazy initialization causing recompilation while the other is max_cache_length being honored only for quantized cache; not the same bug." + "reason": "GLM-4.7-Flash test loading and Qwen3.5 flash-attention generation failure are different model-specific bugs." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Audio chat-template sample-rate default and Whisper decode special-token handling are separate processor behaviors." + "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite multimodal configs are related to config handling but not the same defect." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different functions, different swallowed errors, and different fixes." + "reason": "Both concern error handling, but one hides tokenizer decode errors and the other swallows exceptions in Fuyu tensor conversion." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Lazy cache init causing recompilation and max_cache_length only applying to quantized cache are separate cache-behavior bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "trust_remote_code config field loss and AutoModelForCausalLM.from_config text_config unwrapping are different stages of model loading." + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode behavior are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No substantive overlap; one is a placeholder title and the other is a reproduction of a different issue." + "reason": "Placeholder issue text and an isolated reproduction of another issue are not duplicates." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are unrelated." + "reason": "Qwen3 MoE loading/weight conversion and GPT-oss OOM are different problems." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Both are video-related regressions, but one is undefined names in multimodal token counting and the other is a broader Qwen video-input regression; not enough to treat as the same concrete bug." + "accept": true, + "reason": "Both describe a regression in video handling for Qwen/VLM processors; 43329 pinpoints the undefined-variable bug in the video token path, while 44479 reports the same breakage across multiple Qwen video models in v5.3.0." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token counting undefined helpers and batched video processor shape errors are different failure modes." + "reason": "Undefined variables in video token counting and batched video processor shape errors are different parts of the pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading and Qwen3-VL weight-shape mismatch are distinct loading failures." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3 MoE FineGrainedFP8Config failure and MobileLLM key error are unrelated loading bugs." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and MobileLLM key error are separate model-loading bugs." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "lm_head weight tying causing garbage text and Blip2 dtype staying float32 are separate model-loading/initialization problems." + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are unrelated model-initialization issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are clearly unrelated by title and subsystem, and the single accepted Qwen video pair is a conservative, plausible duplicate relationship. The canonical issue choice is also well-supported by the broader, user-facing v5.3.0 regression report. No PRs are present, as noted." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6313,15 +6240,14 @@ "component_index": 1, "component_count": 21, "review_unit_index": 20, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ - "issue:24643", "issue:28282", "issue:29127", "issue:29159", @@ -6349,6 +6275,7 @@ "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", "issue:44568", "issue:44756", @@ -6375,24 +6302,24 @@ "issue:44291|issue:45042", "issue:43606|issue:45859", "issue:42915|issue:44821", - "issue:34567|issue:40990", "issue:43525|issue:46291", + "issue:34567|issue:40990", "issue:29159|issue:34567", - "issue:44568|issue:45356", - "issue:44987|issue:45538", "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:44568|issue:45356", "issue:42915|issue:45538", "issue:43404|issue:45127", "issue:43697|issue:45357", "issue:43425|issue:46291", "issue:43577|issue:46512", - "issue:42175|issue:43824", "issue:28282|issue:34689", + "issue:42175|issue:43824", "issue:45137|issue:45405", "issue:43452|issue:43582", + "issue:43317|issue:45538", "issue:33357|issue:34567", "issue:44849|issue:45701", - "issue:43317|issue:45538", "issue:43742|issue:44291", "issue:44062|issue:44991", "issue:28282|issue:29127", @@ -6401,222 +6328,228 @@ "issue:43540|issue:44560", "issue:43540|issue:44479", "issue:42915|issue:43749", - "issue:24643|issue:29159" + "issue:42175|issue:44488" ], - "prepared_review_unit_hash": "dd7490b13e6a4c9f6281004a34fdde7571abe74f3cc7ae7c22f0dfef678baac2", + "prepared_review_unit_hash": "cf0c749112c20371df5fa8802ec7a47903a2a4c8fb5578ba1ca580beef0c639d", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36997, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "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 loading, tokenization, video, dtype, and backend/dependency handling. Only one soft edge looks like a likely true duplicate/same fix; the rest are too broad or model-specific to merge safely.", - "confidence": 0.29, - "canonical_issue_reason": "If a single representative is needed, issue 45701 is the broadest user-facing regression about tokenization changes and can absorb the most nearby tokenizer-related reports. That said, the cluster is not a clean duplicate set overall.", + "summary": "This cluster is mostly a lexical-similarity bucket of unrelated Transformers bugs. The only plausible true duplicate pair is the tokenizer-loading crash in 44062/44991; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44062 is the best canonical anchor: it names the concrete root failure (`AddedToken() got multiple values for keyword argument 'special'`), and 44991 looks like a model-specific reproduction of that same tokenizer-loading bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best overall representative because it is broad, still open, and framed as a version-driven tokenization regression rather than a one-off model-specific symptom.", + "best_issue_reason": "44062 is the strongest representative of the cluster because it captures the clearest underlying bug and can subsume the specific EMBEDDIA/est-roberta load failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/memory, but one is FSDP CPU RAM efficient loading and the other is an Apple/Strix Halo mmap OOM issue; different failure modes and code paths." + "reason": "Both involve loading/memory, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo; different code paths and failure causes." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "One is about init_empty_weights passing an unexpected model init argument; the other is image processors incorrectly requiring torchvision. Not the same bug." + "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is unrelated to the PIL backend/torchvision dependency regression." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve CPU offload, but they are different models and different symptoms; no evidence they share one concrete fixable code path." + "reason": "Both mention CPU offload, but they affect different models and different components (`bark-small` device mismatch vs Qwen3_5Moe rotary embedding forward)." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config model loading failure and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated bugs." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Trainer token counting not updating is unrelated to perplexity on a specific model/dataset." + "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to `transformers.pipelines` import failing on kernels v0.15 metadata." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels package import/version requirements." + "reason": "Trainer token counting and high perplexity on gpt-oss-20b are different problems." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems." + "reason": "Tokenizer slow/fast inconsistency is unrelated to `num_input_tokens_seen` not updating." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and have different causes; too broad to treat as the same fix." + "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are separate issues." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer max_length behavior are unrelated." + "reason": "Model load failure for physical-intelligence/fast is not the same as CLIPTokenizer's `model_max_length` bug." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Config save/load token ID loss and MXFP4 quantization fallback are separate model-loading issues." + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not enough evidence of one underlying bug." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8 model loading and CLIPTokenizer max_length are unrelated." + "reason": "FP8 config failure and CLIPTokenizer max length bug are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings, but one is a missing lm_head tie in a model class and the other is LoRA merge collapse with extended vocab; not the same concrete bug." + "reason": "Both touch tied embeddings/lm_head, but one is a specific model-class tie bug and the other is LoRA merge collapse with extended vocab; different failure mechanisms." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetr output regression and Qwen3.5 save_pretrained key handling are unrelated." + "reason": "RTDetrV2 output drift and Qwen3.5 visual encoder key saving are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels import requirements are different dependency problems." + "reason": "Torch version compatibility and kernels import requirements are different dependency problems." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "One is tensors staying float32 when loading BLIP2; the other is config.dtype remaining stale after from_config. Similar theme, but not the same bug." + "reason": "One is weights/qformer staying float32 after load; the other is `config.dtype` staying stale after `from_config(dtype=...)`." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Tensorflow missing from a pip extra and a missing exported Qwen model class are unrelated packaging/import issues." + "reason": "PyTorch-missing ImportError and Llama 3.2 vision loading regression are different loading failures." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "A missing PyTorch dependency error is not the same as a Llama 3.2 model loading regression." + "reason": "Missing TensorFlow in the `.[torch]` install and missing Qwen2.5-VL class export are unrelated packaging/import issues." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and unreleased PEFT version pin are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and AppleSilicon caching allocator TypeError are unrelated code paths." + "reason": "GGUF loading breakage is unrelated to Apple Silicon `caching_allocator_warmup` TypeError." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and CLIPTokenizer max-length bug are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + "reason": "MacOS bus error with CLIP model and token-count tracking are different bugs." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression and version-driven tokenization changes are different bugs." - }, - { - "left": "issue:43317", - "right": "issue:45538", - "accept": false, - "reason": "Device-map offload loading failure and CLIPTokenizer max_length are unrelated." + "reason": "Qwen3.5 hidden-states output bug is unrelated to the broad tokenization-change issue." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Missing key when loading MobileLLM-125M and init_empty_weights argument handling are not the same issue." + "reason": "Key error loading MobileLLM-125M is not the same as the unexpected `_is_hf_initialized` argument during `init_empty_weights`." }, { "left": "issue:44062", "right": "issue:44991", - "accept": false, - "reason": "Both concern tokenizers, but one is an AddedToken keyword collision and the other is a tokenizer loading regression for a specific model; too different to merge." + "accept": true, + "reason": "44991 appears to be a specific model reproducer of the same tokenizer-loading crash described by 44062 (`AddedToken(... special ...)` TypeError)." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "A missing PyTorch dependency error and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "PyTorch import missing and LayoutLMv3 box-information error are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video input processing are different failure modes." + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video processing ValueError are different failures." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "These both describe the Qwen2.5-VL video-input regression around incorrect video position/vision_position_ids handling and appear to be the same underlying bug." + "accept": false, + "reason": "Both concern video input regressions, but they affect different model families and likely different code paths." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input errors, but they affect different model families and exceptions; not enough evidence of one shared fix." + "reason": "Video-input processing ValueError and Qwen3-vl-embedding video StopIteration are different errors." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same as above: different model families and distinct video-input failure modes." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FineGrainedFP8Config model failure and FSDP CPU RAM efficient loading are unrelated." + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + "reason": "TensorFlow backend packaging and loading `cjvt/sleng-bert` are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The cluster is indeed heterogeneous, the chosen representative issue 45701 is a reasonable broad canonical tokenization regression, and the one accepted soft edge (44479/45381) looks plausibly like the same Qwen video-input bug. The remaining soft edges are appropriately rejected without overclaiming duplicates." + "feedback": "The analysis is generally grounded in the packet and keeps the soft-edge judgments conservative. The one accepted duplicate pair (44062/44991) is reasonably hedged as a likely tokenizer-loading duplicate, and the remaining rejections avoid overclaiming shared root causes." }, "evaluator_used": true, "retried": false, @@ -6629,21 +6562,21 @@ "component_index": 1, "component_count": 21, "review_unit_index": 21, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ + "issue:24643", "issue:27957", "issue:28282", + "issue:29159", "issue:34567", "issue:36331", "issue:38175", - "issue:42175", - "issue:42796", "issue:43257", "issue:43404", "issue:43452", @@ -6671,6 +6604,7 @@ "issue:45081", "issue:45325", "issue:45357", + "issue:45381", "issue:45405", "issue:45479", "issue:45488", @@ -6686,231 +6620,231 @@ "issue:46491" ], "soft_pairs": [ - "issue:44987|issue:45907", - "issue:42175|issue:44488", + "issue:24643|issue:29159", "issue:38175|issue:44898", - "issue:44568|issue:45488", + "issue:44987|issue:45907", "issue:44291|issue:44821", "issue:43493|issue:43994", + "issue:44568|issue:45488", "issue:44737|issue:46463", "issue:27957|issue:28282", - "issue:34567|issue:36331", "issue:43577|issue:45072", + "issue:34567|issue:36331", "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:44792|issue:44964", "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43906|issue:46468", - "issue:44568|issue:46491", "issue:44737|issue:45588", + "issue:44568|issue:46491", "issue:43756|issue:46399", "issue:43756|issue:45325", - "issue:43404|issue:45987", "issue:43531|issue:44821", + "issue:43404|issue:45987", "issue:43526|issue:45479", "issue:45823|issue:46463", - "issue:43452|issue:44488", "issue:45405|issue:45600", - "issue:42796|issue:43906", + "issue:43452|issue:44488", + "issue:43906|issue:45381", "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "89e4d357e413186a09346751394aecbaf2ba32bba617efc93f9064270c64531b", + "prepared_review_unit_hash": "747b211183df2a00748199132824562f06b438ca0ad604d0b3e1970c564c8116", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35930, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers bug reports, mostly around tokenizers, model loading, and model-specific regressions. I do not see a single underlying duplicate bug spanning the set, so no canonical issue/PR emerges from this cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated bug reports that only share shallow lexical similarity (tokenizers, loading, dtype, multimodal models, etc.). None of the soft pairs look like the same underlying defect, so all should remain separate issues.", + "confidence": 0.9, + "canonical_issue_reason": "If one issue must serve as a representative, issue 45920 is the strongest canonical candidate: it describes a broad, concrete v5 regression with clear symptoms and multiple affected model families, making it the most likely duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45920 is the best overall issue candidate because it is broad, user-facing, and specific enough to anchor future duplicates; it most clearly captures a real regression pattern rather than a model-specific one-off.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Different surfaces: model loading regression vs hub API/CI forwarding bug." - }, - { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Unrelated problems: package backend extras vs failure to load a specific model." + "reason": "Different failure modes: DeepSpeed training weight-shape error vs tokenizer slow/fast inconsistency." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms; both vision bugs, but not the same code-path issue." + "reason": "Both mention model outputs and zero/poor behavior, but one is SigLIP2 probability output and the other is Perceiver image classification at non-default resolution; different code paths." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Separate tokenizer regressions affecting different tokenizer implementations and behaviors." + "reason": "Different issues: one is a model load failure in transformers>=5.1, the other is a hub utility not forwarding revision." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different failure modes: init_empty_weights argument handling vs loading an image processor from URL." + "reason": "Both are loading-related, but one is init_empty_weights / _is_hf_initialized handling and the other is loading AutoImageProcessor from URL." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is HF-vs-JAX discrepancy and the other is nonsensical outputs; not clearly the same bug." + "reason": "Same model family, but one is an HF-vs-JAX implementation discrepancy and the other is nonsensical outputs via AutoModel/pipeline; not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion in mdeberta-v3 and the other is LlamaTokenizer overriding DeepSeek tokenizers\u2019 pre-tokenizer." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Completely different components: XLNet positional encoding vs T5 decoder input validation messaging." + "reason": "Both involve model behavior changes, but XLNet CPU device placement and T5 decoder input validation are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "One is Flash Attention support for XLM-Roberta; the other is an AutoModel PyTorch import error." + "reason": "Different problems: Flash Attention 2 compatibility for XLMRoberta vs missing PyTorch import for AutoModel." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Both trainer-related, but one is token accounting and the other is a compute_loss signature break." + "reason": "Both are dtype-related, but they concern different models and different mismatches; no shared code-path bug is evident." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Both dtype-related, but they affect different model paths and likely different bugs." + "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss signature break are separate Trainer API issues." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model-specific issues: MoE weight conversion vs RoPE layer dropping." + "reason": "Both touch model loading/configs, but Qwen3 MoE weight conversion and Smollm3 RoPE-layer selection are unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both tokenizer internals, but the specific exceptions and code paths are different." + "reason": "Tokenizer AddedToken argument collision vs Mistral regex patch backend_tokenizer crash; different tokenizer internals and failure points." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failures; not the same underlying bug." + "reason": "Both are multimodal model failures, but janus test generation and Phi-4 multimodal loading are different bugs." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency issue vs Mistral regex patch crash are unrelated." + "reason": "Image-processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are load-time errors, but they stem from different model/storage problems." + "reason": "Different load-time errors: MobileLLM key mismatch vs missing Float8 storage type." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "No clear shared bug beyond both being isolated model reports." + "reason": "The first is a reproduction of an existing issue, while the second is a broken Nemotron example; no evidence they are the same bug." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs encode-decode spacing loss." + "reason": "Both involve performance/runtime paths, but XLNet CPU arange placement and flash_attention s_aux handling are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Unrelated code paths: XLNet CPU tensor creation vs flash_attention sink handling." + "reason": "Different tokenizer regressions: special token addition failure vs CodeLlama encode/decode whitespace round-trip." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention rotary embeddings, but the bugs are different: missing RoPE layers vs kernel registration crash." + "reason": "Smollm3 RoPE layer misconfiguration is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen family issues and different RoPE-related defects." + "reason": "Different model families and different defects: Smollm3 RoPE layers vs Qwen2.5-VL temporal position scaling." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Unrelated: tied weights in a multimodal generation model vs StaticCache return type contract." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from URL." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Sliding window behavior in Qwen3-MoE is unrelated to image processor loading from URL." + "reason": "lm_head tying bug in Mistral3 is unrelated to StaticCache.get_seq_length() returning the wrong type." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Both involve labels, but one is an image processor reduction bug and the other is a sequence-classification loss issue." + "reason": "BEiT processor label reduction bug and degenerate zero-loss sequence-classification bug are different components and symptoms." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Device-map forward mismatch vs T5 decoder validation messaging are unrelated." + "reason": "Gemma4 PLE device-map mismatch is unrelated to T5 decoder input validation messaging." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Different loading failures: gguf_file handling vs a model load regression for a specific checkpoint." + "reason": "PEFT version pinning issue and auto_mappings reference to removed configs are different maintenance problems." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Package version pinning issue vs stale auto_mappings references; no shared underlying bug." + "reason": "gguf_file loading breakage and inability to load cjvt/sleng-bert are separate model-loading issues." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to an isolated reproduction of another issue." + "reason": "Both concern Qwen-related repros, but one is a reproduction of an earlier issue and the other is a video position-id bug; not the same underlying problem." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different regressions: save_pretrained key serialization vs incorrect token IDs from AutoTokenizer." + "reason": "Qwen3.5 save_pretrained visual-key regression and AutoTokenizer wrong token IDs are unrelated regressions." } ] }, @@ -6926,13 +6860,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 22, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:24643", "issue:28282", @@ -6986,38 +6920,38 @@ "issue:44625|issue:44877", "issue:44913|issue:46121", "issue:43720|issue:44898", - "issue:43697|issue:45216", "issue:43643|issue:45375", + "issue:43697|issue:45216", "issue:24643|issue:29127", - "issue:41762|issue:44936", "issue:45200|issue:46463", + "issue:41762|issue:44936", "issue:28282|issue:32090", "issue:44493|issue:46050", "issue:28282|issue:33357", "issue:44466|issue:45005", - "issue:43452|issue:44843", "issue:43819|issue:44811", + "issue:43452|issue:44843", "issue:44936|issue:45823", - "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:45372|issue:46170", + "issue:43688|issue:43749", "issue:43653|issue:44361", + "issue:45372|issue:46170", "issue:45542|issue:46178", - "issue:42898|issue:46491", "issue:43452|issue:43577", + "issue:42898|issue:46491", "issue:44514|issue:45381", "issue:43295|issue:45356", "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "4f5e4092e63c53b817a4258648bed41d7e6cc38ca570f46b76a4f6e89184a449", + "prepared_review_unit_hash": "97260c208a85007c02961aba6b184daaeedc83a9170fa13e6204294109a67053", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 47, @@ -7032,174 +6966,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with one plausible duplicate family around tied-weights serialization on v5. I accepted only the 44466/45005 pair; the rest are superficial title similarity across unrelated bugs, models, or code paths.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45005 is the broadest and most representative report in the only likely duplicate family (tied-weights serialization / lm_head weight handling in v5), and it can subsume the more specific 44466 report.", + "summary": "Most items are unrelated model/config/tokenizer bugs. The only plausible duplicate pair is the v5 tied-weights serialization regression around `lm_head.weight` and translation models; the rest differ in code path, model family, or failure mode.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44466 is the clearest representative of the tied-weights serialization regression, with a concrete v5/main symptom and likely shared code path with the related translation-model report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the best cluster representative because it captures the shared tied-weights regression at a higher level than the more device-specific lm_head serialization report.", + "best_issue_reason": "issue:44466 is the strongest standalone issue in the only likely duplicate pair and best captures the underlying regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different problems: Qwen3.5 num_labels propagation vs granite_speech config loading under strict validation." + "reason": "Both are config-related, but one is missing `num_labels` propagation for Qwen3.5 and the other is strict config loading for granite_speech; different bugs and model paths." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Different config bugs: GPTNeoX rotary_pct reload loss vs rope validation rejecting a JSON-loaded list." + "reason": "Both mention RoPE parameters, but one is a reload defaulting bug in GPTNeoXConfig and the other is a type error in `convert_rope_params_to_dict`; not the same failure." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver image classification with interpolation." + "reason": "Unrelated models and symptoms: BitNet packed-weight unpacking during accelerate loading vs Perceiver non-default resolution failure." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Different models and code paths: RTDetrV2 output drift vs Qwen3.5 checkpoint save correctness." + "reason": "Both involve config fields being lost, but one is generic `trust_remote_code` AutoConfig behavior and the other is a specific Qwen3_5MoeVisionConfig field missing under `@strict`." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both are config-related, but one is generic AutoConfig trust_remote_code field loss and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." + "reason": "Different regressions: RTDetrV2 output differences versus Qwen3.5 checkpoint serialization/save_pretrained correctness." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity issue; not the same bug." + "reason": "Completely different errors and subsystems: DeepSpeed training weight shape error vs LayoutLMv3 box-content validation message." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError vs trainer.evaluate() after train; different failure sites." + "reason": "Different model families and bugs: Gemma 4 multimodal token type defaults vs T5 decoder-input error messaging." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Gemma 4 multimodal token-type defaulting vs T5 decoder input validation messaging; unrelated bugs." + "reason": "One is a DeepSpeed ZeRO-3 load-time index error for Gemma3, the other is a trainer lifecycle issue after `train()`; no shared code path." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Import-time PyTorch missing dependency vs trainer GPU broadcast NoneType error; different environments and code paths." + "reason": "Import-time PyTorch missing error is unrelated to Trainer `_gpu_broadcast_one` handling of `NoneType`." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys vs quantized sinq save/load corruption; different serialization issues." + "reason": "Both concern loading/saving state, but one is unexpected position-id keys and the other is sinq quantization persistence; different bugs." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import error vs macOS CLIP bus error; unrelated." + "reason": "Different failures: missing PyTorch import vs MacOS bus error with a community CLIP model." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Same tied-weights / lm_head serialization regression in v5, with 45005 providing the broader translation-model context and 44466 the device-specific symptom." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "Both involve model loading, but one is gguf_file breaking AutoTokenizer/AutoModel loading and the other is an offline-mode mistral regex patch regression." + "reason": "Both point to the same tied-weights/save_pretrained regression in v5, affecting `lm_head.weight` serialization and translation models with tied weights." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different audio-model bugs: DAC.from_latents mismatch vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different components: DAC latent decoding vs Whisper processor `batch_decode` special-token handling." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Trainer lifecycle failure vs Gemma4 device_map='auto' device mismatch during forward; not the same issue." + "reason": "Both touch AutoTokenizer/loading, but one is a `gguf_file` breakage for tokenizer/model loading and the other is an offline-mode regression from an unconditional hub call." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading regression; unrelated." + "reason": "Trainer post-train evaluation failure is unrelated to Gemma4 PLE device placement with `device_map=\"auto\"`." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SIGLIP2 zero-probabilities issue vs processor/tokenizer API regression in v4.57.5; different bugs." + "reason": "Unrelated regressions: SIGLIP2 zero probabilities vs processor/tokenizer access and image passing changes in v4.57.5." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Tokenizer failures, but on different models and failure modes: MLuke AttributeError vs FastSpeech2Conformer load failure." + "reason": "Both are tokenizer-loading problems, but they affect different tokenizer classes and error modes." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Gemma 4 processor import dependency issue vs Windows ROCm torch.distributed dependency problem; unrelated." + "reason": "Different training/runtime issues: auxiliary loss normalization vs FSDP CPU RAM-efficient loading." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug vs MLuke tokenizer AttributeError; different tokenizer defects." + "reason": "Different tokenizer bugs: BigBird special-token registration/empty decode versus MLuke task AttributeError." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both touch optional TF backends, but one is missing TensorFlow detection with tensorboard-only installs and the other is an unmapped tensorflow_text backend; not the same code path." + "reason": "Separate platform/dependency issues: Gemma 4 processor import error vs Windows ROCm torch.distributed dependency problems." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Generic clean_up_tokenization_spaces v5 behavior change vs CodeLlama leading-space round-trip regression; different tokenizer semantics." + "reason": "Both involve backend mapping, but they concern different backends (`tensorflow`/tensorboard vs `tensorflow_text`) and distinct root causes." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading regression vs Blip2 dtype not propagating to qformer; unrelated." + "reason": "Tokenizer/model loading breakage from `gguf_file` is unrelated to BLIP-2 dtype propagation remaining float32." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 cleanup-space behavior change and the other is a CodeLlama round-trip leading-space stripping bug." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL bugs: batched chat-template crash with padding=False vs wrong vision_position_ids for video input." + "reason": "Same model family, but one is batched `apply_chat_template` padding behavior and the other is wrong video `vision_position_ids`; different fixes." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer access/images-to-tokenizer regression and the other is Kimi-K2.5 codec handling plus mistral regex warning behavior." + "reason": "Both are tokenizer/processor regressions, but they affect different models and different mechanisms (`processor.tokenizer` access vs codec/regex handling)." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM key error on load; different model-specific issues." + "reason": "Different model-specific loading/runtime problems: Qwen3-MoE sliding window versus MobileLLM key errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The result is grounded in the packet: the only accepted pair, 44466/45005, is a plausible same-bug family around v5 tied-weights/lm_head serialization, and the representative choice is reasonable. The remaining soft-edge rejections are conservative and do not overstate equivalence across different models, subsystems, or failure modes." + "feedback": "The summary is grounded in the packet, and the single accepted soft pair (issue:44466 / issue:45005) is a plausible same-bug match around tied-weights serialization in v5. The other verdicts stay conservative and do not overclaim duplicate status based on title-level similarity alone." }, "evaluator_used": true, "retried": false, @@ -7212,13 +7146,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 23, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:29159", "issue:32090", @@ -7227,8 +7161,6 @@ "issue:36010", "issue:36331", "issue:41720", - "issue:43262", - "issue:43295", "issue:43504", "issue:43550", "issue:43577", @@ -7254,6 +7186,7 @@ "issue:44610", "issue:44625", "issue:44704", + "issue:44734", "issue:44743", "issue:44821", "issue:44843", @@ -7266,26 +7199,27 @@ "issue:45704", "issue:46002", "issue:46050", - "issue:46209", - "issue:46402" + "issue:46402", + "issue:46612" ], "soft_pairs": [ "issue:44484|issue:44704", "issue:43577|issue:43697", - "issue:44464|issue:44743", - "issue:43653|issue:44568", "issue:43646|issue:43749", - "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:44464|issue:44743", "issue:44843|issue:44991", + "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:43756|issue:46402", "issue:43653|issue:43927", - "issue:43688|issue:45440", + "issue:43756|issue:46402", "issue:43550|issue:43927", - "issue:43688|issue:45701", + "issue:43688|issue:45440", + "issue:44734|issue:46612", "issue:44479|issue:44625", - "issue:45491|issue:46002", + "issue:43688|issue:45701", "issue:43550|issue:44361", + "issue:45491|issue:46002", "issue:44464|issue:44977", "issue:33666|issue:36010", "issue:43742|issue:44821", @@ -7298,231 +7232,211 @@ "issue:43504|issue:43550", "issue:43577|issue:44554", "issue:43504|issue:44610", - "issue:43262|issue:43295", "issue:43720|issue:43927", - "issue:33666|issue:36331", - "issue:44977|issue:46209" + "issue:33666|issue:36331" ], - "prepared_review_unit_hash": "61fcfb1cbeb1e55499f6e46b032f993e2e92cbbaa42620469033690e68c123d8", + "prepared_review_unit_hash": "464d9d9816e02c0ee8937145708d3e906c3ba0f22ed101bbdb4d32923b4f580b", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37405, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36529, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, loading, generation, multimodal processing, and training. None of the soft edges are close enough to treat as duplicates or a shared fix.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated bugs across tokenizers, model loading, generation, multimodal processing, and training.", + "summary": "The soft pairs are mostly semantic near-misses across unrelated regressions; I don\u2019t see any true duplicate issue pairs. If one issue has to act as the umbrella, issue 45701 is the broadest and most central report.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 45701 is the broadest open report in the set and the most plausible umbrella for version-induced behavior changes, with more cross-links than the narrower bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: there is no clear shared underlying bug across the set.", + "best_issue_reason": "Issue 45701 is the best representative because it is broad, active, and general enough to cover the cluster theme better than the highly specific model/tokenizer bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Different APIs and failure modes: save_pretrained sharding behavior vs AutoProcessor kwargs forwarding." + "reason": "Sharding/save-pretrained shard size is unrelated to AutoProcessor kwargs plumbing." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated model bugs." + "reason": "Both are regressions, but one is BLIP2 dtype loading and the other is RTDetr output drift; different code paths." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different generation paths and causes: compiled chunked generation vs Qwen3.5 recurrent-state reset." + "reason": "AutoConfig trust_remote_code parsing is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but they affect different tokenizers and different behaviors." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + "reason": "Both involve tokenization, but one is special-token registration and the other is add_special_tokens behavior for a different tokenizer." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; no shared underlying bug." + "reason": "Both touch generation/cache, but compiled forward chunking and recurrent-state reset are different bugs." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info call in a regex patch and est-roberta tokenizer loading failure are distinct issues." + "reason": "Both are tokenizer-load regressions, but the offline model_info call bug is not the same as the est-roberta loading failure." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "MoE auxiliary-loss normalization and T5 Apex RMSNorm memory leak are unrelated." + "reason": "Tokenizer inconsistency and a Mac bus error on CLIP are unrelated failures." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are different problems." + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/runtime bugs." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration vs config custom token ID persistence are different bugs." + "reason": "Special-token registration in a tokenizer is not the same as config save/load losing custom token IDs." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different model-math issues." + "reason": "RoPE layer-count mismatch and missing text-encoder weights are unrelated model-loading issues." }, { "left": "issue:43550", - "right": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID loss." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:43688", - "right": "issue:45701", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and full remote-vs-native DeepSeekV3 divergence are different concrete bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Aux-loss normalization is unrelated to version-dependent tokenization behavior." + "reason": "KV-cache continuation indexing and beam-search cache reorder are different generation paths and bugs." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in VL models and Qwen3.5 num_labels propagation are unrelated." + "reason": "Video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both mention NaNs, but in different models and different execution contexts." + "reason": "Aux-loss normalization is not the same bug as a broad tokenization change across versions." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA failure and MLukeTokenizer AttributeError do not share a code path." + "reason": "Same as above: Bamba compile/SDPA and MLukeTokenizer AttributeError do not share a concrete code-path." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention are unrelated to classification-head NaNs on checkout/init." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different generation regressions in different models and subsystems." + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention output issues are different generation regressions." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Key error loading MobileLLM and AutoImageProcessor URL loading are different loader bugs." + "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loading failures." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert with auto device mapping and compiled-forward generation inconsistency are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType broadcast error and Qwen2-VL multi-GPU training are different distributed-training failures." + "reason": "Trainer GPU broadcast of NoneType and Qwen2-VL multi-GPU training are not the same bug." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but on different inputs and edge cases." + "reason": "Both crash in apply_chat_template, but batched padding=False and tool-call/no-content handling are distinct failure modes." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights and sinq quantized save/load failure are different mechanisms." + "reason": "Tied-weight serialization drift and sinq quantized roundtrip breakage are different save/load bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is an API removal breakage." + "reason": "Missing fields from trust_remote_code config loading and removal of is_torch_fx_available are different root causes." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field loading failure and BitNet packed-weight unpacking are unrelated." + "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are unrelated model-loading issues." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit preset loading and Bamba torch.compile/SDPA failure are unrelated." + "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure do not share the same bug." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype handling and MPS attention correctness are different bugs." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Model preset loading and OmDet-Turbo processor size mismatch are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sample-rate default and processor.tokenizer/image-handling regression are different problems." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet accelerate-loading bug and DiaConfig custom token ID loss are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." + "reason": "BLIP2 dtype not propagating and an MPS attention correctness issue are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and CustomTrainer compute_loss signature breakage are different training issues." + "reason": "Qwen2-VL multi-GPU training and a CustomTrainer compute_loss signature error are different trainer issues." } ] }, @@ -7538,19 +7452,20 @@ "component_index": 1, "component_count": 21, "review_unit_index": 24, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:39692", "issue:43257", + "issue:43262", "issue:43278", "issue:43295", "issue:43299", @@ -7560,6 +7475,7 @@ "issue:43525", "issue:43540", "issue:43572", + "issue:43575", "issue:43606", "issue:43646", "issue:43688", @@ -7568,7 +7484,6 @@ "issue:43824", "issue:43825", "issue:43844", - "issue:43873", "issue:43927", "issue:43994", "issue:44361", @@ -7587,7 +7502,6 @@ "issue:45405", "issue:45520", "issue:45584", - "issue:45812", "issue:45823", "issue:46050", "issue:46192", @@ -7596,14 +7510,16 @@ "issue:46489" ], "soft_pairs": [ - "issue:44554|issue:46365", + "issue:43262|issue:43295", "issue:43606|issue:43927", + "issue:44554|issue:46365", + "issue:44977|issue:46209", "issue:43525|issue:43572", "issue:43452|issue:44451", - "issue:43688|issue:43873", + "issue:43278|issue:43688", "issue:45823|issue:46050", - "issue:43994|issue:46192", "issue:43720|issue:44361", + "issue:43994|issue:46192", "issue:43493|issue:43825", "issue:39692|issue:43493", "issue:44964|issue:45405", @@ -7611,230 +7527,242 @@ "issue:28218|issue:33357", "issue:44849|issue:46209", "issue:39692|issue:43295", - "issue:44849|issue:45357", "issue:43493|issue:43844", "issue:43278|issue:43844", - "issue:44488|issue:44843", "issue:43646|issue:44466", + "issue:44849|issue:45357", "issue:33357|issue:33666", + "issue:44488|issue:44843", "issue:44589|issue:45520", - "issue:44568|issue:46489", "issue:43540|issue:44977", + "issue:44568|issue:46489", "issue:43257|issue:43299", - "issue:44568|issue:45812", "issue:43334|issue:43572", + "issue:43278|issue:43701", "issue:43824|issue:44589", "issue:43927|issue:44361", - "issue:43278|issue:43701" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "af75f6a4802e4cf38f76474954b1d1779e19dcdfc8f94a625e03951ace343fb2", + "prepared_review_unit_hash": "86c56cdc589545c864608488f5fad3857c1c750aa330e05fee054f01133f2612", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "soft_pair_count": 32, + "serialized_chars": 37310, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issues with a few superficial same-area similarities (tokenizers, loading, multimodal/Qwen, v5 regressions). No soft pair looks like a true duplicate or mergeable PR pair.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45812 is the strongest anchor: clear, reproducible tokenizer regression, broad user impact, and the most substantial supporting references among the set.", + "summary": "These are mostly unrelated issue reports across different models, tokenizers, loading paths, and environments; none of the soft pairs are true duplicates. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out: the items span distinct bugs and regressions, so merging them into one issue would be incorrect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, concrete, and clearly framed as a regression with external confirmation.", + "best_issue_reason": "issue:43295 is the clearest representative report: it describes a specific regression, a concrete code path, and a narrowly scoped failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Different failures: MPS attention correctness vs Trainer import blocked by datasets." + "reason": "Different subsystems and symptoms: audio sampling-rate handling vs. processor.tokenizer/image passthrough regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token-id loss on save/load." + "reason": "Device-mismatch offload bug is unrelated to DiaConfig losing custom token IDs and crashing in generation." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to an import failure for Trainer caused by datasets." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Both are inference bugs, but they affect different models, hardware paths, and failure modes." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs and code paths." + "reason": "Both mention missing pad token config fields, but they are different attributes on different model configs." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading failures, but for different APIs/models and different root causes." + "reason": "gguf_file/pretrained loading breakage is not the same as a specific model repository failing to load." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to quantization/offloading behavior." + "reason": "Training/eval dtype mismatch is unrelated to auxiliary loss normalization in MoE models." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device mismatch during forward is not the same as quantized model save/load corruption." + "reason": "device_map=\"auto\" forward mismatch is unrelated to sinq save/load quantization corruption." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 inference nonsense and ignored return_tensors are separate tokenizer/pipeline issues." + "reason": "Packed-weight loading in BitNet is unrelated to an AttributeError in MLukeTokenizer tasks." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + "reason": "Nonsensical model outputs are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Model discrepancy is unrelated to a pipeline error message about translation support." + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation/example errors are not the same as HF vs JAX implementation divergence." + "reason": "One is documentation/example errors; the other is a model implementation discrepancy." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure and a dependency version bump are different issues." + "reason": "Model loading failure is unrelated to a PEFT version bump in constants." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "num_labels propagation bug is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are completely different problems." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in a CLIP model." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failing on B200." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both involve multimodal model usage, but the bug causes and APIs differ." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Hidden-states output bug is distinct from incorrect visual-encoder key serialization." + "reason": "Both involve processor/model usage, but one is docs example issues and the other is a runtime regression." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 discrepancy is unrelated to ZeRO-3 gradient growth during training." + "reason": "SigLIP2 implementation mismatch is unrelated to a ZeRO-3 gradient growth problem." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as abnormal gradient inflation." + "reason": "Embedding dtype drift is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Model-loading failure for a specific checkpoint is unrelated to offline regex patch behavior." + "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head.weight serialization." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Both are v5 regressions, but one is custom init and the other is serialization of tied weights." + "reason": "Output_hidden_states behavior in Qwen3.5 is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError." + "reason": "Specific model load failure is unrelated to HF_HUB_OFFLINE being broken by model_info() in tokenizer patching." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "These are different tokenizer regressions affecting different models and symptoms." + "reason": "Float8 storage lookup failure is unrelated to a flash_attn KeyError on Python 3.13." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing ValueError is not the same as flash-attention generation issues." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to flash-attention generation issues in Qwen3.5." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Accelerate+deepspeed weight conversion and Qwen3VL loading are different failures." + "reason": "Both are tokenizer regressions, but they affect different models and different token-handling paths." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs for Granite." + "reason": "Qwen3 MoE loading under accelerate/deepspeed is different from Qwen3VL MoE loading in transformers dev." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Similar missing-token-field symptom, but for different models/configs and loading paths." + "reason": "Qwen3-VL pad_token_id AttributeError is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing model class and a Float8 storage TypeError are unrelated." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to missing Float8 storage support." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Custom token IDs lost on save/load is unrelated to MLukeTokenizer task failures." + "reason": "DiaConfig save/load corruption is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Eval dtype change and resume_from_checkpoint key mismatch are separate training issues." + "reason": "Tensor-parallel OOM for a specific model is unrelated to the PEFT version constant bump." } ] }, @@ -7850,13 +7778,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 25, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:15354", "issue:28218", @@ -7871,9 +7799,7 @@ "issue:43334", "issue:43493", "issue:43504", - "issue:43540", "issue:43572", - "issue:43575", "issue:43606", "issue:43653", "issue:43696", @@ -7887,6 +7813,7 @@ "issue:44464", "issue:44493", "issue:44554", + "issue:44568", "issue:44734", "issue:44792", "issue:44964", @@ -7900,6 +7827,7 @@ "issue:45584", "issue:45588", "issue:45759", + "issue:45812", "issue:45823", "issue:46050", "issue:46121", @@ -7908,14 +7836,14 @@ "issue:46424" ], "soft_pairs": [ - "issue:43575|issue:45405", + "issue:44568|issue:45812", "issue:43334|issue:45759", - "issue:44464|issue:46424", - "issue:44792|issue:45405", "issue:43504|issue:43606", + "issue:44792|issue:45405", "issue:43572|issue:44291", - "issue:45200|issue:45229", + "issue:44464|issue:46424", "issue:43606|issue:44112", + "issue:45200|issue:45229", "issue:44493|issue:46285", "issue:43504|issue:43653", "issue:45229|issue:45823", @@ -7925,214 +7853,207 @@ "issue:45588|issue:46050", "issue:29942|issue:30333", "issue:43844|issue:44964", - "issue:43065|issue:46369", "issue:29159|issue:32090", + "issue:43065|issue:46369", "issue:42490|issue:43696", "issue:45084|issue:45520", "issue:44423|issue:44734", - "issue:28218|issue:34567", "issue:44554|issue:45446", + "issue:28218|issue:34567", "issue:15354|issue:38175", "issue:45406|issue:46121", - "issue:43493|issue:43701", - "issue:43540|issue:45200" + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "81f3714cee8192d7a36c688af0d02f2e9fa2ba3f093c36ab66e75fc2cd07a5c9", + "prepared_review_unit_hash": "4ca2ba83c7186852263e9b261ce28862cc7d72273f0e130d7e0861db24868d82", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "soft_pair_count": 27, + "serialized_chars": 35976, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated transformer bugs and feature issues (tokenizers, model loading, serving, attention, quantization, training, and CI). None of the soft pairs look like the same underlying defect, so there is no clear canonical issue in this set.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizer, loading, serve, quantization, etc.) but describe different concrete failures. I found no pair that looks like the same underlying bug/change, so all soft edges are rejected.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the issues are not duplicates and span unrelated code paths.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for this cluster; the proposed pairs do not share one concrete root cause.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "TP loading OOM for Qwen2-57B is unrelated to a PEFT version bump/release availability issue." + "reason": "Both are tokenizer regressions, but one is about added special tokens/BOS-EOS behavior for mdeberta-v3, while the other is a Granite-wide token-id regression; different models and failure modes." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL loading is a different bug from AutoModelForCausalLM not unwrapping text_config." + "reason": "One is a missing pad_token_id on Qwen3-VL loading; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs. Related area, different bug." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as max_cache_length only applying to quantized cache." + "reason": "Legacy-field model loading for BEiT semantic segmentation is unrelated to the CPU offload device mismatch in bark-small." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT version check issue." - }, - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "Legacy-field BEiT loading failure and Bark CPU offload device mismatch are different root causes." + "reason": "A janus image-generation test failure is unrelated to the PEFT version pin being bumped to an unreleased version." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and unexpected _is_hf_initialized init arg are distinct compatibility issues." + "reason": "Both affect model loading, but one is a missing StableLm config field after a version update and the other is an init_empty_weights argument mismatch; different code paths." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Defaulting mm_token_type_ids and Gemma4 multi-GPU OOM are separate problems." + "reason": "Chunked generation inconsistencies with compiled forward are not the same as max_cache_length only being honored for quantized cache." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real CPU offload mismatch is not the same as a stale CI test in GraniteSpeech." + "reason": "One is a runtime device mismatch with CPU offload; the other is a stale CI test in GraniteSpeech." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros for fine-tuning is unrelated to multi-GPU CUDA OOM during Gemma4 inference." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys across many models differs from CLIP text-model structure inconsistency." + "reason": "Unexpected key/position-id regressions and CLIP text-model structure changes are different model/API compatibility issues." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration/decode behavior are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM and Gemma4 device mismatch are different failure modes, not one bug." + "reason": "Both involve Gemma4, but one is an OOM and the other is a device mismatch caused by device_map handling; not the same bug." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Compiled-forward chunked generation mismatch is not the same as Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs are not the same as unexpected position-id key warnings." + "reason": "SigLIP2 bad outputs and a many-models unexpected position-id key regression are different issues with different symptoms." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior and sinq save/load breakage are different code paths." + "reason": "Quantization offloading not working and sinq save/load breakage are separate quantization-related problems." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention s_aux=None crash is unrelated to quantized model persistence after save_pretrained/from_pretrained." + "reason": "flash_attention.py crashing on s_aux=None is unrelated to quantized model save_pretrained/from_pretrained breakage." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow job-status reporting are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting after training-job failure are unrelated subsystems." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different issues." + "reason": "ZeRO-3 gradient growth with HfDeepSpeedConfig is unrelated to Phi-4 multimodal loading failures." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3-litetext memory overflow." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to a trainer broadcast NoneType error." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow when calling sam3-litetext." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning and GPT-oss OOM are unrelated." + "reason": "A local-path import warning with trailing slash is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compile error is different from a Python 3.13 flash_attn import KeyError." + "reason": "Template-node compile errors are unrelated to the flash_attn import KeyError on Python 3.13." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve-path failures." + "reason": "Both are transformers serve crashes, but one is a multimodal object-to-device error and the other is a KV-cache continuation indexing bug; different code paths." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer spacing after added token and TrainerState token counter not updating are unrelated." + "reason": "MPS attention correctness with differing head dims is unrelated to a PyTorch version check for AuxRequest import." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is different from the AuxRequest import version check bug." + "reason": "Tokenizer extra-space behavior and TrainerState.num_input_tokens_seen not updating are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero-probabilities output." + "reason": "A torch.jit.script GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope validation JSON-list handling are unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are different load-time/config-validation bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Qwen3OmniMoe video processing failure and mm_token_type_ids defaults are different bugs." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." } ] }, @@ -8148,14 +8069,16 @@ "component_index": 1, "component_count": 21, "review_unit_index": 26, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:39692", @@ -8168,6 +8091,7 @@ "issue:43452", "issue:43493", "issue:43525", + "issue:43540", "issue:43550", "issue:43572", "issue:43575", @@ -8183,7 +8107,6 @@ "issue:44521", "issue:44554", "issue:44610", - "issue:44792", "issue:44849", "issue:44898", "issue:44987", @@ -8196,7 +8119,6 @@ "issue:45381", "issue:45412", "issue:45520", - "issue:45563", "issue:45823", "issue:46178", "issue:46192", @@ -8205,11 +8127,12 @@ "issue:46512" ], "soft_pairs": [ + "issue:43540|issue:45200", "issue:37428|issue:43957", "issue:45072|issue:45198", "issue:43295|issue:43450", - "issue:45200|issue:45823", "issue:44186|issue:46192", + "issue:45200|issue:45823", "issue:45823|issue:46192", "issue:43295|issue:44610", "issue:43232|issue:44849", @@ -8217,226 +8140,232 @@ "issue:44521|issue:45290", "issue:43572|issue:44987", "issue:45520|issue:46178", - "issue:39692|issue:46192", "issue:43450|issue:43575", + "issue:39692|issue:46192", "issue:43572|issue:43957", + "issue:43550|issue:43844", "issue:37428|issue:43824", "issue:44554|issue:45356", - "issue:43550|issue:43844", "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:42490|issue:43493", - "issue:43950|issue:46285", - "issue:44898|issue:45412", "issue:38175|issue:43493", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:43653|issue:44112", "issue:43334|issue:43525", "issue:42915|issue:43824", - "issue:43653|issue:44112", - "issue:44792|issue:45563", - "issue:43452|issue:46512" + "issue:43452|issue:46512", + "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "c83b5fe02a2467992131a10dccebe7afaa7755aa61cc5eacf68dc4a9c72825f9", + "prepared_review_unit_hash": "27591cec4399e79c622221029da727a7dcde79cbbe6232d8828a549573fe1bd7", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36147, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only look similar at a high level (loading regressions, tokenizer/config breakages, and model-specific bugs). I do not see any true duplicate pairs among the soft candidates, so all soft edges are rejected. The most representative issue is the broad `from_pretrained()` regression affecting non-persistent buffers.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43950 is the broadest and most core regression here: it describes a `from_pretrained()` loading bug that silently corrupts non-persistent buffers across models, with a clear repro and wide impact.", + "summary": "None of the proposed soft pairs look like true duplicates; they mostly share a subsystem or model family but describe different failure modes, so no pair should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No obvious duplicate cluster emerges; if one issue must stand in, 43950 is the clearest high-signal regression report with a concrete failure mode and repro.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it targets a fundamental loading path, has a concrete failure mode, and is more generally applicable than the model-specific or documentation-style reports.", + "best_issue_reason": "43950 is the strongest standalone issue: it describes a specific regression, a clear corruption mechanism, and a broadly impactful API path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different models and bugs: video-input processing failure vs Gemma4 text-only mm_token_type_ids defaulting." + }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both are loading-related regressions, but one is an import error for a missing helper and the other is a meta-device model-loading failure; different code paths and symptoms." + "reason": "Both are loading-related, but one is an import symbol failure and the other is a meta-device model loading regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different problems: one is a dtype mismatch in bfloat16 inference, the other is tokenizer/save_pretrained failure for a specific Wav2Vec2 model." + "reason": "Unrelated failures: bfloat16 SDPA dtype mismatch vs save_pretrained/tokenization breakage." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Custom processor/tokenizer regression versus video processor batched-shape bug; both touch multimodal processing but not the same underlying defect." + "reason": "Different code paths: processor.tokenizer access regression vs batched video processor shape bug." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Related to Gemma 4 multimodal/device behavior, but one is about missing `mm_token_type_ids` for text-only fine-tuning and the other is a PLE device-map mismatch in forward pass." + "reason": "Tokenizer crash on NER/padding is not the same as return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Same model family, but distinct problems: mm_token_type_ids defaults vs device_map auto forward device mismatch." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "One is a device placement bug during forward, the other is an API argument-handling issue in processor/tokenizer inputs." + "reason": "A device-placement bug is unrelated to return_tensors being ignored in processor kwargs handling." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model input handling, but one is a regression around processor.tokenizer behavior and the other is an OmDet processor size mismatch." + "reason": "Custom model processor API regression and OmDet processor size mismatch are different bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after `sync_gpus` is unrelated to the Qwen3.5 `output_hidden_states=True` bug." + "reason": "Generation kwargs sync issue and Qwen3.5 hidden-states bug affect different code paths." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression versus offloading/quantization behavior; no same code path or concrete shared bug." + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content." + "reason": "All-zero assistant masks for multimodal input is a different bug from crashing on tool-call assistant messages." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Pad-token config regression and a model-loading failure for a specific repository are not the same bug." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as a specific model load failure in transformers>=5.1.0." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Import-time `flash_attn` key error on Python 3.13 is unrelated to a backend mapping error for `tensorflow_text`." + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping error are unrelated import-time issues." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "SigLIP2 documentation example errors do not match the `return_tensors` / `text_kwargs` API regression." + "reason": "Batched video shape error and tensor-parallel OOM on Qwen2-57B-A14B-Instruct are different failure modes." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Video processor batched-shape bug and Qwen2-57B TP OOM are different failure modes with different subsystems." + "reason": "Documentation example errors are unrelated to processor kwargs/return_tensors behavior." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Both are loading/config regressions, but one is a missing pad token field and the other is a meta-device loading failure." + "reason": "A missing config attribute and meta-device loading failures are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different models/features." + "reason": "These are different import errors affecting different symbols and modules." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue is unrelated to the Kimi-K2.5 tokenizer codec/regex regression." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "Torch.compile/SDPA failure for Bamba is not the same as the DeepSpeed ZeRO-3 gradient increase issue." + "reason": "MPS attention correctness with mismatched head dims is unrelated to the Kimi-K2.5 tokenizer regression." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen2.5-VL video position ids bug and B200 FP8 inference failure are different issues." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied weights and LoRA merge collapse with extended vocab are different root causes." + "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after vocab extension." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Import warning for trailing-slash local paths is unrelated to SigLIP2 implementation discrepancy." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "`from_pretrained()` buffer corruption is a loader regression; CLIP text model structure inconsistency is a model API shape change." + "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same bug." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release problems are different kinds of bugs." + "reason": "Perceiver resolution failure and RT-DETR memory release issues affect different subsystems." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structure differences." + }, + { + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "SigLIP2 zero probabilities and SigLIP2 HF-vs-JAX discrepancy are related by model family but not the same concrete bug." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override failures are different bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Different model families and different missing attribute (`pad_token_id`) failures; not the same defect." + "reason": "Both are missing pad_token_id attributes, but they concern different configs/models and likely separate regressions." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to the GraniteSpeech stale CI device-override test." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "A failing janus image-generation test is not the same as a stale warning in paged generate()." + "reason": "gguf_file loading breakage and stale config.dtype after from_config are different loading-path bugs." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "GGUF loading breakage and `from_config(dtype=...)` leaving stale config dtype are different loader API issues." + "reason": "Tokenizer extra-space behavior and post_init reinitializing output embeddings are unrelated regressions." } ] }, @@ -8452,18 +8381,16 @@ "component_index": 1, "component_count": 21, "review_unit_index": 27, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ - "issue:28218", "issue:29942", "issue:32090", - "issue:35141", "issue:37428", "issue:38175", "issue:41720", @@ -8491,6 +8418,7 @@ "issue:44521", "issue:44561", "issue:44610", + "issue:44792", "issue:44857", "issue:45083", "issue:45198", @@ -8498,6 +8426,7 @@ "issue:45325", "issue:45412", "issue:45520", + "issue:45563", "issue:45584", "issue:45593", "issue:45759", @@ -8510,231 +8439,231 @@ "issue:46512" ], "soft_pairs": [ - "issue:28218|issue:35141", "issue:43278|issue:43856", "issue:43824|issue:43975", + "issue:43262|issue:43450", "issue:43526|issue:46192", "issue:45200|issue:45325", - "issue:43262|issue:43450", - "issue:44442|issue:45198", "issue:43388|issue:43526", + "issue:44442|issue:45198", + "issue:44792|issue:45563", "issue:43819|issue:44112", - "issue:41720|issue:46209", "issue:38175|issue:45412", - "issue:44561|issue:46234", + "issue:41720|issue:46209", "issue:44610|issue:44857", + "issue:44561|issue:46234", "issue:43827|issue:43901", "issue:45759|issue:46285", "issue:44206|issue:45584", - "issue:43819|issue:45083", "issue:44857|issue:45593", + "issue:43819|issue:45083", "issue:43335|issue:43550", "issue:45520|issue:46170", "issue:37428|issue:43425", "issue:45759|issue:46512", "issue:43606|issue:45083", "issue:43611|issue:46402", - "issue:44514|issue:44521", "issue:29942|issue:32090", + "issue:44514|issue:44521", "issue:43335|issue:43653", "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "cbcc7d20883556a3a68f02305714ae6b07378cecc593ac68ea9083855cc14c95", + "prepared_review_unit_hash": "83788c641434556c0c1c26858140d9708078e13fc309b9d2e3afb777e9faef2e", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36316, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate soft edges are mostly superficial similarities across different Transformers subsystems (tokenizers, processors, model loading, training, CI, docs). I do not see any true duplicate pair here, so there is no clear canonical issue/PR for this cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous; most pairs share only a broad subsystem name (Flash Attention, processors, multimodal, import utils, etc.) but not the same concrete failure mode. No PRs are present. The closest overlap is the two apply_chat_template multimodal issues, but even that looks like separate symptoms rather than one duplicate bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the broadest and most representative issue in the only near-overlap area, covering multimodal apply_chat_template behavior and likely subsuming closely related template-mask symptoms better than the narrower crash report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the best global representative because it targets a concrete multimodal apply_chat_template bug, has multiple inbound references, and is the broadest candidate among the few superficially related issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Different bugs: tokenizer spacing after added tokens vs output embedding reinitialized after resize when `tie_word_embedding=False`." - }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Unrelated failures: dtype drift between train/eval vs Qwen3 MoE memory usage." + "reason": "Both mention training, but one is a dtype mismatch between train/eval while the other is memory usage in Qwen3 MoE training; different bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Both are import/detokenization regressions, but they concern different symbols and code paths (`Qwen2_5_VLForConditionalGeneration` import vs DeepSeek detokenization)." + "reason": "Different models and failure modes: an import error for Qwen2.5-VL versus incorrect detokenization for DeepSeek Coder." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is audio sampling-rate defaults and the other is batched video shape handling; not the same bug." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Different label-handling issues: BeitImageProcessorFast label reduction vs `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is return_tensors being ignored when text_kwargs is passed; unrelated behavior." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Distinct multimodal bugs: `mm_token_type_ids` defaulting to zeros vs Qwen2.5-VL temporal position IDs scaling incorrectly." + "reason": "Different multimodal problems: Gemma 4 token-type defaults versus Qwen2.5-VL rope index temporal scaling." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Audio chat-template sampling-rate default mismatch vs video processor batched-shape bug; not the same underlying defect." + "reason": "Both involve labels, but one is gather_for_metrics truncating tuple labels and the other is reduce_labels collapsing an array to one label; different code paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer breakages: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization failure." + "reason": "Both are tokenizer/audio-related, but one is AutoTokenizer loading FastSpeech2ConformerTokenizer and the other is save_pretrained/tokenization failure in Wav2Vec2." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both involve label handling, but one drops last-batch tuple labels in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + "reason": "A failed Janus image-generation test and a stale warning in paged generate are not the same concrete bug." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different model/runtime problems: DAC latent reconstruction mismatch vs stale device override test in GraniteSpeech CI." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Both are GPU/runtime-related, but one is Qwen3 auto device mapping cuda assert on A800 and the other is FP8 inference on B200." + "reason": "Different areas and symptoms: DAC.from_latents mismatch versus a GraniteSpeech CI device-override test issue." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different symptoms and subsystems: SIGLIP2 zero probabilities vs RT-DETR memory not released after deletion." + "reason": "One is zero probabilities in SigLIP2 inference; the other is RT-DETR memory not being released on delete." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Both are missing import utilities, but the missing helper (`is_torch_fx_available`) and the missing symbol (`is_falcon_mamba_ssm_available`) are unrelated." + "reason": "Both are hardware/runtime inference failures, but they affect different models, GPUs, and failure mechanisms." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different shape/runtime failures: OmDet-Turbo processor output size mismatch vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Both are detection-model issues, but one is a processor size mismatch and the other is an AMP CUDA loss crash." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import-utils helpers, but they are different missing symbols with different downstream breakages." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they cover different API removals (`pipeline()` vs `return_all_scores`)." + "reason": "Both are docs mismatches around pipeline-related APIs, but they concern different pipelines and different deprecated behaviors." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different config/model-loading regressions: multimodal `from_config` not unwrapping `text_config` vs CLIP text model structure inconsistency." + "reason": "Different model-structure problems: unwrapping text_config for composite Qwen multimodal configs versus CLIP text model structural inconsistency." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty transcription after `align_special_tokens`." + "reason": "A feature-extractor crash from an unsupported arg and a Whisper empty-transcription generation bug are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Distinct DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; same broad area only by coincidence." + "reason": "Both touch detection losses, but one crashes under float16 CUDA while the other omits auxiliary losses when denoising is off." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different detection losses: AMP/CUDA crash in LwDetrImageLoss vs D-FINE not using auxiliary losses when denoising is off." + "reason": "Different Qwen3 Omni MoE issues with no shared failing behavior: DAC latent reconstruction versus feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Both are model/config issues, but one wrongly creates a sparse layer at zero sparse layers and the other is torch.compile+SDPA failure on Bamba-9B-v2." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import/platform breakages: `flash_attn` KeyError on Python 3.13 vs Windows+ROCm torch.distributed dependency errors." + "reason": "Both are environment/import problems, but one is flash_attn lookup on Python 3.13 and the other is a Windows ROCm torch.distributed dependency issue." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Not the same issue: missing `_flash_supports_window_size` import vs general Torch 2.10 incompatibility." + "reason": "A missing flash-attention utility import is not the same as general Torch 2.10 incompatibility." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Different config-state bugs: `from_config(dtype=...)` not unwrapping multimodal `text_config` vs `model.config.dtype` staying stale after construction." + "reason": "Both involve from_config, but one is about composite multimodal config unwrapping and the other is stale config.dtype after dtype-aware construction." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different device/memory paths: CPU offload device mismatch in bark-small CI vs qwen3_omni_moe feature-length helper behavior." + "reason": "CPU-offload device mismatch for Bark-small and a Qwen3 Omni feature-length helper issue are unrelated." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Different model-loading regressions: `base_model_prefix` handling in Transformers 5.0 vs Sam3Model text encoder weights not loaded in 5.10.1." + "reason": "Both are loading regressions, but one is a broad base_model_prefix change and the other is text encoder weights not loading for Sam3Model." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Same processor family, but one is batched `apply_chat_template` crashing with `padding=False` while the other returns all-zero assistant masks for multimodal inputs." + "reason": "Flash Attention 2 test failures and a Trainer GPU broadcast TypeError are distinct issues." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Unrelated failures: Flash Attention 2 tests vs Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Both are apply_chat_template multimodal issues, but one is a batched-input crash with padding=False and the other is all-zero assistant masks; same area, not clearly the same bug." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Both touch model/tokenizer configuration, but one is sparse-layer creation in SwitchTransformers and the other is BigBirdTokenizer mask-token registration/empty decode." + "reason": "Different problems in different token/model paths: sparse-layer config creation versus tokenizer special-token registration." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different GPU issues: Bamba torch.compile with SDPA vs GraniteSpeech stale device override CI test." + "reason": "A torch.compile SDPA failure for Bamba is unrelated to a stale GraniteSpeech CI device-override test." } ] }, @@ -8750,13 +8679,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 28, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:26413", "issue:28218", @@ -8811,248 +8740,248 @@ "issue:45290|issue:46326", "issue:44448|issue:44743", "issue:46431|issue:46566", - "issue:43335|issue:43504", "issue:44855|issue:45083", + "issue:43335|issue:43504", "issue:37428|issue:44351", "issue:43278|issue:43825", "issue:29127|issue:32090", "issue:45200|issue:45588", - "issue:45127|issue:45245", "issue:43335|issue:45083", "issue:43720|issue:44112", + "issue:45127|issue:45245", "issue:45588|issue:45859", "issue:43819|issue:44493", "issue:39692|issue:43526", - "issue:44206|issue:45823", "issue:43335|issue:44112", + "issue:44206|issue:45823", "issue:43335|issue:45593", - "issue:26413|issue:31501", "issue:34689|issue:35141", + "issue:26413|issue:31501", "issue:45310|issue:45478", "issue:39692|issue:44493", - "issue:45459|issue:46234", "issue:42490|issue:43854", "issue:43606|issue:44857", + "issue:45459|issue:46234", "issue:44448|issue:44779", "issue:44857|issue:45072", "issue:28218|issue:32090", "issue:44360|issue:44561", "issue:38175|issue:44493" ], - "prepared_review_unit_hash": "03e9d1b3a7831825d415eae9017e92809ad7d9f6c1684deaa182d67f1e109369", + "prepared_review_unit_hash": "4e2d90ff4ef5bb4c83fa4fc33223a0a6052b17e4d62a36f8b17014dad2be64e1", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36961, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issues. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained regression report; the rest share broad themes at most, but not the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45310 is the best canonical anchor because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained regression also described in 45478.", + "summary": "This set is mostly a grab-bag of unrelated issue reports that only look superficially similar by broad theme (tokenizers, loading, dtype/device, regressions). I found one clear duplicate pair: the two identical Qwen3.5-MoE `from_pretrained` regression reports. Everything else should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45310 is the cleaner canonical for the one true duplicate pair: it is the earlier Qwen3.5-MoE `from_pretrained` regression report and serves as the main thread for the same fix as 45478.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest overall issue candidate: it is a clear duplicate target, well-scoped, and representative of the underlying bug.", + "best_issue_reason": "Issue 45310 is the best representative issue in this cluster because it is the only strong duplicate anchor and has the most natural discussion trail for the shared Qwen3.5-MoE loading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer/chat templating, but the failures are different APIs and code paths." + "reason": "Both involve chat-template/tokenization behavior, but the failures are different: tool-call assistant messages vs `continue_final_message` for mistral_common tokenizers." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and different behaviors: Pegasus output drift vs Qwen3.5 recurrent-state reset." + "reason": "One is a v4/v5 output mismatch for Pegasus, the other is a Qwen3.5-MoE recurrent-state reset bug; different models and code paths." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat-template absence is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + "reason": "Missing chat template on a processor and weights stuck on meta with `device_map=\"auto\"` are unrelated problems." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different subsystems and bugs: SwitchTransformers config vs BEiT legacy-field loading." + "reason": "Python 3.13 import/indentation failure from `@torch.jit.script` is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Python 3.13 JIT parse error and qwen3_omni_moe length helper behavior are unrelated." + "reason": "Sparse-layer creation at zero encoder layers is a different bug from BEiT pretrained loading failing on a legacy field." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different breakages." + "reason": "Both are import errors, but they reference different missing symbols in different modules and do not share the same root cause." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "BF16/FP32 dtype regression is unrelated to a v5 translation-support message bug." + "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to a pipeline error message claiming translation support in v5." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error clarity and Trainer GPU broadcast TypeError are different issues." + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` NoneType crashes are separate issues." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma fine-tuning token defaults and flash_attention sinkless-model crash are different code paths." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA-vocab merge collapse and category-count ceiling are unrelated." + "reason": "Gemma4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` handling are different code paths." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Same broad model family only; the reported bugs are not the same underlying problem." + "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe feature-length computation are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet loading/unpacking and GraniteSpeech CI device-override flake are different failures." + "reason": "Both are CI/device-related, but one is packed-weight unpacking in BitNet and the other is a stale device override in GraniteSpeech." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and the 2^24 category limit are completely different bugs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both are offload-related, but they involve different modules, models, and failure modes." + "reason": "Both touch offload/attention-adjacent logic, but one crashes on `s_aux=None` and the other is a rotary-embedding CPU-offload incompatibility." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id key warnings." + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors and BEiT image processor label reduction are not the same bug." + "reason": "SigLIP2 documentation errors and BeitImageProcessorFast `reduce_labels` returning one label are different problems." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are different forward/load problems." + "reason": "Sparse-layer initialization and a stale device override test failure are not the same underlying bug." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Different components and symptoms; not the same underlying issue." + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated model-specific failures." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug and D-FINE auxiliary-loss omission are unrelated." + "reason": "Missing sparse-layer handling at zero layers is not the same as D-FINE skipping auxiliary losses when denoising is off." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training not starting." + "reason": "Model loading breaks for Llama 3.2 Vision, while the other issue is an embedding reinit problem after resizing vocab." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Model-loading regression and embedding reinitialization on resize are different bugs." + "reason": "A checkpoint-resume epoch_iterator failure and FineWeb training not starting are too different to be duplicates." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained regression with the same v5.x failure; 45478 is a near-duplicate follow-up to 45310." + "reason": "These are the same reported Qwen3.5-MoE `from_pretrained` regression on transformers>=5.4.0, with matching title and likely identical fix path." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example problems are unrelated to position-id key warnings." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different issues." + "reason": "SigLIP2 docs example issues are unrelated to the unexpected position-id key warnings." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7 Flash loading failure are not the same bug." + "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP loss crash are unrelated." + "reason": "CPU-offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are separate bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing import_utils availability helper are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different model families and different tokenizer/runtime regressions." + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are both version-related, but not the same code-path problem." }, { - "left": "issue:44855", + "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Python 3.13 JIT parsing issue is unrelated to bfloat16 dtype mismatch in inference." + "reason": "Both involve dtype issues, but one is a CUDA float16 loss crash and the other is a bfloat16 inference mismatch across different models." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer extra-space behavior and Trainer broadcast TypeError are unrelated." + "reason": "Added-token spacing behavior and Trainer broadcasting a NoneType are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU concern and removal of is_torch_fx_available affecting trust_remote_code are different issues." + "reason": "A DSA indexer activation discussion and removal of `is_torch_fx_available` breaking remote-code models do not share a root cause." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 are unrelated to position-id key warnings." + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are different inference/model-compatibility problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The duplicate call on issue:45310 / issue:45478 is grounded by the identical title and close timing, and the rest of the soft-edge rejections stay conservative. The only slightly strong phrasing is \u201cmore detailed,\u201d but it does not materially undermine the overall conclusion." + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly duplicate pair is issue:45310 / issue:45478, which have the same title and align on the same Qwen3.5-MoE from_pretrained regression. The other soft-edge rejections are reasonable based on differing titles and bug types." }, "evaluator_used": true, "retried": false, @@ -9065,13 +8994,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 29, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:10000", "issue:15354", @@ -9090,6 +9019,7 @@ "issue:43278", "issue:43329", "issue:43381", + "issue:43412", "issue:43526", "issue:43550", "issue:43575", @@ -9113,7 +9043,6 @@ "issue:45381", "issue:45440", "issue:45491", - "issue:45563", "issue:45588", "issue:45698", "issue:45823", @@ -9127,46 +9056,46 @@ "issue:43701|issue:45083", "issue:32090|issue:33357", "issue:40444|issue:43526", - "issue:29942|issue:35141", "issue:42490|issue:43575", + "issue:29942|issue:35141", + "issue:43550|issue:45083", "issue:45920|issue:46192", "issue:44448|issue:44977", - "issue:43550|issue:45083", "issue:44977|issue:45229", "issue:44855|issue:46399", "issue:27957|issue:34689", "issue:10000|issue:15354", "issue:43278|issue:43329", - "issue:43746|issue:46209", - "issue:37428|issue:44987", "issue:43927|issue:45698", + "issue:37428|issue:44987", + "issue:43746|issue:46209", "issue:44857|issue:45588", "issue:43278|issue:43381", "issue:44561|issue:44779", "issue:43873|issue:45229", - "issue:44977|issue:45563", "issue:41720|issue:45229", "issue:32090|issue:33290", "issue:25251|issue:32090", "issue:45588|issue:45823", "issue:44448|issue:44466", "issue:43976|issue:45440", - "issue:44568|issue:45491" + "issue:44568|issue:45491", + "issue:43412|issue:45588" ], - "prepared_review_unit_hash": "5168a0141f6bfbfd7b29068d37e0863bc3f383a860e9c8d904efd5b56c03e90c", + "prepared_review_unit_hash": "acd9914fda9403511fc6a9bcbf56912f1aecaefb405cf4f902531b57f411908a", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36576, + "serialized_chars": 36574, "estimated_input_tokens": 9144, "estimated_eval_tokens": 18544 }, @@ -9175,186 +9104,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share broad Transformer/model-loading vocabulary, but each pair points to a different bug, model, or code path. I found no true duplicates to consolidate.", - "confidence": 0.12, - "canonical_issue_reason": "No single issue stands out as a canonical duplicate target; the items span unrelated regressions (tokenization, flash-attention, loading, training, multimodal, and serialization) rather than one underlying defect.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers issues across tokenizers, flash-attn, model loading, training, quantization, and export paths. No soft edge looks like the same underlying bug, and there are no PRs here.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is representative of the cluster because the items are unrelated bugs rather than duplicates of one problem.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: even the closest-looking pairs differ in concrete failure mode and affected subsystem, so choosing one would be misleading.", + "best_issue_reason": "No best issue candidate: the cluster does not form a coherent duplicate family, so choosing one issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but one is a chat template crash with tool calls and no content, while the other is a Qwen2.5-VL video position-id bug." + "reason": "Different failures: chat template tool-call handling vs Qwen2.5-VL video position IDs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch is unrelated to the Qwen3_omni_moe feature-length helper bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are different failures in different execution paths." + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are different code paths." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction returning only one label." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated loading behaviors." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in post_init." + "reason": "Flash Attention test failures do not match the embedding reinit bug in post_init." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Path-with-slash import warning and tensor-parallel OOM are different problems with no shared code-path evidence." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to Qwen3_omni_moe output-length logic." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across many models is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer regression returning wrong IDs is distinct from return_tensors being ignored with text_kwargs." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output divergence is a model regression, while the Qwen3.5 issue is a flash-attention generation failure." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper-function bug." + "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation corruption in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different symptoms and causes." + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different issues." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 import/IndentationError from torch.jit.script parsing is not the same as missing decorator registration in Qwen3.5 kernels." + "reason": "Python 3.13 indentation/import parsing issue is not the same as missing decorator in Qwen3.5 kernels." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated regressions." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 vision loading regression are separate problems." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are different model/script problems." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype change during eval is unrelated to undefined video-token helper names in qwen3_omni_moe." + "reason": "Embedding dtype drift in eval is unrelated to undefined variables in multimodal token counting." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "PEFT local-checkpoint loading bug and FP8 inference failure on B200 are distinct loading vs hardware support issues." + "reason": "Custom token IDs lost on save/load is not the same as wrong custom module selection after save_pretrained." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing _flash_supports_window_size import is not the same as the transformers>=5.1.0 loading failure for physical-intelligence/fast." + "reason": "Missing flash-support utility import and the physical-intelligence/fast load failure are not the same bug." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Both involve save/load of custom state, but one loses custom token IDs and the other loads the wrong custom module; different artifacts and failure modes." + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention.py failing on s_aux=None." + "reason": "AMP/CUDA loss crash is unrelated to flash_attention.py failing on s_aux=None." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift and gradient-checkpointing-in-eval are separate behaviors with no shared underlying bug." + "reason": "Embedding dtype change and gradient-checkpointing-in-eval are separate behaviors." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a DeepSeek tokenizer regression." + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated regressions." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different performance/memory issues." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Qwen3.5 flash-attention failure is unrelated to a stale num_return_sequences warning in paged generate()." + "reason": "Quantization offloading problem is not the same as Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 CUDA OOM are distinct hardware/runtime failures." + "reason": "Device-map cudaErrorAssert on Qwen3 is different from Gemma4 OOM during inference." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast error in Trainer is not the same as DeepSpeed Adafactor OOM." + "reason": "NoneType GPU broadcast failure and deepspeed Adafactor OOM are not the same issue." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Pipeline top_k output nesting bug is unrelated to trainer broadcast NoneType errors." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." + "reason": "flash_attention.py s_aux handling is distinct from Gemma4 device mismatch under auto device mapping." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both concern v4/v5 serialization differences, but one is generation output divergence and the other is lm_head.weight serialization depending on device; not the same bug." + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are different bugs." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility issue for Transformers 5.1.0 is unrelated to DeepseekV3MoE diverging from the remote implementation." + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated failures." + "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure for Gemma3n is not the same as flash_attention.py crashing on s_aux=None." } ] }, @@ -9370,13 +9299,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 30, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:27957", "issue:29127", @@ -9392,7 +9321,6 @@ "issue:43066", "issue:43278", "issue:43381", - "issue:43412", "issue:43421", "issue:43575", "issue:43611", @@ -9428,259 +9356,259 @@ "issue:46369" ], "soft_pairs": [ - "issue:43412|issue:45588", - "issue:45372|issue:45588", + "issue:44977|issue:45563", "issue:42490|issue:43873", + "issue:45372|issue:45588", "issue:45198|issue:45803", "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:43278|issue:43575", - "issue:45245|issue:45563", "issue:43653|issue:44743", - "issue:44871|issue:44977", "issue:45372|issue:45406", "issue:43611|issue:46121", - "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:44206|issue:44479", + "issue:44871|issue:44977", "issue:43381|issue:43701", + "issue:44206|issue:44479", "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44186|issue:45198", "issue:43065|issue:45412", "issue:43065|issue:43994", "issue:29942|issue:30064", "issue:45459|issue:45712", "issue:45412|issue:46369", - "issue:43653|issue:44442", + "issue:45245|issue:45563", "issue:43756|issue:45440", - "issue:45372|issue:45459", + "issue:43653|issue:44442", "issue:43994|issue:45412", + "issue:45372|issue:45459", "issue:44265|issue:45198", - "issue:43066|issue:44462", "issue:27957|issue:29942", "issue:29127|issue:33357", - "issue:43421|issue:45491", - "issue:45440|issue:45593" + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "da05ae1c09f5aac11d9d090103eb4e741c6c3723c6047c79480b17569bc91fd1", + "prepared_review_unit_hash": "faf5c17f291b8eb0e20ee30acdf4fb32c8e655e1648c0208a6cb5112d63f9e26", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37262, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "serialized_chars": 36690, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft edges mostly connect unrelated model, tokenizer, export, and runtime bugs. I would not merge any of the proposed pairs. The clearest standalone issue in the set is the RT-DETR garbage-collection/memory leak report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45412 is the strongest standalone bug report here: concrete memory-leak behavior, clear impact, and multiple references. It is more representative than the other one-off, unrelated defects in the cluster.", + "summary": "This is a loose semantic cluster of unrelated Transformers issues, not a true duplicate set. The soft links are mostly superficial (same subsystem words like flash-attn, Gemma, tokenizer, quantization, memory), so all candidate merges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the items span many different models, code paths, and failure modes, and the soft links are only surface-similar.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45412 has the best mix of clarity, severity, and corroboration (multiple inbound references), so it is the most suitable representative issue in this mixed cluster.", + "best_issue_reason": "No issue is a strong global representative; there is no shared concrete root cause across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Different failures: Gemma3n export guard/erfinv support vs flash-attention sink-less crash on s_aux=None." + "reason": "Both mention generation behavior, but one is a Qwen3.5 flash-attn bug and the other is a stale warning in paged generate(); different defects." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Gemma 4 processor import error is unrelated to a flash-attention AttributeError in sink-less models." + "reason": "Local-path import warning and quantization/offloading misbehavior are unrelated code paths." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading behavior." + "reason": "Gemma 4 processor import failure and flash_attention.py crashing on s_aux=None are different failures." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is a different bug from FuyuBatchFeature's bare except swallowing errors." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are not the same bug." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 doc-example/model mismatch are distinct issues." + "reason": "MacOS bus error on a CLIP model and SigLIP2 doc-example mistakes are different problems." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token-count updates." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to Qwen2 TP loading OOM." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count runtime error and stale paged-generate warning are different code paths." + "reason": "BF16/FP32 dtype drift in eval and tp loading OOM are separate issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset behavior." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "EOS token configuration mismatch is not the same as a flash-attention generation regression." + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4, but one is an import/load failure and the other is a missing _tokenizer AttributeError in serve." + "reason": "Both involve Gemma 4, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base_model_prefix loading breakage and rope-validation list typing are unrelated." + "reason": "base_model_prefix loading regression and rope-validation TypeError are different loader bugs." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Gemma-3 EOS config mismatch and Qwen3.5 flash-attn generation failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are not the same underlying issue." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "LasrFeatureExtractor center-arg regression and Qwen VL video-input regression are different bugs." + "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression affect different components." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Eval-mode gradient-checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + "reason": "FP8 config failure when loading Qwen3Moe and quantized-model saving failure are distinct quantization problems." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete root cause." + }, + { + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "FineGrainedFP8Config load failure and quantized-model saving failure are distinct issues." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d placeholder is unrelated to RT-DETR garbage-collection memory leak." + "reason": "Dummy Sam3PixelDecoder Conv2d and RT-DETR memory release issues are different model/component problems." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "A dummy Sam3 pixel-decoder layer and SigLIP2 nonsense outputs are unrelated." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different defects." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer-error masking without protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Tokenizer error masking without protobuf and leftover dummy classes in dummy_pt_objects.py are unrelated." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different models and failure modes." + "reason": "RT-DETR GC/memory leak and Sam3-litetext memory overflow are different memory symptoms with different causes." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + "reason": "Category-count overflow and paged generate warning are unrelated." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are separate model-implementation discrepancies." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Gemma 4 processor loading failure is unrelated to protobuf-dependent tokenizer error handling." + "reason": "BigBird special-token decode bug and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad inference results and RT-DETR memory leak are different issues." + "reason": "SigLIP2 wrong outputs and RT-DETR memory leakage are unrelated." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error handling are different bugs." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different tokenizer-loading bugs." + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure do not match." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests share a theme but not the same concrete bug." + "reason": "XLMRoberta FA2 compatibility and FA2 test failures are too broad to treat as the same concrete bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to the MacOS CLIP bus error." + "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings on GPU." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json from repo are different tokenizer-loading issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are unrelated model bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings with sliding-window attention are not the same problem." } ] }, @@ -9696,13 +9624,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 31, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:27957", "issue:29127", @@ -9721,12 +9649,12 @@ "issue:43611", "issue:43646", "issue:43701", + "issue:43720", "issue:43761", "issue:43824", "issue:43873", "issue:43931", "issue:43994", - "issue:44062", "issue:44077", "issue:44186", "issue:44206", @@ -9748,7 +9676,6 @@ "issue:45600", "issue:45834", "issue:45859", - "issue:45907", "issue:46121", "issue:46369", "issue:46399" @@ -9762,244 +9689,238 @@ "issue:43575|issue:44387", "issue:43526|issue:44186", "issue:44442|issue:45072", - "issue:43824|issue:44279", "issue:42915|issue:43931", + "issue:43824|issue:44279", "issue:43526|issue:44857", "issue:43334|issue:43531", "issue:46121|issue:46399", - "issue:43761|issue:45859", "issue:27957|issue:29127", + "issue:43761|issue:45859", "issue:27957|issue:33290", - "issue:44977|issue:45245", - "issue:43262|issue:44206", "issue:33290|issue:34689", + "issue:43262|issue:44206", + "issue:44977|issue:45245", "issue:45588|issue:45600", "issue:33290|issue:35141", "issue:43646|issue:44077", "issue:44464|issue:45491", - "issue:33290|issue:34567", "issue:43381|issue:43873", + "issue:33290|issue:34567", "issue:44743|issue:44811", "issue:44442|issue:44898", "issue:34689|issue:43611", "issue:42490|issue:44743", - "issue:44062|issue:45907", - "issue:45003|issue:45440" + "issue:45003|issue:45440", + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "a8f85c03f8b67d489364e22df4305bc18380e91dd866bbcb608bdb2d3f2e623c", + "prepared_review_unit_hash": "414f552e0f9b742c492abdabdacfd5156292d03eb131900b0e0724133f83295c", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36855, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly lexical similarity, not duplicate bugs. The paired issues usually share a model family or broad symptom (OOM, loading, flash-attention, quantization) but point to different code paths and fixes, so none should be merged as the same underlying problem.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The candidate pairs are mostly unrelated despite superficial keyword overlap; I found no true duplicate/mergeable issue pair in this cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, and the soft pairs describe different bugs, regressions, or model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative because there is no common underlying issue across the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 long OCR input index error." + "reason": "Different problems: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2 OOM during tensor-parallel load is unrelated to resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM when loading a model vs resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different subsystems: LayoutLMv3 error messaging vs token embedding reinit after resize." + "reason": "Error-message clarity for LayoutLMv3 boxes vs embedding reinitialization after resize are different bugs." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Local model path warning and gradient checkpointing eval-mode failure do not share the same code path." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and Sam3-LiteText memory overflow are different bugs in different model paths." + "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are unrelated model issues." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is Qwen2 tensor-parallel loading and the other is int4 quantization memory regression." + "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization memory regression." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to LayoutLMv2 tokenizer crashes." + "reason": "Image processor label reduction bug vs LayoutLMv2Tokenizer crash are different subsystems and failures." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." + "reason": "FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen3-VL shape mismatch are distinct model/load problems." + "reason": "Missing Qwen2.5-VL import and a general dependency issue are not the same bug." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Image processor label handling is unrelated to LWDetr float16 AMP crash." + "reason": "Label reduction in an image processor is unrelated to a float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL is unrelated to sliding_window behavior on Qwen3-MoE." + "reason": "Missing pad_token_id in Qwen3-VL loading differs from the Qwen3-MoE sliding-window bug." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError and missing decorator for rotary-pos-emb registration are different code paths." + "reason": "Rope-validation TypeError and apply_rotary_pos_emb registration failure are different failure modes." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoE rotary embedding CPU-offload incompatibility." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error handling." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error messaging." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention model support and DeepSpeed Adafactor OOM are different problems." + "reason": "FlashAttention support and deepspeed/adafactor OOM are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue is unrelated to category-cardinality runtime error." + "reason": "Training OOM and Llama 3.2 Vision loading regression are not the same issue." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." + "reason": "Chat-template sampling-rate default and unsupported center-arg crash are distinct audio bugs." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model-loading regression are different failures." + "reason": "Flash-attention generation failure and category-count runtime limit are unrelated." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sink-less s_aux crash and removed Sam3LiteText auto_mappings entries are unrelated." + "reason": "s_aux=None crash in flash_attention.py and removed Sam3LiteText config references are different breakages." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization after resize are different bugs." + "reason": "OOM with Adafactor/deepspeed is unrelated to output embedding reinitialization after resize." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom model init breakage and patchtsmixer post_init policy are not the same concrete change." + "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same underlying bug." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window padding are distinct issues." - }, - { - "left": "issue:33290", - "right": "issue:34567", - "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counter not updating." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings stem from different mechanisms." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval restriction and quantized offloading behavior are different code paths." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offloading behavior." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are unrelated." + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver interpolation handling." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but one is a specific vision-model break and the other is base_model_prefix handling." + "reason": "These are both loading regressions, but they concern different models and different root causes." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "sys.modules access safety and DeepseekV3MoE divergence are different issues in different areas." + "reason": "BitNet packed-weight loading bug and tokenizer loading failure are different problems." } ] }, @@ -10015,13 +9936,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 32, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:25251", "issue:28282", @@ -10038,7 +9959,6 @@ "issue:43575", "issue:43643", "issue:43701", - "issue:43720", "issue:43723", "issue:43742", "issue:43749", @@ -10046,6 +9966,7 @@ "issue:43827", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", "issue:44079", "issue:44188", @@ -10065,6 +9986,7 @@ "issue:45698", "issue:45759", "issue:45803", + "issue:45907", "issue:46178", "issue:46234", "issue:46291", @@ -10073,8 +9995,8 @@ ], "soft_pairs": [ "issue:43316|issue:43525", + "issue:44062|issue:45907", "issue:42175|issue:46234", - "issue:43720|issue:44442", "issue:43723|issue:45479", "issue:43761|issue:44079", "issue:44077|issue:44479", @@ -10088,208 +10010,208 @@ "issue:44442|issue:45803", "issue:43316|issue:45759", "issue:42907|issue:45698", - "issue:43643|issue:44913", "issue:44855|issue:45137", + "issue:43643|issue:44913", "issue:43701|issue:46506", "issue:44190|issue:44496", "issue:44464|issue:46421", "issue:42796|issue:45290", - "issue:46234|issue:46291", "issue:42617|issue:43575", "issue:25251|issue:28282", - "issue:43575|issue:43742", - "issue:43550|issue:43701" + "issue:46234|issue:46291", + "issue:43550|issue:43701", + "issue:43575|issue:43742" ], - "prepared_review_unit_hash": "84e960f6eb64caa82243067919090210f707cac2f4069abd8c407d4bbb1d4dc8", + "prepared_review_unit_hash": "5bc6b9d9e04de8dd4f41e18ce3f05cd1bdbc802e3dc0cec8e1734ccff05e3ce7", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35380, - "estimated_input_tokens": 8845, - "estimated_eval_tokens": 17946 + "serialized_chars": 35932, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated model-loading/configuration regressions across different subsystems. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges. The strongest representative issue is the FSDP CPU RAM-efficient loading regression because it has broad impact and substantial discussion.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43749 is the most representative: it describes a concrete, high-impact loading regression, has strong discussion/inbound references, and is broad enough to anchor nearby loading-related reports.", + "summary": "The cluster is heterogeneous: the soft pairs span unrelated tokenizer, config, generation, model-loading, backend, quantization, and docs issues. I found no convincing duplicate issue/PR group among the candidates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated model-specific bugs and API regressions rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43749 is the best overall issue candidate because it is well-scoped, clearly reproducible, and appears to affect a core loading path with notable community attention.", + "best_issue_reason": "No strong global best issue; if forced, issue:45698 is the broadest and most general, but it still does not represent the rest of the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API mismatches, but one is about Gemma3TextConfig fields and the other about Llama4Config pad_token_id; different model families and different missing attributes." + "reason": "Both are config/API complaints, but one is Gemma3TextConfig inconsistency and the other is Llama4Config missing pad_token_id; different bugs." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "These are separate dependency/export problems: one is torch install extras not pulling TensorFlow, the other is a missing import_utils helper for Falcon Mamba." + "reason": "Tokenization/AddedToken constructor error vs Hub helper revision forwarding; unrelated code paths." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "One is a BitNet weight-loading bug during accelerate loading; the other is an AutoTokenizer failure for a specific tokenizer class. Different code paths." + "reason": "One is package/backend installation coverage, the other is a missing import utility symbol; not the same defect." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated bugs in different parts of the library." + "reason": "Tokenizer loading in v5 vs sequence-classification zero-loss behavior; different subsystems and failure modes." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVisionModel forward regression returning hidden_states=None; the other is ModelOutput key assignment behavior. Related area, but not the same bug." + "reason": "CLIPVisionModel hidden_states regression is distinct from ModelOutput key assignment logic." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "These affect different models and failures: patchtsmixer post_init validation vs a Qwen video-input regression." + "reason": "Optional post_init handling for patchtsmixer is unrelated to the Qwen video-input regression." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A model implementation parity issue and a docs reference to removed pipelines are not the same underlying change or bug." + "reason": "Model parity issue vs outdated docs referencing pipeline(); not the same change or bug." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-state propagation in CLIPVisionModel and attention-kernel divergence under torch.compile are separate issues." + "reason": "Hidden_states regression in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "One is a model-loading failure for a specific repo; the other is a backend registration error for tensorflow_text. Different root causes." + "reason": "Loading a specific model on transformers>=5.1.0 is not the same as a backend-mapping error for tensorflow_text." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are unrelated." + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id inconsistency." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus and gather_for_metrics label truncation are different training/runtime bugs." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label dropping are different training/generation issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Both are loading-related, but one is an FSDP CPU RAM-efficient loading regression and the other is a Qwen3-VL weight-shape mismatch; not the same failure." + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL shape mismatch are separate loading problems." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "A shape-mismatch load error and a save_pretrained checkpoint regression are distinct model lifecycle bugs." + "reason": "Weight-shape mismatch on load vs incorrect checkpoint saved by save_pretrained; one is load-time, the other save-time." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer load failure and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "AutoTokenizer failing for a tokenizer class is unrelated to a broad exception swallowing bug in FuyuBatchFeature." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both mention config handling, but one is a simple API discrepancy while the other is about unwrapping text_config for composite multimodal configs; different models and logic." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to AutoModelForCausalLM not unwrapping text_config in composite Qwen configs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different persistence bugs." + "reason": "Dequantized Ministral/Devstral save failure is model-specific and unrelated to a custom-module load mismatch after save_pretrained." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both involve config reload behavior, but the missing fields problem with trust_remote_code is not the same as GPTNeoX rotary_pct reverting on reload." + "reason": "Python 3.13 torch.jit parsing/IndentationError and DeepSpeed ZeRO3 deque pop are unrelated runtime failures." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "An import-time Python 3.13 parsing issue and a DeepSpeed ZeRO3 deque error do not share the same code path." + "reason": "trust_remote_code missing fields on config load is distinct from GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA result divergence are unrelated." + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and an unrecognized model config error are separate problems." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config error." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation output inconsistency under compiled forward and cache lazy-init recompilation are related to performance/runtime, but not the same concrete bug." + "reason": "Inconsistent chunked generation outputs with compiled forward is not the same as spurious recompilation from cache lazy initialization." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling and chat-template crashes on tool-call assistant messages are different tokenizer/chat-template failures." - }, - { - "left": "issue:46234", - "right": "issue:46291", - "accept": false, - "reason": "A missing import-utils availability helper and a kernels v0.15 version/revision import failure are distinct dependency checks." + "reason": "Tokenizer BPE marker handling and chat-template crashing on tool-call assistant messages are different bugs." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py failing and Qwen2-57B-A14B-Instruct OOM under tensor parallelism are both runtime issues, but not the same bug." + "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior and missing PyTorch installation are completely unrelated." + "reason": "Pipeline top_k nesting regression and missing PyTorch ImportError are entirely unrelated." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "An OOM with tensor parallel loading and a KeyError on MobileLLM-125M loading are different loading failures." + "reason": "Missing import_utils helper and kernels v0.15 requiring version/revision are separate API/import issues." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different model load failures with different causes: OOM vs key error; not mergeable as one fix." } ] }, @@ -10305,13 +10227,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 33, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:16998", "issue:22355", @@ -10372,37 +10294,37 @@ "issue:44077|issue:44534", "issue:42175|issue:43316", "issue:45803|issue:46365", - "issue:45632|issue:46424", "issue:44610|issue:46369", + "issue:45632|issue:46424", "issue:43646|issue:44913", "issue:44871|issue:46050", - "issue:43650|issue:46202", - "issue:43065|issue:44617", "issue:44162|issue:44792", - "issue:45803|issue:46170", "issue:43452|issue:44496", + "issue:45803|issue:46170", + "issue:43065|issue:44617", "issue:41950|issue:43475", "issue:43540|issue:44514", + "issue:43650|issue:46202", "issue:43404|issue:43441", "issue:43761|issue:44479", "issue:43572|issue:46178", - "issue:45127|issue:45200", - "issue:43388|issue:43688" + "issue:43388|issue:43688", + "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "1498e28d6cbf57c7af506f5ac87bf7785c87150bb1c77124ae4972f40745eeb4", + "prepared_review_unit_hash": "cb636ab4176440553754ada8533e759631de4fc012d4e50ec8a05c7bcc88cf68", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34766, + "serialized_chars": 34765, "estimated_input_tokens": 8692, "estimated_eval_tokens": 17640 }, @@ -10411,168 +10333,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like the same underlying bug/change; these are mostly unrelated issues that only share broad subsystem keywords. I\u2019d keep them separate and treat the video-regression issue as the clearest representative of the set.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44479 is the strongest standalone bug report here: it states a concrete v5 regression, names multiple affected models, and describes a single shared failure mode.", + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs, config regressions, model-specific failures, and backend/install issues. None of the proposed soft edges looks like a true duplicate pair, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster is a grab-bag of unrelated reports rather than one underlying bug, so selecting a single issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it is specific, user-impacting, and framed as a clear regression with broad impact across related model variants.", + "best_issue_reason": "No single issue is a good global representative because the pairings are spurious and the reports span different subsystems, models, and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Different failures: FlashAttention/XLM-Roberta support vs Trainer distributed broadcast NoneType error." + "reason": "FlashAttention 2 support for XLMRoberta and a Trainer NoneType broadcast error are different code paths and failure modes." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are regressions around processors/pipelines, but one is a tokenizer/processor API break and the other is just an error-message mismatch." + "reason": "One is a processor/tokenizer regression; the other is a pipeline error-message mismatch about translation support." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint-key resume mismatch are unrelated code paths." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated bugs." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length behavior vs missing transformers.onnx import are unrelated issues." + "reason": "A question about model_max_length and a missing transformers.onnx import are not the same issue." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to Gemma eos_token_id configuration inconsistency." + "reason": "Processor.tokenizer regression and Gemma eos_token_id inconsistency are separate API/config problems." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3 config API discrepancy and image preprocessor dtype mismatch are different bugs." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model bugs." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Eos-token config mismatch is unrelated to Whisper empty-transcription handling." + "reason": "Gemma eos_token_id config mismatch is unrelated to Whisper empty-transcription failure after token alignment." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init allowance and non-persistent buffer junk are different transformer-v5 issues." + "reason": "A policy change around optional post_init is unrelated to non-persistent buffers containing junk." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend dependency packaging issue vs config API discrepancy; no shared bug." + "reason": "Missing TensorFlow in the torch extra and a Gemma3TextConfig API discrepancy are different concerns." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." + "reason": "Bare except in Fuyu conversion and Trainer import failure due to datasets are unrelated." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Cache-path collision for trust_remote_code is not the same as max_cache_length being ignored except for Quantized Cache." + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different failures." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Processor resolution mismatch and SAM3 LiteText memory overflow are different problems." + "reason": "Remote-code cache path collision and max_cache_length behavior for quantized cache are distinct cache issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX config reload/default loss are unrelated." + "reason": "A broad Transformers 5 custom-init regression is not the same as GPTNeoXConfig rotary_pct reload behavior." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos-token config inconsistency is unrelated to sinq quantization save/load corruption." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Generic data request is not the same as Gemma pipeline roundtrip failure." + "reason": "Gemma eos_token_id mismatch and sinq save/load quantization breakage are unrelated." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different SAM3 issues." + "reason": "ESM2 workflow breakage and a janus image-generation test failure do not describe the same bug." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." + "reason": "gguf_file loading breakage and an unrecognized model missing model_type are both model-loading related but not the same concrete defect." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu exception handling bug is unrelated to Windows ROCm import/dependency problems." + "reason": "Fuyu's bare except swallowing errors and the Windows ROCm torch.distributed import problem are unrelated." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "gguf_file from_pretrained handling and missing model_type config are different loading failures." + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different issues with different root causes." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and missing fpn_position_embeddings are distinct SAM3/video bugs." + "reason": "Video-classification pipeline processor lookup and missing fpn_position_embeddings in Sam3 output are separate bugs." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template padding crash are separate code paths." + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VLProcessor batched chat-template crash are different model/API paths." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The noisy 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failures." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug in Mistral3 and FlashAttention failure in Ministral-3 are not the same defect." + "reason": "LM-head weight tying in Mistral3 and FlashAttention failure in Ministral-3 are different code-path problems." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video-input regression are unrelated." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and logic." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a tensorflow_text backend mapping error." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is not the same as Gemma 4 mm_token_type_ids defaults." + "reason": "Last-batch label truncation in gather_for_metrics and auxiliary-loss normalization are different training bugs." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Metric gathering label truncation and auxiliary-loss normalization are different training bugs." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are not the same defect." } ] }, @@ -10588,13 +10510,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 34, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:25251", "issue:27957", @@ -10602,6 +10524,7 @@ "issue:41720", "issue:42490", "issue:43065", + "issue:43335", "issue:43504", "issue:43525", "issue:43531", @@ -10611,7 +10534,6 @@ "issue:43761", "issue:43827", "issue:43931", - "issue:43976", "issue:43994", "issue:44060", "issue:44077", @@ -10646,248 +10568,252 @@ "issue:46421" ], "soft_pairs": [ - "issue:43673|issue:44743", "issue:45542|issue:46234", "issue:43504|issue:45698", - "issue:44792|issue:44977", + "issue:43673|issue:44743", "issue:43525|issue:43531", - "issue:44617|issue:45584", + "issue:44792|issue:44977", "issue:44792|issue:45600", "issue:44734|issue:45406", + "issue:44617|issue:45584", "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:35141|issue:42490", + "issue:43931|issue:44060", "issue:45381|issue:46369", "issue:43673|issue:46421", - "issue:43931|issue:44060", "issue:43761|issue:44242", - "issue:45563|issue:45584", "issue:44855|issue:45588", + "issue:45563|issue:45584", "issue:43827|issue:43994", "issue:44479|issue:44734", "issue:43065|issue:44610", "issue:43644|issue:44913", - "issue:41720|issue:45245", "issue:44933|issue:45362", + "issue:41720|issue:45245", "issue:25251|issue:27957", - "issue:44617|issue:46369", - "issue:44464|issue:45563", "issue:43550|issue:44190", - "issue:43976|issue:44855", - "issue:44077|issue:44877" + "issue:44464|issue:45563", + "issue:43335|issue:44855", + "issue:44617|issue:46369", + "issue:44077|issue:44877", + "issue:43335|issue:44190" ], - "prepared_review_unit_hash": "f5e342db6e3258442c8e5f22d7d37ad78bb2f6139bfddbbd9b4bdb2f7346fd47", + "prepared_review_unit_hash": "6ee0887f4109395cb13b9e1f100012c9349376516e41ef21a4b42fcbe5b5b7c1", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36209, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "soft_pair_count": 30, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is largely heterogeneous across unrelated models, configs, generation paths, docs, and tooling. The only plausible duplicate-like pair is the chunked-prefill/cache initialization regression.", - "confidence": 0.57, - "canonical_issue_reason": "issue:46421 is the best root-cause-oriented anchor for the chunked-prefill cache regression; it describes the underlying cache initialization problem more directly than the symptom-focused report.", + "summary": "This cluster is a grab bag of unrelated Transformers issues. The soft-similarity pairs mostly share only broad terms like generation, cache, config, or a model family name, but they do not describe the same underlying bug or change. No true duplicate center stands out.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46421 is the strongest global issue candidate because it is recent, active, and framed at the mechanism level rather than as a narrow downstream symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both mention cache/generation behavior, but one is about missing cache in chunked prefill and the other is a Qwen3-5 recurrent-state reset bug; different code paths and models." - }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Completely different problems: TensorBoard/TensorFlow backend detection vs a missing import_utils availability helper." + "reason": "Different dependency/package problems: TensorBoard-only TF backend setup vs a missing import_utils symbol." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "One is a Beit semantic-segmentation legacy-field load failure; the other is save/load of custom modules. Related theme, but not the same bug." + "reason": "Both are loading-related, but one is a legacy config field issue and the other is wrong custom-module resolution after save_pretrained." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different models and failures: Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Both involve cache, but one is missing GenerationMixin cache in v5 chunked prefill and the other is recurrent state reset in Qwen3.5 modular code." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "A missing pad_token_id attribute in Llama4Config is unrelated to a Qwen3-MoE sliding_window issue." + "reason": "Unrelated bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "CUDA OOM in Sam3Video and empty-transcription failure in Whisper are unrelated symptoms and subsystems." + "reason": "Different failures: janus image-generation test regression vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure vs removed Sam3LiteText config references; not the same underlying bug." + "reason": "A failed janus test and broken auto_mappings references are separate issues with different code paths." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both touch serve, but one is KV-cache continuation indexing and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms: Sam3Video CUDA OOM vs Whisper empty-transcription handling after token alignment." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload loss are different state/config persistence problems." + "reason": "Global non-persistent-buffer initialization bug vs GPTNeoXConfig reload losing rotary_pct are different code paths." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "A local dataset loading script issue is unrelated to loading the Phi-4 multimodal model." + "reason": "Different loading failures: local dataset script issue vs model loading failure for Phi-4 multimodal." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Output embedding reinitialization on resize and trailing-slash import warnings are different loading behaviors." + "reason": "Embedding reinitialization bug and trailing-slash local path warning are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3 family problems: VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video-position bug and Sam3LiteText memory overflow are unrelated." + "reason": "Qwen2.5-VL video position-id regression and Sam3-LiteText memory overflow are different bugs." }, { "left": "issue:43673", "right": "issue:46421", - "accept": true, - "reason": "Both describe the same chunked-prefill cache initialization regression in generation; one is a symptom-focused report, the other the likely root-cause framing." - }, - { - "left": "issue:43931", - "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3-Next tied-weights warning behavior." + "reason": "Both mention cache/prefill, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states loss and MoE load-balancing loss omission are different model-output bugs." + "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are unrelated." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription after align_special_tokens." + "reason": "Python 3.13 import parse error in DebertaV2Model is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import failure and flash_attention s_aux=None crash are unrelated." + "reason": "Both are generation bugs, but one is a stale warning and the other is an actual Whisper empty-output failure." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and a SigLIP2 pipeline output regression are not the same issue." + "reason": "Docs referencing removed pipeline() APIs is not the same as a model producing bad outputs with AutoModel/pipeline." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." + "reason": "Separate regressions: video-input model behavior vs serve KV-cache continuation indexing." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated model/processor issues." + "reason": "Different vision-model problems: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoXConfig reload behavior are distinct bugs." + "reason": "A broad buffer-initialization regression and a config reload serialization bug are not the same issue." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count runtime limit are unrelated." + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + "reason": "Different runtime errors with no shared code path: device-mapping cudaErrorAssert vs category-count limit." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "A pipeline top_k output-shape change is unrelated to XLMRoberta Flash Attention 2 support." + "reason": "Pipeline output shape regression is unrelated to XLMRoberta Flash Attention 2 support." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both mention memory pressure, but they involve different models and different failure modes; not a shared underlying bug." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and a local dataset loading issue are unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compile and a stale warning about num_return_sequences are different generation issues." + "reason": "Both mention generation, but one is incorrect outputs under compiled forward and the other is a stale warning only." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to a local dataset loading script problem." + "reason": "SwitchTransformers config creation bug and a Python 3.13 import parsing error are unrelated." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Python-version compatibility regression and Python 3.13 torch.jit import parsing failure are different compatibility issues." + "reason": "Both are Sam3 memory complaints, but they affect different models and likely different causes; not enough to treat as one bug." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "patchtsmixer post_init policy and granite_speech strict-config loading are unrelated config-validation problems." + "reason": "Optional post_init policy for patchtsmixer and strict config rejection for granite_speech are separate config-validation issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and local dataset loading are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43673 \u2194 issue:46421, is plausibly the same chunked-prefill cache problem from two framings, and the rest are reasonably rejected as cross-model or cross-subsystem mismatches. The summary also matches the overall heterogeneity of the set." - }, - "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 }, @@ -10896,14 +10822,16 @@ "component_index": 1, "component_count": 21, "review_unit_index": 35, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ + "issue:27957", + "issue:35141", "issue:36246", "issue:38617", "issue:41628", @@ -10912,7 +10840,6 @@ "issue:42796", "issue:43116", "issue:43295", - "issue:43335", "issue:43404", "issue:43540", "issue:43643", @@ -10949,22 +10876,20 @@ "issue:46082", "issue:46121", "issue:46234", - "issue:46421", "issue:46489" ], "soft_pairs": [ "issue:45127|issue:45357", - "issue:43335|issue:44190", "issue:44521|issue:45381", - "issue:44112|issue:45600", - "issue:44779|issue:46489", - "issue:43540|issue:44734", "issue:43116|issue:44190", - "issue:43295|issue:45276", + "issue:43540|issue:44734", + "issue:44779|issue:46489", + "issue:44112|issue:45600", "issue:44737|issue:45803", - "issue:44462|issue:45907", + "issue:43295|issue:45276", "issue:44938|issue:45542", "issue:45276|issue:45584", + "issue:44462|issue:45907", "issue:45632|issue:46234", "issue:42796|issue:44521", "issue:36246|issue:41628", @@ -10975,192 +10900,192 @@ "issue:42175|issue:44279", "issue:43643|issue:44496", "issue:44964|issue:45600", - "issue:43854|issue:44964", "issue:44112|issue:44964", + "issue:43854|issue:44964", "issue:44683|issue:45446", - "issue:41950|issue:44016", "issue:43404|issue:45216", - "issue:44186|issue:44734", - "issue:45632|issue:46421" + "issue:41950|issue:44016", + "issue:27957|issue:35141", + "issue:44186|issue:44734" ], - "prepared_review_unit_hash": "3e5535fee804d6cdaf6685e9b7463f550379ad40e51e0d3c4202d18e2eaa8930", + "prepared_review_unit_hash": "f867deb2e3e5b1d31c10c5664ecafb2052a5e6c7cf4f14b358d0100c0f65ae00", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36099, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "soft_pair_count": 28, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad transformers themes, but they do not look like the same underlying bug or change. I would not consolidate any pair as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Mostly heterogeneous issue set with one likely duplicate tokenizer regression pair in the DeepSeek family. No PRs are present. All other soft pairs appear to cover different bugs or different code paths.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 44779 is the best canonical issue: it is the broader, earlier DeepSeek tokenizer regression report, and issue 46489 reads like a follow-up gap in that same v5+ tokenizer fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue in the set: it is open, has multiple inbound references, and describes a concrete multimodal bug. Still, it is not a duplicate of the others.", + "best_issue_reason": "Issue 44779 is the clearest representative of the only apparent duplicate cluster and has the most general symptom description for the DeepSeek tokenizer regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen/Qwen3.5 save behavior, but one is LoRA merge/tied embeddings collapse and the other is incorrect visual encoder keys in save_pretrained; different code paths and symptoms." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to a local dataset-loading failure in an image classification script." + "reason": "Both involve Qwen3.5/Qwen2.5-family saving or tying behavior, but they describe different failures: LoRA merge collapse vs incorrect visual encoder keys." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal Qwen issues, but one is assistant_mask generation and the other is vision_position_ids for video input; not the same concrete bug." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "CI failure in GraniteSpeech test setup is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Both are multimodal/template issues, but one is about assistant masks in apply_chat_template and the other is about qwen2.5-vl vision_position_ids; different bugs." }, { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Both concern DeepSeek tokenizers on v5+, but one is a generic tokenizer regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix." + "reason": "Different example scripts and failures: multi-label classification output handling vs local dataset loading in image classification." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to /v1/responses KV-cache continuation indexing in transformers serve." + "reason": "One is a Qwen3OmniMoe video-processing ValueError, the other is a transformers serve KV-cache indexing crash; unrelated code paths." }, { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Example-script multi-label classification output bug is unrelated to loading a local dataset in a different training script." + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report incorrect DeepSeek tokenizer output on transformers v5+, and 46489 explicitly describes a gap in the earlier fix, so this is the same underlying tokenizer regression family." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Processor.tokenizer regression with images is unrelated to Gemma4 embedding resizing not propagating to output/embed weights." + "reason": "CI failures in different areas: GraniteSpeech stale device override test vs auto_mappings referring to removed Sam3LiteText configs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU placement bug and Fuyu's bare except swallowing errors are different failures in different modules." + "reason": "XLNet CPU device placement bug vs FuyuBatchFeature bare-except error handling; different models and failure modes." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API behaviors." + "reason": "Both mention resize/tie-style model state issues, but one is a processor/tokenizer regression and the other is gemma4 embedding/output-layer resize behavior." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are separate packaging/import problems." + "reason": "Python 3.14 import failure is an environment compatibility issue, while the other is a missing TensorFlow backend installation issue." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 resize_token_embeddings and Whisper empty-transcription handling are unrelated model-specific bugs." + "reason": "One is about embedding/output weights after resize_token_embeddings; the other is Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache-path collisions and a missing import_utils availability helper are unrelated issues." + "reason": "Local trust_remote_code cache collision and a missing import_utils availability flag are unrelated bugs." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling in Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." + "reason": "Tokenizer BPE marker handling in Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs AutoImageProcessor; not the same symbol or failure path." + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "A model-specific image-processor import error is unrelated to missing layer_type_validation in configuration_utils." + "reason": "Different missing imports from different modules; no shared code path indicated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter dict conversion with JSON-loaded lists are separate config-validation bugs." + "reason": "LlamaConfig head_dim validation and rope-validation list handling are separate configuration-validation bugs." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdowns and unsafe sys.modules access are related to import mechanics broadly, but not the same concrete bug." + "reason": "Slow import timing vs unsafe sys.modules access; not the same defect." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality RuntimeError and Whisper empty transcription are unrelated runtime failures." + "reason": "Category-count limit error and Whisper empty transcription failure are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Backend packaging for pip install '.[torch]' and a vague dependency issue are not the same underlying problem." + "reason": "Packaging/backend dependency composition problem vs a vague dependency issue; not enough evidence of the same bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields with trust_remote_code and unrecognized model_type are distinct config-loading failures." + "reason": "AutoConfig trust_remote_code missing fields and unrecognized model config.json errors are different model-loading failures." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4-multimodal load failure and stale Sam3LiteText mappings are different model/config breakages." + "reason": "Phi-4 multimodal model loading failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:43854", + "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure and Phi-4 multimodal load failure are different models and likely different bugs." + "reason": "CI test flake in GraniteSpeech versus model-loading failure for Phi-4 multimodal; different issues." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "CI stale-test failure is unrelated to model loading problems." + "reason": "Both are model-load problems, but for different models and likely different root causes." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 and an incorrect version check for AuxRequest import are related to flex_attention, but not the same code-path bug." + "reason": "Torch flex_attention compilation failure vs incorrect PyTorch version check for AuxRequest import; separate code paths." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained regression are different model-specific issues." }, { "left": "issue:41950", @@ -11169,29 +11094,26 @@ "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression affect different models and different persistence paths." + "reason": "XLMRoberta Flash Attention 2 support and token-embedding resize reinitialization are different problems." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenization/padding crash is unrelated to serve KV-cache tensor indexing." - }, - { - "left": "issue:45632", - "right": "issue:46421", - "accept": false, - "reason": "Trust-remote-code cache collisions and chunked-prefill cache lazy initialization are both cache-related but not the same failure." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to transformers serve KV-cache continuation indexing." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek pair (44779, 46489) is well supported by the titles, and 46489 explicitly frames itself as a gap in the earlier fix. The other soft-edge rejections also read as cautious, model-specific, or code-path-specific distinctions rather than overclaims." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11200,15 +11122,14 @@ "component_index": 1, "component_count": 21, "review_unit_index": 36, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ - "issue:27957", "issue:28282", "issue:32090", "issue:35141", @@ -11243,23 +11164,24 @@ "issue:45216", "issue:45335", "issue:45375", - "issue:45405", "issue:45584", "issue:45588", "issue:45593", "issue:45600", + "issue:45632", "issue:45759", "issue:46082", "issue:46123", "issue:46369", "issue:46399", + "issue:46421", "issue:46424", "issue:46506", "issue:46515" ], "soft_pairs": [ - "issue:27957|issue:35141", "issue:44295|issue:46506", + "issue:45632|issue:46421", "issue:43673|issue:46424", "issue:43650|issue:44220", "issue:44016|issue:44220", @@ -11273,13 +11195,13 @@ "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:42907|issue:43441", - "issue:43381|issue:45593", "issue:44016|issue:44062", + "issue:43381|issue:45593", "issue:43441|issue:45588", "issue:43673|issue:44336", "issue:43901|issue:44496", - "issue:44792|issue:46424", "issue:43976|issue:44279", + "issue:44792|issue:46424", "issue:46123|issue:46369", "issue:43824|issue:44933", "issue:44496|issue:45759", @@ -11288,229 +11210,222 @@ "issue:45335|issue:45584", "issue:44075|issue:44368", "issue:42796|issue:43650", - "issue:46082|issue:46399", - "issue:44279|issue:45405" + "issue:46082|issue:46399" ], - "prepared_review_unit_hash": "58ed34a34b326d6a02ce467802c1c73913b3b20d650222b75553bc00fae31a68", + "prepared_review_unit_hash": "220441b1c37307d170c04e19c11ad326cf05b17ee02ccbc927e152f6e9c31ec5", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37233, - "estimated_input_tokens": 9309, - "estimated_eval_tokens": 18874 + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pair looks like a true duplicate or mergeable PR-equivalent; the overlaps are mostly broad subsystem similarity (Qwen, cache, FlashAttention, configs) rather than the same concrete bug.", + "summary": "The cluster is a loose collection of superficially similar Transformers issues (mostly configs, loading, cache behavior, and model-specific regressions), but none of the soft pairs are strong enough to treat as true duplicates. No PR pair is present.", "confidence": 0.94, - "canonical_issue_reason": "If forced to anchor a cluster, issue:35141 is the most specific and reproducible report, with a clear root cause around `post_init` reinitializing the output embedding after `resize_token_embeddings` when `tie_word_embedding` is false.", + "canonical_issue_reason": "issue:45759 is the most generally actionable code-path bug in the set (composite multimodal config handling in AutoModelForCausalLM.from_config); the rest are narrower, model-specific, or unrelated symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:35141 has the strongest signal-to-noise ratio: precise failure mode, narrow code path, and a plausible fix target.", + "best_issue_reason": "issue:45759 is the clearest representative of a core library behavior regression rather than a one-off model or environment problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "FlashAttention support for XLMRoberta is a different bug from embedding reinitialization after resize." + "reason": "One is a buffer-access/position_ids issue; the other is CPU vs CUDA output divergence. Different failure modes and code paths." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:45632", + "right": "issue:46421", "accept": false, - "reason": "Reading a registered `position_ids` buffer is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Both mention cache, but one is a trust_remote_code cache-path collision and the other is lazy cache init causing recompilation. Not the same bug." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Missing cache in chunked prefill and `max_cache_length` only applying to quantized cache are different cache bugs." + "reason": "Chunked-prefill cache absence vs max_cache_length semantics for quantized cache are distinct cache-management problems." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A placeholder title about data is not the same issue as `_torch_extract_fbank_features()` failure." + "reason": "General placeholder issue vs audio feature extraction bug; no shared underlying defect." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config classes and fields; one is default initialization from `None`, the other is a dropped field under `@strict`." + "reason": "Both are config-related, but one is default-initialization on None and the other is strict field dropping for a specific multimodal config field." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "`_gpu_broadcast_one` rejecting `NoneType` is a distributed-training bug, not embedding resize reinit." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import error is unrelated to token embedding reinitialization." + "reason": "PyTorch missing ImportError and token-embedding reinit are unrelated issues." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "MoE `sliding_window` handling and stale `auto_mappings.py` references are different problems." + "reason": "Qwen3-MoE sliding-window behavior and removed auto_mappings references are different problems." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "A feature-length helper bug in qwen3_omni_moe is not the same as CPU/CUDA result mismatch." + "reason": "Helper output-length calculation in qwen3_omni_moe is not the same as model output divergence across devices." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version incompatibility and model-loading failure do not share the same concrete code path." + "reason": "Python-version compatibility and loading a specific model are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and decoder embedding resize propagation are different behaviors." + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are different code paths." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and incorrect torchvision requirement in PIL processors are unrelated." + "reason": "Unrecognized model config and PIL backend torchvision requirement are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A processor label-reduction bug is not the same as a docs/behavior mismatch for `return_all_scores`." + "reason": "BeitImageProcessorFast label reduction bug and text-classification docs mismatch are not duplicates." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized models and loading Ministral-3 with FlashAttention are different operations and failures." + "reason": "Both involve Ministral, but failing to save dequantized models and FlashAttention load/runtime failures are distinct." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + "reason": "Notebook syntax error vs AddedToken argument collision are completely different defects." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Notebook syntax error is unrelated to `AddedToken(..., special=...)` argument duplication." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but one is model-loading in v5 RC and the other is an `s_aux=None` crash; not the same bug." + "reason": "Both mention flash attention, but one is a model-specific load failure and the other is an AttributeError on s_aux=None in a separate integration path." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache/pre-fill behavior and ANSI codes in loading reports are unrelated." + "reason": "Cache missing in chunked_prefill and ANSI codes in loading_report share no underlying implementation bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for a pipeline option is not the same as model auto-loading failure." + "reason": "Docs/behavior mismatch for a pipeline and an unrecognized model config are unrelated." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Janus image-generation test failure does not match cache-length configuration handling." + "reason": "Python support regression and a generic dependency issue with transformers are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Python support regression and dependency issue are different classes of problem." + "reason": "Janus image-generation test failure and cache max length semantics are unrelated." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Dropped results in the final partial batch and memory overflow are not the same bug." + "reason": "Final partial batch handling in MaskGenerationPipeline is unrelated to sam3-litetext memory overflow." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols in different modules." + "reason": "Two import errors, but for different symbols and modules; not a single duplicate defect." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and `from_config` not unwrapping `text_config` are distinct loader-path issues." + "reason": "Unrecognized model due to missing model_type is different from composite Qwen config unwrapping in from_config." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "One is a load regression for Qwen3VL MoE, the other a save_pretrained regression for Qwen3.5." + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and bugs." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A generic dependency issue is not the same as explicit torch 2.4.1 incompatibility." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility are not the same underlying problem." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token-embedding resize propagation and empty-transcription generation after token alignment are different bugs." + "reason": "Token-embedding resize bug and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Ignored SGD args and a warning about `tie_word_embeddings` are unrelated." + "reason": "SGD argument usage and tie_word_embeddings warning are different configuration issues." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling has nothing to do with the unrelated placeholder title." + "reason": "Tokenizer BPE-marker handling and a generic placeholder issue are not duplicates." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Llama head-dim validation and Qwen3.5 kernel registration crash are different code paths." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "A dependency issue and an unreleased PEFT version bump are not duplicates." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are unrelated." } ] }, @@ -11526,13 +11441,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 37, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:38175", "issue:39692", @@ -11554,6 +11469,7 @@ "issue:44242", "issue:44261", "issue:44263", + "issue:44279", "issue:44291", "issue:44351", "issue:44462", @@ -11578,223 +11494,222 @@ "issue:45812", "issue:45823", "issue:45834", - "issue:45907", "issue:46082", "issue:46209", "issue:46512" ], "soft_pairs": [ + "issue:44279|issue:45405", "issue:43577|issue:45216", "issue:41950|issue:45020", - "issue:45103|issue:45372", "issue:44351|issue:45278", - "issue:43295|issue:44779", + "issue:45103|issue:45372", "issue:41950|issue:45823", + "issue:43295|issue:44779", "issue:39692|issue:43901", "issue:43299|issue:45357", "issue:38175|issue:44617", "issue:44683|issue:45542", "issue:44242|issue:45200", "issue:43976|issue:45405", - "issue:44779|issue:45812", "issue:46082|issue:46512", "issue:43650|issue:46209", + "issue:44779|issue:45812", "issue:43299|issue:43854", "issue:43479|issue:43525", "issue:44521|issue:45325", "issue:44466|issue:45276", - "issue:44462|issue:45081", - "issue:44016|issue:44291", "issue:43653|issue:45593", + "issue:44016|issue:44291", + "issue:44462|issue:45081", "issue:43441|issue:45834", - "issue:45081|issue:45907", "issue:42994|issue:43317", "issue:44261|issue:44263" ], - "prepared_review_unit_hash": "e8e5e1533ad9b08dac67ccc2548ab5d61ad049fb2e92b60a3db811157e3ac135", + "prepared_review_unit_hash": "67bb0d90bf18a9d1c282efc4bf33e0d1e6abae77633fa76d0c18d9893c59c8d3", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35647, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "serialized_chars": 35599, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers issue reports (tokenizers, multimodal processors, configs, serialization, CI, and version regressions). None of the soft pairs look like the same underlying bug or change, so all are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45812 is the clearest high-signal standalone report: a broad silent v4\u2192v5 tokenizer regression with concrete impact across all Granite models.", + "summary": "The set is mostly a grab bag of unrelated Transformers bugs; none of the soft-similarity pairs look like true duplicates. The best single issue representative is the broad AutoTokenizer regression on Granite models.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45812 is the cleanest broad regression in the set: it affects AutoTokenizer behavior across multiple Granite models and has a concrete, reproducible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the strongest combination of specificity, impact, and generality to serve as a representative issue for this set.", + "best_issue_reason": "issue:45812 is the strongest anchor for the cluster because it is a clear silent correctness bug in a core shared path, not a model-specific edge case or docs-only problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency/version complaints, but one is about transformers in general and the other is a too-new PEFT minimum; different packages and failure modes." + }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve save/load or dtype-related behavior, but they affect different model families and different failure modes (Blip2 dtype mismatch vs Qwen3.5 checkpoint serialization)." + "reason": "One is a Blip2 dtype propagation bug; the other is Qwen3.5 save_pretrained regression. Different code paths." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code compatibility regression. Same area, different underlying problem." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring annotation handling and a mistral_common import breakage are unrelated code paths." + "reason": "video-classification processor lookup is a specific pipeline bug, while remote_code breakage is a broad compatibility issue." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache import is a specific symbol issue, while the other is a broad upgrade-related import breakage; not the same bug." + "reason": "Shared theme is import failures, but 44351 is a specific missing symbol and 45278 is a broad upgrade breakage across many imports." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Custom processor/tokenizer API regression and DeepSeek tokenization incorrectness are separate failures in different paths." + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated implementation problems." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification image-processor lookup and Gemma4 PLE device mismatch are unrelated." + "reason": "video pipeline processor selection and Gemma4 PLE device placement are different bugs in different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a processor/tokenizer API regression and the other is incorrect Deepseek tokenization results." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs stale return_all_scores wording are different documentation problems." + "reason": "Both are documentation issues, but they concern different examples and different API mismatches." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL load failure and Qwen3.5 save_pretrained key corruption are different stages and different concrete bugs." + "reason": "Different bugs: one is model loading failure for Qwen3VL MoE, the other is incorrect save_pretrained keys for Qwen3.5 visual encoder weights." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 inference and a Sam3Video CUDA OOM are not the same issue." + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are entirely different failure types." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling are completely separate." + "reason": "Compiled flex_attention on new torch and missing TensorFlow backend installation are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating and Gemma4 text-only mm_token_type_ids defaults are different model behavior issues." + "reason": "One is MoE load-balancing loss wiring; the other is a multimodal fine-tuning token-id defaulting issue." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support breakage and an unreleased PEFT version bump are unrelated release/dependency problems." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different model families and likely different tokenizer code paths." + "reason": "Python support regression and PEFT version pinning are different dependency problems." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Head-dimension validation and stale config.dtype after from_config are different configuration semantics." + "reason": "LlamaConfig head_dim validation and stale config.dtype are separate config-handling bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A vague data request and FP8 inference on B200 are unrelated." + "reason": "The titles are too generic and the likely bugs differ completely: data request versus FP8 inference failure on B200." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths; not the same concrete bug." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are different model-specific loading failures." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit test loading failure are distinct model-specific issues." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default sub-config initialization and Llama4Config missing pad_token_id are separate config bugs." + "reason": "Phi4Multimodal default sub-config initialization and Llama4 missing pad_token_id are different config bugs." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "assistant_masks being all-zero and Qwen2.5-VL rope index scaling are unrelated multimodal behaviors." + "reason": "All-zero assistant masks in chat templating and Qwen2.5-VL rope indexing are separate multimodal preprocessing bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Device-dependent lm_head serialization and Gemma4 resize_token_embeddings propagation are distinct model serialization/shape issues." + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating embeddings are related to weights, but not the same bug." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading problems." + "reason": "Tokenizer special-token registration and D-FINE auxiliary loss wiring are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights unexpected argument handling are not the same bug." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are completely different failure modes." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch failing on backend_tokenizer are different tokenizer-loading bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 long OCR index errors are separate model-specific issues." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patching crash and list_repo_files revision forwarding are unrelated utility bugs." + "reason": "FlashAttention failure for Ministral-3 and long-ocr index error for Kosmos2.5 are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization lifecycle problems." + "reason": "Quantized model saving and dequantized model loading/offload are different quantization lifecycle bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same code-path problem." + "reason": "Missing rms_norm_eps in MLA layernorm and torch.split return handling in GlmMoeDsaIndexer are unrelated implementation defects." } ] }, @@ -11810,19 +11725,17 @@ "component_index": 1, "component_count": 21, "review_unit_index": 38, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:33290", "issue:41628", "issue:42175", - "issue:42491", - "issue:43299", "issue:43441", "issue:43525", "issue:43643", @@ -11840,7 +11753,6 @@ "issue:44188", "issue:44242", "issue:44246", - "issue:44295", "issue:44297", "issue:44336", "issue:44361", @@ -11852,6 +11764,7 @@ "issue:44683", "issue:44749", "issue:44779", + "issue:45081", "issue:45103", "issue:45362", "issue:45397", @@ -11864,14 +11777,16 @@ "issue:45712", "issue:45800", "issue:45823", + "issue:45907", "issue:46291", "issue:46399" ], "soft_pairs": [ - "issue:33290|issue:45656", + "issue:45081|issue:45907", "issue:44361|issue:45593", - "issue:45600|issue:45712", + "issue:33290|issue:45656", "issue:44623|issue:44749", + "issue:45600|issue:45712", "issue:45542|issue:45800", "issue:44623|issue:45397", "issue:42175|issue:43976", @@ -11880,233 +11795,225 @@ "issue:43901|issue:43994", "issue:43441|issue:44683", "issue:43525|issue:43881", - "issue:43673|issue:43761", "issue:43723|issue:44162", + "issue:43673|issue:43761", "issue:46291|issue:46399", "issue:43901|issue:44246", "issue:43824|issue:43976", "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:44188|issue:44336", - "issue:43784|issue:45542", "issue:44297|issue:45397", + "issue:43784|issue:45542", "issue:41628|issue:43976", "issue:44336|issue:44373", "issue:44246|issue:44496", - "issue:45103|issue:46399", "issue:45561|issue:45563", - "issue:44242|issue:45593", - "issue:42491|issue:43299", - "issue:44295|issue:45397" + "issue:45103|issue:46399", + "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "e6bf04695a6be3850ada9523cdb692f634166c95854f93093412aff8ac07ac22", + "prepared_review_unit_hash": "c7b8b85b2d58e7b110223e4da084633e0b13909d6e56f5e61b750e8f153f4b0a", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36546, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35779, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster: the pairs mostly share broad subsystems or version/regression language, but they describe different bugs, models, or failure modes.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue cleanly represents the set; the items are heterogeneous and do not collapse to one underlying defect.", + "summary": "These issues are mostly unrelated one-off bugs, regressions, docs, and packaging problems. The soft-similarity pairs share broad vocabulary (v5, transformers, deepspeed, kernels, tokenizers), but not the same concrete underlying defect, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here: the set is too heterogeneous, and the soft-linked pairs do not point to one shared bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45656 is the most concrete current bug in the set and the clearest candidate for a representative active report, but it is still not a duplicate of the others.", + "best_issue_reason": "No best issue candidate. Every item is a distinct report, so picking one as the representative would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Both involve deepspeed/optimizer behavior, but one is an OOM with Adafactor and the other is a double-step bug; different symptoms and likely different code paths." + "reason": "Mistral tokenizer regex crash vs repo file listing revision propagation; unrelated code paths." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task failures and D-FINE auxiliary-loss behavior are unrelated model/task bugs." + "reason": "Tokenizer/task AttributeError vs missing aux losses in D-FINE; different models and failures." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Both are cleanup/CI-ish issues, but one is stale auto_mappings config references and the other is leftover dummy classes; different fixes." + "reason": "Both mention deepspeed/optimizer, but one is OOM in Adafactor and the other is double optimizer stepping." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files in processor.save_pretrained and a Chinese report about slower filtering after upgrade are unrelated." + "reason": "Missing processor save files vs performance slowdown after upgrade; no shared bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI issues, but one is stale auto_mappings entries and the other dummy PT leftovers." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend installation issue vs torch/transformers version incompatibility; different environments and failures." + "reason": "TensorFlow backend install issue vs torch/transformers version incompatibility; different root causes." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load bugs." + "reason": "Processor save_pretrained file omission vs gemma-4 zero3 from_pretrained failure; unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow from pip install .[torch] is unrelated to Python 3.9 support in Transformers 5.1.0." + "reason": "Backend dependency packaging issue vs Python version compatibility bug; not the same defect." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are entirely different problem types." + "reason": "Notebook syntax error vs Gemma4 device-mapping forward mismatch; completely different problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression affect different models and code paths." + "reason": "Different v5 regressions affecting different components: CamemBERT MLM outputs vs Deepseek tokenizer behavior." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "A docs mismatch for return_all_scores is not the same as incorrect Siglip2 inference outputs." + "reason": "Docs mismatch for return_all_scores vs bad SigLIP2 model/pipeline output; no shared code-path bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention kernels, but Ministral FlashAttention failure and compiled flex_attention failure on newer torch are distinct bugs." + "reason": "Both involve attention kernels, but one is Ministral FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model/config issues." + "reason": "Different model-loading/config problems with different models; not the same missing-field bug." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Missing generation cache in chunked_prefill and CLIPVisionModel hidden_states=None are separate regressions in different subsystems." + "reason": "Tokenizer loading regression vs ESM2 broken; same broad area only, but different failures." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-loading reports." + "reason": "Cache handling in generation chunked_prefill vs CLIPVision hidden_states output; unrelated implementation paths." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel import dependency validation and Qwen3.5 rotary-pos-emb registration are different kernel-related failures." + "reason": "Both mention kernels, but one is import-time dependency/version handling and the other is a model-specific decorator/registration crash." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch and intermittent import slowness are not the same bug." + "reason": "Docs behavior mismatch vs slow import; unrelated issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VL import and Python version support incompatibility are unrelated." + "reason": "Missing Qwen2.5-VL import symbol vs Python version support problem; no overlap in root cause." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing fields, but one is Llama4Config-specific and the other is trust_remote_code AutoConfig behavior; not the same defect." + "reason": "Both mention missing config fields, but they concern different models and different failure mechanisms." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are separate runtime errors." + "reason": "Storage type error vs Qwen3.5 chat crash; no shared bug." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." + "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading_report; unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Sentence-transformers import NameError and undefined TensorFlow backend error are different import-time issues." + "reason": "Tokenizer config save mismatch vs gemma-4 zero3 loading failure; different layers and symptoms." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer config saved with the wrong class and gemma-4 zero3 from_pretrained are different serialization/loading bugs." + "reason": "Import NameError in sentence-transformers integration vs TensorFlow backend packaging error; unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version compatibility are unrelated." + "reason": "AutoImageProcessor import failure vs Python version support issue; different classes of problem." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI-code leakage in loading_report and a wrong docstring for position_ids are not the same bug." + "reason": "ANSI code leakage vs docstring typo; no shared defect." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdowns and unrecognized model config loading are unrelated issues." - }, - { - "left": "issue:45103", - "right": "issue:46399", - "accept": false, - "reason": "auto_docstring crashing on future annotations and missing decorator registration for rotary-pos-emb are different code paths." + "reason": "Slow import vs unrecognized model/config missing model_type; unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning for num_return_sequences are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Both concern a missing loss under a flag, but they involve different models and objectives, so they are not the same underlying bug." + "reason": "xdist race on captured_info.txt vs stale generate warning; different test/runtime bugs." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "LoRA compatibility across hf4.x/main and Qwen3VL MoE loading on v5 are different version/model-loading regressions." + "reason": "auto_docstring crash with future annotations vs Qwen3.5 kernel registration error; unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "position_ids buffer access error and gemma-4 zero3 from_pretrained are distinct failures." + "reason": "Both concern losses, but one is load-balancing loss in MoE and the other auxiliary losses in D-FINE; not the same bug." } ] }, @@ -12122,20 +12029,22 @@ "component_index": 1, "component_count": 21, "review_unit_index": 39, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36246", "issue:41950", + "issue:42491", "issue:42757", "issue:42886", "issue:43257", "issue:43262", + "issue:43299", "issue:43352", "issue:43475", "issue:43526", @@ -12144,7 +12053,6 @@ "issue:43596", "issue:43673", "issue:43901", - "issue:44038", "issue:44162", "issue:44220", "issue:44242", @@ -12168,9 +12076,8 @@ "issue:45292", "issue:45362", "issue:45375", + "issue:45397", "issue:45561", - "issue:45584", - "issue:45701", "issue:45759", "issue:45859", "issue:46132", @@ -12180,252 +12087,238 @@ "issue:46506" ], "soft_pairs": [ + "issue:42491|issue:43299", + "issue:44295|issue:45397", "issue:43531|issue:45362", "issue:43526|issue:45003", "issue:41950|issue:44220", "issue:44246|issue:44871", "issue:44336|issue:44485", + "issue:43550|issue:46506", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:43550|issue:46506", "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:44734|issue:46424", "issue:44779|issue:45292", "issue:36246|issue:43596", - "issue:45003|issue:45561", "issue:45859|issue:46399", - "issue:43475|issue:46369", + "issue:45003|issue:45561", "issue:43901|issue:45003", + "issue:43475|issue:46369", "issue:44242|issue:44857", - "issue:44295|issue:44749", "issue:43257|issue:45137", + "issue:44295|issue:44749", "issue:43673|issue:44561", "issue:44496|issue:45003", "issue:43352|issue:45250", "issue:44162|issue:45200", - "issue:43262|issue:44246", "issue:45375|issue:45759", - "issue:44877|issue:45375", - "issue:45292|issue:45584", - "issue:45292|issue:45701", - "issue:44038|issue:46506", - "issue:44561|issue:46399" + "issue:43262|issue:44246", + "issue:44877|issue:45375" ], - "prepared_review_unit_hash": "eca71f0e8facb1dd84f498ca04cee033702b9482ff1571f9be1655c3d0ec2d51", + "prepared_review_unit_hash": "f10d6059c32d65242ead871de9489c60bebcdbf91bc6da6d7659769ee6337c8c", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36809, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "soft_pair_count": 29, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-specific runtime bugs, config/schema issues, cache behavior, and performance reports. None of the soft pairs look like the same underlying defect or change.", + "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated model-loading, cache, config, pipeline, and performance regressions, so all soft pairs should be rejected.", "confidence": 0.93, - "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated subsystems and failure modes.", + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too diverse and do not share one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue representative; the cluster is too diverse to collapse around one root cause.", + "best_issue_reason": "No issue is a strong global representative because the soft pairs do not converge on one concrete root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3-MoE/v5, but one is a LoRA loading/training incompatibility and the other is a multimodal model loading break; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "One is about reading position_ids after buffering, the other about Gemma-4 ZeRO3 from_pretrained; unrelated failures." + }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Different Qwen problems: sliding-window behavior vs chat crash." + "reason": "Qwen-related, but sliding_window attention and transformers chat crashes are distinct bugs." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Unrelated bugs: Beit fast processor label reduction vs sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Different pipelines/features: video-classification processor lookup vs fbank feature extraction." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance regression is unrelated to Gemma eos_token_id configuration." + "reason": "MoE load-balancing loss and Gemma eos_token_id config mismatch are not the same issue." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output cleanup is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation do not share a concrete failure path." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different root causes." + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:36246", - "right": "issue:44351", + "right": "issue:42757", "accept": false, - "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache export issue." + "reason": "Both are import errors, but for different missing symbols/modules and different root causes." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Different model/runtime paths: torch.compile+SDPA vs CPU/CUDA output mismatch." + "reason": "Different missing imports ('Qwen2_5_VLImageProcessor' vs 'HybridCache'); not the same bug." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Loading-report ANSI codes and cache max length behavior are unrelated." + "reason": "Terminal color codes in loading_report and cache max length handling are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are different bugs." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are separate concerns." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation crash is not the same as cache max_cache_length handling." + "reason": "KV cache continuation indexing and quantized-cache max length honoring are different cache bugs." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output changes are unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen import error and DeepSpeed/BertModel zero3 index error are unrelated." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "sys.modules access bug is unrelated to xdist captured_info.txt race." + "reason": "ImportError for a missing processor export and a DeepSpeed ZeRO3 BertModel index error are not the same problem." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both involve Qwen3.5 rotary code, but one is CPU-offload incompatibility and the other is a registration/decorator crash." + "reason": "CPU offload incompatibility and missing decorator registration for apply_rotary_pos_emb are distinct Qwen3.5 issues." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "SAM3 vision output attribute error and SAM3-litetext memory overflow are different failures." + "reason": "Unsafe sys.modules access and xdist file-race in testing utils are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access." + "reason": "Docs mismatch for return_all_scores does not match the sys.modules access bug." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "MoE load-balancing loss handling is unrelated to LwDetrImageLoss AMP crash." + "reason": "SAM3 output attribute access and SAM3 litetext memory overflow are different failures." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Position-ids buffer error and Chinese report of tokenizer slowdown are not the same bug." + "reason": "MoE router-loss logic and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Different DeepSpeed issues: Qwen3 MoE weight conversion vs deque underflow in ZeRO3." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and a generic ZeRO3 deque error are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A runtime buffer access error and a performance slowdown report do not match." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to removed is_torch_fx_available compatibility." + "reason": "Chunked-prefill cache missing and trust_remote_code breakage from a removed helper are unrelated regressions." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and sys.modules access are different loading-path problems." + "reason": "Unrecognized model_type config loading and unsafe sys.modules access are different root causes." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron FA2 unsupported error is not the same as the generic Flash Attention 2 topic." + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic FA2 issue title." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model bugs." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio chat-template sampling rate and import latency are unrelated." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are config-handling issues, but one drops a field and the other fails to unwrap text_config." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Granite_speech strict-loading failure and missing deepstack_visual_indexes are different config-schema problems." - }, - { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "resize_token_embeddings bug is unrelated to version-dependent tokenization changes." + "reason": "Both involve Qwen multimodal config handling, but one drops a field under @strict while the other fails to unwrap text_config; different bugs." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and PPDocLayoutV3 CPU/CUDA divergence are different issues." + "reason": "Audio chat-template sampling-rate defaults and MoE load-balancing loss are unrelated." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "trust_remote_code breakage from API removal is unrelated to Qwen3.5 rotary registration failure." + "reason": "Granite_speech strict-config loading and Qwen3_5MoeVisionConfig field dropping are different config-path issues." } ] }, @@ -12441,37 +12334,34 @@ "component_index": 1, "component_count": 21, "review_unit_index": 40, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:42886", "issue:43065", - "issue:43232", "issue:43408", "issue:43475", "issue:43540", - "issue:43646", "issue:43653", - "issue:43673", "issue:43906", "issue:43931", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44188", "issue:44297", - "issue:44361", "issue:44368", "issue:44466", "issue:44479", "issue:44483", + "issue:44561", "issue:44623", - "issue:44749", "issue:44877", "issue:44977", "issue:44987", @@ -12479,7 +12369,7 @@ "issue:45137", "issue:45200", "issue:45229", - "issue:45310", + "issue:45292", "issue:45335", "issue:45397", "issue:45412", @@ -12490,268 +12380,257 @@ "issue:45600", "issue:45656", "issue:45685", + "issue:45701", "issue:45987", "issue:46082", "issue:46123", "issue:46170", "issue:46202", + "issue:46399", "issue:46421", - "issue:46431" + "issue:46431", + "issue:46506" ], "soft_pairs": [ + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399", "issue:45137|issue:45600", "issue:44466|issue:45335", "issue:45412|issue:46123", "issue:44987|issue:45459", - "issue:43475|issue:43540", "issue:44479|issue:46170", - "issue:44995|issue:45200", + "issue:43475|issue:43540", "issue:44060|issue:44077", + "issue:44995|issue:45200", "issue:44368|issue:44977", "issue:45397|issue:45656", "issue:43653|issue:44162", "issue:45685|issue:46431", - "issue:43065|issue:43408", "issue:42886|issue:45229", "issue:44995|issue:45588", - "issue:43906|issue:46202", "issue:44877|issue:46170", + "issue:43065|issue:43408", "issue:44368|issue:45563", + "issue:43906|issue:46202", "issue:43931|issue:44368", "issue:44483|issue:46202", "issue:44188|issue:46202", "issue:45987|issue:46082", - "issue:45584|issue:46170", "issue:44188|issue:46421", + "issue:45584|issue:46170", "issue:43065|issue:46123", - "issue:44297|issue:44623", - "issue:44361|issue:44749", - "issue:43646|issue:44162", - "issue:44749|issue:45656", - "issue:43232|issue:43673", - "issue:44749|issue:45310", - "issue:44623|issue:45656" + "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "02765609dac9fb36f369e74921285a4461ae7b660638ffe3b70cd3734bdf0c7c", + "prepared_review_unit_hash": "61fd524e22053ea9f61f4db620ae7e228802ffc7c4b8d868a5cebf178fa3f8e2", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37300, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "soft_pair_count": 30, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the issues span unrelated tokenizer, generation, config, model-loading, and distributed/runtime bugs. No soft edge should be merged. If a representative is forced, issue 43646 is the broadest umbrella, but it still does not cover the rest.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous and the pairs are only loosely similar at a subsystem level.", + "summary": "This cluster is heterogeneous: the soft pairs share broad themes (tokenizers, resize/tie-weights, video, cache, config, DeepSpeed) but not the same underlying bug or mergeable fix. No soft pair should be deduplicated.", + "confidence": 0.82, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, 43646 is the broadest general regression report, but it is not a true duplicate target for the others.", + "best_issue_reason": "Issue 44479 is the broadest, most central regression report here (multi-model v5.3 video-input breakage) and is the closest thing to a cluster anchor, though the cluster is not actually a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Different bugs: DeepSpeed ZeRO3 deque IndexError vs stale Sam3LiteText config references in auto_mappings." + "reason": "Resize-token-embeddings behavior vs Whisper empty-transcription generation failure; unrelated code paths." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Embedding resize bug vs tokenizer-version behavior change; same library area, different defects." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "Qwen3-VL-Moe loading/runtime issue vs PPDocLayoutV3 CPU/CUDA mismatch; unrelated models and symptoms." }, { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "One is a transformers>=5.1.0 model-loading failure; the other is tokenizer error masking when protobuf is missing." + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of a utility used by trust_remote_code vs Qwen3.5 kernel registration bug; different fixes." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque crash vs Sam3LiteText mapping cleanup; no shared failure mechanism." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings/tied weights, but one is serialization/device-dependent and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak vs MaskGenerationPipeline partial-batch result dropping; unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Both are video-related, but they hit different model families and different code paths (SAM3 attribute error vs Qwen3OmniMoe video ValueError)." + "reason": "Model load failure on transformers>=5.1 vs tokenizer error masking when protobuf is missing; different failure modes." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression and a Windows ROCm torch.distributed import issue are unrelated." + "reason": "Video-input regression vs Windows/ROCm import dependency issue; unrelated subsystems." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Stale cache/indexer state on second forward is unrelated to mm_token_type_ids default handling." + "reason": "Both involve video-related models, but different model families and distinct missing-attribute/value errors." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different concerns: Qwen3-Next tied-weights warning vs patchtsmixer forbidding optional post_init." + "reason": "Tied-weights warning vs patchtsmixer post_init restriction; no shared underlying bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash vs Gemma 4 token-type defaulting issue; unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning during fine-tuning is not the same bug as flash-attention generation failure." + "reason": "Weight-tying warning vs flash-attention generation failure; same area only at a very high level." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 loading and DeepSpeed double optimizer.step are different distributed-training problems." + "reason": "Gemma-4 ZeRO3 from_pretrained issue vs optimizer.step being called twice under DeepSpeed; different code paths." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to the broad ESM2 breakage report." + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 broken report; unrelated components." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram on Int in MoE is unrelated to missing chat template in processor.apply_chat_template." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type/config mismatch warning." + "reason": "MPS histogram/int kernel limitation vs missing chat template error; unrelated." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + "reason": "Offline tokenizer-cache loading vs Gemma4 multi-GPU CUDA OOM; not the same bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Cache/indexer staleness is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Stale cache indexing crash vs flash_attention s_aux=None AttributeError; unrelated." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are different bug reports." + "reason": "Strict config loading failure vs Windows ROCm import/type error; different causes." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Strict granite_speech config loading and Windows ROCm torch.distributed import errors are unrelated." + "reason": "Same SAM3 family, but one is a dummy Conv2d placeholder and the other is a model-type warning; not the same defect." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-embeddings warning is not the same as a stale paged-generate warning about num_return_sequences." + "reason": "Weight-tying warning vs stale num_return_sequences warning; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an older issue vs Gemma pipeline roundtrip failure on \u2581; no concrete overlap." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tie_word_embeddings warnings are different loading issues." + "reason": "Qwen3-VL weight-shape mismatch vs tie_word_embeddings warning; different model/load problems." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma pipeline tokenizer roundtrip failure." + "reason": "Chat-completions request validation vs Gemma tokenizer roundtrip issue; unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline token roundtrip behavior." + "reason": "Torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; no shared code path." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different API issues." + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; unrelated." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Windows ROCm import problem." + "reason": "Attention-kernel branching under compile vs cache lazy init causing recompilation; different bugs." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Both mention performance/compile behavior, but one is kernel divergence and the other is cache lazy-init causing recompilation." + "reason": "Whisper empty-transcription failure vs Windows ROCm import dependency problem; unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy layer and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "SAM3 pixel-decoder placeholder bug vs MaskGenerationPipeline final-batch handling; unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is processor file omission." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer AttributeError and a broad slowdown after upgrade are different failures." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "A generic Transformers 5.0.0 custom-init regression does not duplicate the ESM2-specific breakage." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Filtering slowdown after upgrade is unrelated to DeepSpeed calling optimizer.step twice." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both are generation/cache-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence." - }, - { - "left": "issue:44749", - "right": "issue:45310", - "accept": false, - "reason": "Upgrade slowdown and Qwen3.5 MoE from_pretrained errors are unrelated." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Missing processor save_pretrained files is unrelated to the DeepSpeed double-step optimizer issue." + "reason": "Tokenizer save_pretrained class metadata mismatch vs processor.save_pretrained missing files; both serialization-related but not the same issue." } ] }, @@ -12767,40 +12646,39 @@ "component_index": 1, "component_count": 21, "review_unit_index": 41, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:41628", - "issue:42175", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", "issue:43232", - "issue:43278", "issue:43475", "issue:43482", "issue:43525", "issue:43643", + "issue:43646", + "issue:43673", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", "issue:44038", + "issue:44162", "issue:44188", - "issue:44222", "issue:44351", + "issue:44361", "issue:44623", - "issue:44792", + "issue:44749", "issue:44869", "issue:44871", "issue:44933", @@ -12818,6 +12696,7 @@ "issue:45397", "issue:45406", "issue:45478", + "issue:45656", "issue:45753", "issue:46132", "issue:46202", @@ -12825,11 +12704,17 @@ "issue:46399" ], "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:44623|issue:45656", + "issue:43232|issue:43673", "issue:44871|issue:46132", "issue:42994|issue:43482", - "issue:44869|issue:45356", "issue:43475|issue:43643", "issue:45230|issue:45397", + "issue:44869|issue:45356", "issue:42371|issue:45092", "issue:28282|issue:30990", "issue:41628|issue:44933", @@ -12846,240 +12731,227 @@ "issue:43873|issue:44945", "issue:41628|issue:44351", "issue:42673|issue:43704", - "issue:45081|issue:45103", "issue:44945|issue:45753", - "issue:42994|issue:43824", - "issue:44222|issue:45310", - "issue:44038|issue:45310", - "issue:36010|issue:41628", - "issue:43232|issue:44792", - "issue:42831|issue:44222", - "issue:43278|issue:45137", - "issue:42175|issue:44933" + "issue:45081|issue:45103", + "issue:42994|issue:43824" ], - "prepared_review_unit_hash": "fd4ec3cc96f35af14eb45a71c652f0bc093014675ce612856b1a0adc116e5abf", + "prepared_review_unit_hash": "015db64e2c6ec08a0d25b863fa9bd33380bfd4415125cb1f572cd1e566dc7b29", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36729, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "soft_pair_count": 30, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate issue pair and several loosely related transformer/model-loading bugs that should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:42673 is the clearest canonical anchor: it has an exact duplicate in issue:43704 and a fuller discussion, while most other items are unrelated or only broadly similar.", + "summary": "Most candidate pairs are still unrelated Transformer bugs, but there are now at least two clear exact-duplicate pairs in the packet: issue:42673/issue:43704 and issue:45375/issue:45478. The Qwen3.5 MoE reports also form a broader duplicate cluster around the same Transformers>=5.4.0 from_pretrained/config-loading regression, with issue:45310 as the best anchor.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the clearest anchor for the Qwen3.5 MoE Transformers>=5.4.0 loading regression, and it sits at the center of the cluster that includes the exact duplicate title pair issue:45375/issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best single issue to keep as representative because it is a concrete, well-scoped bug report with an exact duplicate and stronger signal than the rest.", + "best_issue_reason": "issue:45310 is the best representative issue because it is explicit about the version regression and captures the broader Qwen3.5 MoE loading failure rather than just one narrower symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: tokenizer/task AttributeError vs a filtering slowdown regression." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad regressions, but they describe different failures and not the same concrete bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown is unrelated to duplicated optimizer stepping under Deepspeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance slowdown during filtering is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files is unrelated to duplicated optimizer stepping." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but they are different code paths and symptoms." + }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different problems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + "reason": "Gemma EOS-token config mismatch is unrelated to attention registration behavior." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Both involve model I/O, but one is quantized saving and the other is a Qwen2.5-GGUF load failure." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer/decoding regressions, but they affect different code paths and models." + "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are different operations and likely different bugs." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing attribute on SAM 3 video output is unrelated to trust_remote_code dropping fields in AutoConfig." + "reason": "Both mention missing fields, but one is a SAM output attribute error and the other is AutoConfig returning incomplete fields." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs a specific Gemma-4 zero3 from_pretrained failure." + "reason": "A generic bug report does not match a specific gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash is unrelated to the Kimi tokenizer regression." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings are unrelated to remote-code/meta-initialization incompatibility." + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-init incompatibility." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and a Sentence Transformers loading stall are different failure modes." + "reason": "PyTorch missing ImportError is not the same as Sentence Transformers hanging on load." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols and different underlying API exposure issues." + "reason": "Both are import-related, but they refer to different missing symbols and different failure points." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different model families and symptoms: missing SAM 3 field vs wrong qwen2.5-vl video position ids." + "reason": "Different model families and different vision-position/encoder bugs." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe v5 bug is unrelated to processor save_pretrained missing files." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough evidence they are the same bug." + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE v5.4.0 from_pretrained error, so this is a clear duplicate." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Related Qwen3.5 MoE area, but one reports from_pretrained failure and the other a missing vision config field." + "accept": true, + "reason": "Same Qwen3.5 MoE Transformers>=5.4.0 loading regression; 45375 narrows the same bug to a missing-field symptom." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized model saving failure is unrelated to a missing pad_token_id on Llama4Config." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "sentence-transformers import NameError and a Qwen3.5 kernel registration crash are different code paths." + "reason": "Importing sentence-transformers with latest transformers is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading issue and mistral_common continue_final_message bug are different tokenizer problems." + "reason": "Tokenizer loading regression and continue_final_message behavior on mistral_common are different bugs." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is not the same as Gemma pipeline roundtrip failure on \u2581." + "reason": "Gemma4Processor _tokenizer crash is not the same as Gemma pipeline roundtrip failure on the \u2581 token." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs sync issue and attention-kernel divergence under torch.compile are different bugs." + "reason": "Generation kwargs/cache handling is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and incorrect outputs under pipeline parallelism are not the same defect." + "reason": "Quantization offloading issue is unrelated to pipeline parallelism output corruption." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different API regressions." + "reason": "Different missing imports from the public API; same broad area, but not the same underlying bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Tokenizer regex crash and auto-docstring annotation crash are unrelated." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, so this is a clear duplicate." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption is not the same as Qwen3_5 image-induced infinite loop." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized save failure and missing Qwen2.5-VL import are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained error are adjacent but not clearly the same underlying bug." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Different model variants and failure surfaces: Qwen3-VL-Moe bug vs Qwen3.5 MoE load error." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Two import errors, but for different missing symbols and different regressions." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to janus image-generation test failure." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained failure are different problems." + "reason": "Incorrect outputs under pipeline parallelism are not the same as an infinite loop on a specific image." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO3 deque errors." + "reason": "Tokenizer regex/backend-tokenizer crash is unrelated to auto-docstring crashes with future annotations." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "TF backend packaging issue is unrelated to missing image_utils exports." + "reason": "Quantized saving failure is unrelated to a missing Qwen2.5-VL import." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate call on issue:42673 / issue:43704 is supported by the identical title and higher discussion activity on 42673, and the other soft-edge rejections avoid overclaiming shared cause." + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative and grounded, but the summary overstates the evidence: there is more than one clear exact-duplicate pair in the packet. In particular, issue:45375 and issue:45478 have the same title and look like an exact duplicate cluster, so saying the only clear exact duplicate is the Qwen3ForCausalLM VRAM leak report is inaccurate. The Qwen3.5 MoE cluster characterization is reasonable, but the summary should not single out only one exact duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13089,24 +12961,26 @@ "component_index": 1, "component_count": 21, "review_unit_index": 42, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ - "issue:27957", "issue:30333", "issue:30990", "issue:33290", - "issue:34689", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", "issue:42222", + "issue:42831", "issue:42898", - "issue:43295", + "issue:43232", + "issue:43278", "issue:43377", "issue:43479", "issue:43504", @@ -13116,30 +12990,27 @@ "issue:43874", "issue:43976", "issue:44016", - "issue:44060", + "issue:44038", "issue:44075", "issue:44079", "issue:44222", "issue:44242", - "issue:44295", - "issue:44297", "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", "issue:45092", "issue:45103", - "issue:45125", + "issue:45137", "issue:45200", "issue:45310", "issue:45356", - "issue:45405", "issue:45561", "issue:45600", - "issue:45656", "issue:45712", "issue:45812", "issue:46077", @@ -13147,6 +13018,13 @@ "issue:46231" ], "soft_pairs": [ + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:42175|issue:44933", "issue:44496|issue:45561", "issue:42175|issue:45712", "issue:43504|issue:45561", @@ -13160,239 +13038,225 @@ "issue:44623|issue:45310", "issue:43479|issue:44869", "issue:42222|issue:45200", - "issue:43479|issue:44079", "issue:43874|issue:45092", - "issue:43784|issue:43824", + "issue:43479|issue:44079", "issue:42898|issue:45812", "issue:44016|issue:46231", + "issue:43784|issue:43824", "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:44734|issue:45103", "issue:44075|issue:46231", - "issue:42898|issue:45356", - "issue:44295|issue:45656", - "issue:42898|issue:43295", - "issue:27957|issue:30333", - "issue:45405|issue:45712", - "issue:30333|issue:34689", - "issue:44060|issue:45125", - "issue:44933|issue:45712", - "issue:44222|issue:44297" + "issue:42898|issue:45356" ], - "prepared_review_unit_hash": "593701627c610e8bb98df941ba1210286a5fd81c662eeac9d326dc52e1ce073a", + "prepared_review_unit_hash": "11a6e2a1182e6419123168e1ff8701307283de085589984f8dfc87f115d7f48a", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37221, - "estimated_input_tokens": 9306, - "estimated_eval_tokens": 18868 - }, - "overflow_policy": "truncate_then_skip", + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36218, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most items are unrelated bugs/regressions across different models, configs, tests, and docs. A small subset concerns tokenizer/v5 behavior, but none of the soft pairs look like the same underlying issue or a mergeable PR duplicate.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the set spans many unrelated subsystems, so it cannot be deduped to one underlying bug.", + "summary": "No strong duplicates here: the items mostly span distinct bugs across tokenizers, model loading, multimodal configs, generation, and testing infra. Several pairs are superficially similar because they mention v5 regressions or tokenizer/model-loading failures, but they affect different code paths and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the most central, concrete, and user-facing report in this set: a specific from_pretrained failure for Qwen3.5-Moe on transformers>=5.4.0. It has the strongest superficial overlap with other versioned-model regressions, but it is still distinct from them.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:42898 is the closest theme anchor because several other items are tokenizer/v5 regressions, but it still does not represent the cluster as a whole.", + "best_issue_reason": "issue:45310 is the best representative issue overall because it is narrowly scoped, actionable, and clearly describes a single failure mode rather than a broad symptom or packaging/docs problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Moe, but one is about save_pretrained serialization and the other is a from_pretrained loading regression; different code paths and not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/Moe and transformers v5, but they target different model families and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "ImportError for GenerationMixin and ImportError for AutoImageProcessor are unrelated missing-symbol issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is a generation-flow bug; the Janus test failure is a different image-generation issue." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior; not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque underflow are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extra/backend dependency problems are not the same as a nonexistent import from image_utils." + }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading vs pytest-xdist file-race in tests; unrelated bugs." + "reason": "Unrecognized model/config loading and a pytest-xdist file race are completely different issues." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging extras backend omission vs leftover dummy classes cleanup; different problems." + "reason": "Missing tensorflow backend from extras and leftover dummy classes leaking into dir()/check_repo are separate packaging problems." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy BEiT preset loading vs test utility race on captured_info.txt; unrelated." + "reason": "Legacy-field model loading and a captured_info.txt race in tests do not share the same code path." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test-file race vs stale auto_mappings references; different code paths." + "reason": "A parallel test race and stale auto_mappings references are unrelated CI failures." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version support bug vs missing import from image_utils; unrelated." + "reason": "Python version compatibility and a bad image_utils import are different classes of bugs." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failure vs deepspeed Adafactor OOM; unrelated." + "reason": "MLFlow reporting after failed training and OOM with Adafactor/DeepSpeed do not describe the same failure." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang vs token-embedding resize reinit bug; not the same issue." + "reason": "A loading hang for Sentence Transformers and embedding reinitialization on resize are unrelated behaviors." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask bug vs pipeline final partial-batch handling; distinct failures." + "reason": "Gemma4 attention-mask construction and partial-batch result dropping in a pipeline are different bugs." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask mismatch vs MoE load-balancing loss omission; different model behaviors." + "reason": "MIMI padding-mask inconsistency and missing load-balancing loss for MoE routing are distinct model behaviors." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is add_special_tokens BOS/EOS handling; not the same bug." + "reason": "Tokenizer cleanup-space behavior change and missing BOS/EOS insertion are both tokenizer regressions, but they affect different APIs and outputs." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; unrelated." + "reason": "processor.save_pretrained missing files is a serialization artifact problem, not a Qwen3.5-Moe from_pretrained load error." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config None default initialization vs Whisper word-timestamp decode crash; unrelated." + "reason": "Multimodal config initialization and Whisper word-timestamp decoding are unrelated subsystems." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose model loading vs Gemma4 mm_token_type_ids defaulting; different issues." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config default construction vs ModelOutput key assignment bug; unrelated." + "reason": "Broken vitpose checkpoints and Gemma4 token-type defaults are different model-specific issues." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method vs InternVL2 meta-init incompatibility; distinct multimodal loading bugs." + "reason": "Missing get_number_of_image_patches and remote-code meta-init incompatibility are different multimodal-loading bugs." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL export; unrelated." + "reason": "Config-default initialization and ModelOutput key assignment are unrelated internal-data-shape bugs." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and code paths; not the same underlying fix." + "reason": "These are both tokenizer regressions, but one concerns cleanup-space semantics while the other is wrong token IDs for Granite models." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs docs parameter-name mismatch; not duplicates." + "reason": "A notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "NameError on nn import and missing Qwen2.5-VL class import are different import failures." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer v5 loading issue vs add_special_tokens behavior change; related domain, but different bugs." + "reason": "AutoTokenizer loading issues in v5 and add_special_tokens behavior changes are distinct tokenizer problems." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenizer regression themes, but clean_up_tokenization_spaces and DeepSeek codec behavior are different failure modes." + "reason": "cleanup_spaces behavior and Deepseek incorrect tokenizer output are separate tokenizer regressions." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache tensor indexing crash vs auto_docstring future-annotations crash; unrelated." + "reason": "KV-cache continuation indexing in serve and auto_docstring crashes under future annotations are unrelated." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD args ignored vs documentation parameter naming; not the same issue." + "reason": "Unused SGD args and a documentation parameter-name typo are not the same bug." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both touch tokenization, but one is space-cleanup behavior and the other is Kimi-K2.5 codec handling; distinct bugs." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Position_ids buffer access error vs deepspeed double optimizer step; unrelated." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup regression vs processor.tokenizer/image-passing regression; same broad version area, different code paths." - }, - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs MLflow reporting failure; unrelated." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "PEFT version pin issue vs dummy class cleanup; unrelated." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLflow job-state reporting vs Llama 3.2 vision model loading regression; different bugs." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Qwen3-Next tied-weights warning vs missing _tp_plan for Qwen3_5Moe; same family but not the same fix." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Missing import from image_utils vs dummy PT objects cleanup; unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch on save_pretrained; different components." + "reason": "Both are tokenizer regressions, but one is about clean_up_tokenization_spaces and the other is codec-handling / warning behavior in Kimi-K2.5." } ] }, @@ -13408,309 +13272,310 @@ "component_index": 1, "component_count": 21, "review_unit_index": 43, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:22355", + "issue:27957", "issue:28282", "issue:30333", + "issue:34689", "issue:35141", "issue:36331", "issue:41628", "issue:42757", "issue:42796", "issue:42831", + "issue:42898", "issue:43122", "issue:43232", + "issue:43295", "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:44190", + "issue:44060", "issue:44206", "issue:44222", - "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", "issue:44448", "issue:44484", "issue:44485", "issue:44623", - "issue:44734", - "issue:44871", + "issue:44933", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45125", "issue:45245", "issue:45310", - "issue:45357", "issue:45381", + "issue:45405", "issue:45656", - "issue:45834", + "issue:45712", "issue:46082", "issue:46132", "issue:46209", "issue:46305", - "issue:46421", "issue:46424", "issue:46431" ], "soft_pairs": [ + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297", "issue:30333|issue:36331", "issue:30333|issue:35141", "issue:44297|issue:45656", - "issue:43479|issue:43644", "issue:22355|issue:28282", - "issue:44448|issue:46132", + "issue:43479|issue:43644", "issue:42831|issue:44623", + "issue:44448|issue:46132", "issue:44222|issue:44623", "issue:42796|issue:43723", "issue:45245|issue:46132", - "issue:41628|issue:42757", "issue:43475|issue:46305", + "issue:41628|issue:42757", "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:45381|issue:46305", - "issue:46209|issue:46431", "issue:44263|issue:45092", + "issue:46209|issue:46431", "issue:43122|issue:46209", - "issue:43723|issue:44977", - "issue:44222|issue:44484", "issue:44373|issue:44485", + "issue:44222|issue:44484", + "issue:43723|issue:44977", "issue:44206|issue:45103", - "issue:43232|issue:46424", - "issue:44734|issue:46421", - "issue:44190|issue:46082", - "issue:43232|issue:45834", - "issue:44295|issue:44623", - "issue:43723|issue:44871", - "issue:44263|issue:44360", - "issue:44261|issue:45092", - "issue:45092|issue:45357" + "issue:43232|issue:46424" ], - "prepared_review_unit_hash": "ca097c9ae9056261f27dec86428bd560c28694a7793abd80e6e11e1993abec41", + "prepared_review_unit_hash": "051e8981180a2b5109ef3a246c992b8dd06452fdd9db53d880bdefa63abecd57", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36225, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "serialized_chars": 36770, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a heterogeneous grab-bag of unrelated Transformers bugs/regressions; none of the soft pairs look like true duplicates or the same underlying fix. No PRs were provided.", - "confidence": 0.95, - "canonical_issue_reason": "issue:46305 is an active open report with strong discussion/inbound references and a crisp, reproducible bug description; among this mixed set it is the best anchor, though the cluster is not actually a duplicate group.", + "summary": "This cluster is highly heterogeneous: the issues cover unrelated import errors, tokenizer regressions, model-specific bugs, training/runtime behavior, and config/serialization changes. None of the soft pairs looks like the same underlying bug or change, so all should stay separate. If forced to choose a representative issue, the MLflow training-job failure report is the broadest and most self-contained bug report in the set.", + "confidence": 0.97, + "canonical_issue_reason": "issue:30333 is a clear, well-scoped bug report with substantial discussion and a concrete operational failure mode; among unrelated items, it is a reasonable representative despite the cluster lacking a true common theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46305 has the clearest current bug report and the strongest signal as an open, actively referenced issue.", + "best_issue_reason": "issue:30333 has the strongest combination of discussion activity, specificity, and user-impacting behavior, so it is the best single issue candidate here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems and failure modes: buffer registration/readout vs deepspeed optimizer stepping." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization-space cleanup behavior and the other is processor/tokenizer image-handling compatibility." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated problems: Flash Attention 2 for XLM-RoBERTa vs MLflow reporting for failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: MLflow job status reporting vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes and repo checks." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen models, but one is a tied-weights warning and the other is missing tensor-parallel metadata; not the same defect." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import surface cleanup in image_utils is unrelated to dummy class leftovers in dummy_pt_objects." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch." + }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Different subsystems: MLflow job status reporting vs a Trainer signature regression." + "reason": "Training-job MLflow reporting bug is unrelated to CustomTrainer compute_loss signature regression." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Unrelated problems: MLflow reporting vs embedding reinit after resize." + "reason": "Different code paths: MLflow reporting vs embedding resize/post_init reinitialization." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed double optimizer stepping." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Multimodal config initialization bug vs non-persistent buffer serialization bug." + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed optimizer-step behavior." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different import errors with different causes: missing transformers.onnx vs missing PyTorch." + "reason": "Different import/dependency issues: missing transformers.onnx module vs missing PyTorch for AutoModel." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Model output regression vs AttentionInterface.register behavior change are not the same bug." + "reason": "Multimodal config default initialization bug is unrelated to non-persistent buffer junk filling." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + "reason": "FP8 accuracy issue is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4-v5 output regression and AttentionInterface.register behavior change are different problems." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 model save behavior and the other is processor file emission." + "reason": "Both touch save_pretrained, but one is model FP8 MoE saving and the other is processor artifact saving." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling and AutoTokenizer loading errors are different tokenizer bugs." + "reason": "Tokenizer BPE marker handling in a specific model is unrelated to a generic AutoTokenizer loading regression." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit is unrelated to AttentionInterface.register behavior changes." + "reason": "Category-limit runtime error and attention registration behavior change are unrelated." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Different missing-import failures from different packages and code paths." + "reason": "SAM 3 Video missing attribute bug is unrelated to MoonshineStreaming sliding-window masking." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming sliding-window off-by-one are unrelated." + "reason": "Both are import errors, but they involve different missing symbols from different packages and causes." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_class save metadata bug is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors in v5.4.0+." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both involve config validation, but they are different constraints and failure modes." + "reason": "PretrainedConfig type-checking regression is not the same as explicit head_dim validation in LlamaConfig." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to streaming mask window sizing." + "reason": "Qwen2.5-VL position-id bug and MoonshineStreaming mask off-by-one are different sequence-processing issues." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FP8 inference on B200 and missing chat template are distinct issues." + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to meta-initialization compatibility for old InternVL2 checkpoints." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "DSA indexer split-return bug is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "FP8 inference on B200 and processor chat-template availability are unrelated failures." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization regression and FP8 B200 inference failure are different code paths." + "reason": "Tokenizer output differences across versions are unrelated to FP8 inference on new GPU architectures." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer loading regression vs flash-attention generation bug are unrelated." + "reason": "Wrong position_ids docstring and GLM-5 RoPE implementation discussion are not the same bug." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug is not the same as max_shard_size documentation/behavior question." + "reason": "FP8 MoE save_pretrained bug is unrelated to the 50GB shard-size default question." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Docstring typo and GLM-5 RoPE implementation issue are not the same underlying bug." + "reason": "Generic tokenizer loading issue and Qwen3.5 flash-attention generation bug are different code paths." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg crash and auto_docstring annotations crash are unrelated." + "reason": "Feature-extractor argument validation and auto-docstring annotation parsing are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Different generation/cache bugs: sync_gpus kwargs update vs max_cache_length honoring." - }, - { - "left": "issue:44734", - "right": "issue:46421", - "accept": false, - "reason": "Serve KV-cache tensor indexing crash and chunked-prefill recompilation are different cache problems." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading issue is unrelated to LlamaConfig head_dim validation." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index overflow." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Position_ids buffer read error is unrelated to missing files in processor.save_pretrained." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different bugs." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Same component family, but split return values vs missing ReLU are separate DSA-indexer defects." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "RMS norm epsilon precision issue is unrelated to meta-init checkpoint incompatibility." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys are different Qwen3.5/InternVL bugs." + "reason": "Generation kwargs update after sync_gpus is unrelated to cache max length handling." } ] }, @@ -13726,13 +13591,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 44, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:22355", "issue:27957", @@ -13741,288 +13606,244 @@ "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", - "issue:42796", "issue:42831", "issue:42886", "issue:42907", - "issue:42994", "issue:43066", - "issue:43122", "issue:43232", "issue:43408", "issue:43479", - "issue:43550", - "issue:43576", "issue:43644", - "issue:43646", - "issue:43784", + "issue:43723", "issue:43824", "issue:44038", - "issue:44188", + "issue:44190", "issue:44261", "issue:44263", "issue:44279", + "issue:44295", + "issue:44360", "issue:44368", "issue:44373", "issue:44483", "issue:44568", + "issue:44623", + "issue:44734", "issue:44829", + "issue:44871", "issue:44913", + "issue:45092", "issue:45278", "issue:45310", + "issue:45357", "issue:45406", - "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", - "issue:46132", + "issue:46082", "issue:46305", "issue:46328", - "issue:46369", - "issue:46402" + "issue:46402", + "issue:46421" ], "soft_pairs": [ + "issue:44734|issue:46421", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:45092|issue:45357", "issue:30990|issue:38175", - "issue:43644|issue:46305", - "issue:42907|issue:46050", "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:43644|issue:46305", "issue:42831|issue:45310", "issue:44263|issue:44373", "issue:44829|issue:46002", "issue:44483|issue:45406", "issue:41628|issue:43824", "issue:42831|issue:44038", - "issue:43479|issue:44913", "issue:22355|issue:27957", + "issue:43479|issue:44913", "issue:43408|issue:46402", - "issue:42757|issue:45278", "issue:22355|issue:28218", "issue:42831|issue:45753", + "issue:42757|issue:45278", "issue:39401|issue:44568", - "issue:42886|issue:43066", "issue:44368|issue:46305", "issue:27957|issue:30990", - "issue:42796|issue:43122", - "issue:43232|issue:45593", - "issue:43408|issue:46369", - "issue:42886|issue:42994", - "issue:43576|issue:43784", - "issue:43550|issue:46132", - "issue:43646|issue:46002", - "issue:44188|issue:44373", - "issue:42371|issue:44263", - "issue:44261|issue:44373" + "issue:42886|issue:43066" ], - "prepared_review_unit_hash": "1fb361f47105c261bd86ab5cc9c02c393d7138695b317b7bba0d58f3a325707b", + "prepared_review_unit_hash": "f8aaba598170b1929bd23fd7e20be2f72a197ec74709adc0a826d10ce92c7434", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36238, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "soft_pair_count": 28, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues; the soft links mostly reflect superficial similarity in wording (tokenizers, imports, version regressions, model-specific bugs) rather than the same underlying defect. I would not merge any of the soft pairs.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs and regressions across imports, tokenizers, quantization, configs, and model-specific behavior.", + "summary": "All suggested pairs are different bugs or changes, not true duplicates. Most only share a broad subsystem name (tokenizers, configs, serving, quantization) without the same concrete code path.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest representative because it is a concrete tokenizer-regression report with cross-version impact and sits closest to several other tokenizer-related reports, though it is not a true duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Different failures: Sentence-Transformers loading hang vs SIGLIP2 zero-probability outputs." + "reason": "Serving KV-cache continuation crash vs lazy cache init recompilation; different failure modes and code paths." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Unrelated bugs: non-persistent buffer junk in v5 vs an off-by-one streaming mask window." + "reason": "Dataset-loading example bug vs Llama config head_dim validation; unrelated." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Both are quantization/save-load issues, but they involve different quantization stacks and different concrete failures." + "reason": "Generation after sync_gpus vs Kosmos2.5 OCR long-input index error; not the same bug." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Dependency complaint vs a SequenceFeatureExtractor.pad performance regression; not the same bug." + "reason": "Position_ids buffer read issue vs processor.save_pretrained missing files; different areas." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Different model/problem: FineGrainedFP8 accuracy drift vs Qwen3.5 MoE from_pretrained error." + "reason": "Tokenizer loading regression vs Gemma eos_token_id inconsistency; related only at a high level." }, { "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "Code bug in GlmMoeDsaIndexer vs a docstring issue; not a duplicate." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Different code paths: flash_attention_3 training degeneration vs NaNs on checkout/init." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Chat-completions API rejection vs a Gemma4Processor attribute crash in serve; distinct failures." - }, - { - "left": "issue:41628", - "right": "issue:43824", + "right": "issue:44360", "accept": false, - "reason": "Different missing imports for different symbols; same broad theme but not the same bug." + "reason": "GlmMoeDsaIndexer torch.split behavior vs missing ReLU in DSA indexer; distinct defects." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Different model-specific regressions: FP8 accuracy issue vs Qwen3-VL-Moe behavior." + "reason": "MLA rms_norm_eps precision issue vs remote-code meta-init incompatibility; different root causes." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Different config persistence bugs affecting unrelated fields/models." + "reason": "Checkpoint meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; separate bugs." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + "reason": "Loading hang in Sentence Transformers vs zero-probability output in SigLIP2; unrelated." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Same model family, but different symptoms: wrong model-type warning vs text encoder weights not loading." + "reason": "General dependency issue vs SequenceFeatureExtractor.pad performance regression; not the same issue." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Generic import failures after upgrade are too broad; these are not the same concrete missing-symbol bug." + "reason": "Dequantized model save failure vs sinq quantized save/load breakage; similar theme but different concrete bugs." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Import error vs tokenizer spacing behavior; unrelated." + "reason": "Non-persistent buffer junk vs streaming sliding-window off-by-one; different code paths." }, { "left": "issue:42831", - "right": "issue:45753", + "right": "issue:45310", "accept": false, - "reason": "Different defects: FP8 accuracy issue vs an image-triggered infinite loop." + "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 Moe from_pretrained error; unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Both tokenizer-related, but one is offset mapping and the other is special-token insertion on a different model." + "reason": "Indexer tensor-splitting bug vs docstring mismatch for position_ids; not duplicates." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Offline cache loading bug vs wrong tokenizer decoder type in v5; different failure modes." + "reason": "flash_attention_3 training degeneration vs NaNs after checkout/init; distinct symptoms and likely causes." }, { - "left": "issue:44368", - "right": "issue:46305", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Fine-tuning warning about tie_word_embeddings vs a streaming sliding-window off-by-one." + "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer crash; different serving failures." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Different model-specific issues: Flash Attention 2 support vs Sentence-Transformers loading hang." + "reason": "Missing AutoImageProcessor export vs missing Qwen2_5_VLForConditionalGeneration export; same broad import class, but different symbols and fixes." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (BPE markers vs version-to-version tokenization change)." + "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Default multimodal config initialization vs rotary_pct not persisting on reload; different config bugs." }, { "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "Different SAM3 problems: warning/model-type mismatch vs memory overflow." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving failure; not the same bug." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Transformers env CLI breakage vs sentence-transformers import NameError; unrelated." - }, - { - "left": "issue:43550", - "right": "issue:46132", - "accept": false, - "reason": "Attention-related, but one is a Bamba torch.compile/SDPA failure and the other is API behavior of registered attention functions." - }, - { - "left": "issue:43646", - "right": "issue:46002", + "right": "issue:46402", "accept": false, - "reason": "Both involve initialization, but one is junk non-persistent buffers and the other is NaNs in classification heads." + "reason": "Wrong sam3 model-type warning vs Sam3Model text encoder weights not loaded; unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Different areas entirely: torch.compile attention-kernel divergence vs a docstring correction." + "reason": "Specific huggingface_hub import failure vs broad import errors after upgrade; overlap is too generic to merge." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "TF32 settings guidance vs a torch.split return-value issue; unrelated." + "reason": "Wrong offset_mapping vs add_special_tokens not adding BOS/EOS; tokenizer regressions but different behavior." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Precision/config bug in MLA q_a_layernorm vs a docstring issue; not duplicates." + "reason": "Offline cache tokenizer loading failure vs wrong tokenizer decoder type in v5; different underlying bugs." } ] }, @@ -14038,316 +13859,601 @@ "component_index": 1, "component_count": 21, "review_unit_index": 45, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ - "issue:22355", - "issue:29127", - "issue:29159", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", - "issue:42175", - "issue:42757", + "issue:42371", + "issue:42796", + "issue:42886", "issue:42907", + "issue:42994", "issue:43116", "issue:43122", - "issue:43278", + "issue:43232", "issue:43408", - "issue:43452", - "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44222", + "issue:44188", + "issue:44261", + "issue:44263", "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:44938", "issue:44945", "issue:44964", "issue:45200", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", + "issue:45593", "issue:45600", - "issue:46326" + "issue:46002", + "issue:46132", + "issue:46326", + "issue:46369", + "issue:46614" ], "soft_pairs": [ + "issue:43408|issue:46369", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:43576|issue:43784", + "issue:44261|issue:44373", "issue:44117|issue:44704", "issue:42907|issue:44945", "issue:44295|issue:44297", "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:41628|issue:45278", - "issue:43784|issue:45600", "issue:39401|issue:44488", - "issue:42907|issue:43937", + "issue:43784|issue:45600", "issue:43976|issue:44945", + "issue:42907|issue:43937", "issue:42907|issue:44964", "issue:44704|issue:45290", "issue:44360|issue:44485", - "issue:39401|issue:44521", "issue:43122|issue:44521", + "issue:39401|issue:44521", "issue:43122|issue:46326", "issue:44625|issue:44829", - "issue:43116|issue:45200", "issue:44038|issue:44297", - "issue:43408|issue:43475", - "issue:42907|issue:43452", - "issue:44038|issue:44295", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:45216|issue:45478", - "issue:43122|issue:44779", - "issue:22355|issue:29159", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:22355|issue:29127" + "issue:43116|issue:45200", + "issue:39401|issue:46614" ], - "prepared_review_unit_hash": "a915efb201758ba6f8b4ab628f0df08e1a7da37f0c60da38f5ba14cb7ef20446", + "prepared_review_unit_hash": "93bb92466c36da2e0fba6e640017d55111b78c2d5e2a084e8b9282996ab29c5a", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36373, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports with some superficial textual similarity around tokenizers, imports, and model-family regressions. I found no soft pair that clearly describes the same underlying bug or change, so all candidate merges are rejected.", + "summary": "This cluster is mostly a set of unrelated Transformers issues with only superficial theme overlap (tokenizers, model loading, attention, generation, quantization). I found no soft-edge pair that clearly describes the same underlying bug/change, so all candidate merges are rejected.", "confidence": 0.91, - "canonical_issue_reason": "issue:44038 is the most central anchor in this set because it has the strongest connectivity to other candidates, but it still represents a distinct Qwen3-VL-Moe regression rather than a true duplicate cluster.", + "canonical_issue_reason": "Issue 44521 is the best representative if a single issue must be chosen: it is still open, has the most inbound references, and has a detailed repro with active discussion. That said, the cluster as a whole is heterogeneous, so there is no true duplicate canonical across all items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44038 is the best single issue to represent the cluster only as a bookkeeping anchor; it is the most connected item, though the surrounding pairs are not true duplicates.", + "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set because it is current, well-scoped, and has the most evidence of user impact. It is the closest thing to a canonical representative for the cluster's tokenizer/chat-template subset.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3-related models, but one is a model-type warning and the other is a memory overflow in a different model; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer complaints, but one is model-specific BPE-marker handling and the other is a version-to-version tokenization regression." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs propagation after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure are different code paths and symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same failure mode." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention, but one is a torch.compile+SDPA model failure and the other is a behavior change in AttentionInterface.register." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GLM-MoE are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and an import NameError in sentence-transformers do not describe the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to a docstring issue for position_ids." + }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained-related code paths, but one is a tokenizer mapping fallback bug and the other is an AutoProcessor kwargs plumbing issue; different failure modes and fixes." + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs are different auto-loading bugs." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel generation output are unrelated bugs affecting different code paths." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is about reading a registered position_ids buffer, the other about tokenizer_config.json writing the wrong tokenizer_class; no shared bug." + "reason": "A buffer read problem with position_ids is unrelated to tokenizer_class metadata being written incorrectly on save." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hangs for Sentence Transformers and a MacOS bus error on a CLIP model are different runtime failures." + "reason": "Sentence Transformers loading hang and a Mac bus error with a community CLIP model are different runtime failures." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "These are separate model-specific regressions: RoPE layer dropping vs a tied-weights warning in Qwen3-Next." + "reason": "RoPE layer count mismatch in Smollm3 and an incorrect tied-weights warning in Qwen3-Next are separate model-implementation issues." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A missing AutoImageProcessor import and a broad set of import errors after upgrade are related only at a very high level, not the same concrete bug." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "The first is a NameError during sentence-transformers import; the second is a CI break from removed Sam3LiteText config references." + "reason": "A missing AutoImageProcessor import and broad import errors after upgrade are related only at a very high level, not the same bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mappings for Qwen3 tokenization and failure to load a specific tokenizer/model are distinct tokenizer issues with different symptoms." + "reason": "Wrong offset_mapping for Qwen3 tokenizers and failure to load a specific model are unrelated tokenizer/loading problems." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Dequantized save failures and GLM-5 generation config validation are unrelated." + "reason": "Missing nn import on sentence-transformers import and stale Sam3LiteText references in auto_mappings.py are different breakages." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is not the same problem as incorrect outputs under pipeline parallelism." + "reason": "Python version compatibility regression and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized/dequantized model saving and invalid GenerationConfig for GLM-5 are different subsystems." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models is unrelated to loading a Phi-4 multimodal model." + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are unrelated." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are different API bugs." + "reason": "AutoProcessor kwargs forwarding and chat-template tokenization crashes are separate bugs." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A discussion about the DSA indexer and GLM-5 RoPE implementation are not the same bug or change." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:39401", + "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset mapping and multimodal assistant_mask generation are separate tokenizer/template behaviors." + "reason": "Both are tokenizer-adjacent, but one is a tokenization regression across versions and the other is multimodal assistant_mask generation." }, { - "left": "issue:43122", + "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression across versions and zero assistant masks for multimodal inputs are different issues." + "reason": "Offset mapping errors and zero assistant_masks in multimodal chat templates are different tokenizer behaviors." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both concern tokenization, but one is a version-to-version regression while the other is a mistral_common continue_final_message bug." + "reason": "Tokenization differences across versions and continue_final_message bugs for mistral_common are not the same underlying issue." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are different model/config problems." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Multi-label classification returning empty results in an example script is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading/compatibility issues and tokenizer save_pretrained metadata mismatch are different bugs." + "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are different problems." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "A model-type warning and a missing fpn_position_embeddings attribute are separate SAM 3 Video problems." + "reason": "Empty multi-label classification outputs in an example script and Gemma 4 mm_token_type_ids defaults are unrelated." }, + { + "left": "issue:46326", + "right": "issue:46614", + "accept": false, + "reason": "A mistral_common chat-template bug and a stale phonemizer backend issue are unrelated tokenizer failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:43122|issue:44514", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43992|issue:44704", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "91cc898f7d2205371543bfd124d796684cfe15dba2cc0ed23102008552b25c3d", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35723, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts are mostly unrelated issues; the soft pairs share broad keywords or subsystems but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failures and gguf_file breakage in AutoTokenizer/AutoModel loading do not describe the same code-path." + "reason": "Both involve model loading/saving, but one is a dequantized-save failure and the other is a gguf/from_pretrained import/load path issue; different concrete bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 area, but one is a model-type warning and the other is a missing attribute in the vision encoder output; not the same failure mode." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "One concerns Qwen3-VL-Moe loading behavior; the other is about accessing a registered position_ids buffer." + "reason": "Qwen3-VL-Moe bug report vs a position_ids buffer read error; no clear shared code path or identical symptom." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe import/load regressions and FP8 save_pretrained behavior are different issues despite both mentioning MoE." + "reason": "Both mention moe, but one is a broad Transformers 5/Qwen3-VL-Moe issue and the other is FP8 save_pretrained; too different to treat as duplicates." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are unrelated import errors." + "reason": "Both are import errors, but for different missing symbols from different modules; these are separate export regressions." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "One is a save_pretrained checkpoint regression, the other is a from_pretrained error; same model family, but not the same concrete bug." + "reason": "Both concern Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Different tokenizer regressions on different models and code paths; not a duplicate." + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "A missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + "reason": "Both are tokenizer-related, but one is version-to-version tokenization drift and the other is a batched apply_chat_template padding crash." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode in huggingface_hub and missing HybridCache in transformers are separate import problems." + "reason": "Different missing imports from different packages; no shared underlying bug beyond generic import failure." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bugs and a multi-label classification example script issue are unrelated." + "reason": "Tensor parallel training bug vs example script multi-label classification output issue; different subsystems and symptoms." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "A dtype change between train and evaluate and incorrect pipeline-parallel outputs are different problems." + "reason": "Both concern parallelism/numerics, but one is train/eval dtype drift and the other is incorrect output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow backend support in an install extra is unrelated to Python 3.14 load failures." + "reason": "Package-install backend omission vs Python 3.14 load failure; unrelated environment/setup problems." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No module named transformers.onnx and a LayoutLMv3 error-message clarity issue are not the same bug." + "reason": "onnx import failure vs unclear LayoutLMv3 box-validation error; no duplicate evidence." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and different symptoms: SigLIP2 implementation mismatch vs Qwen3.5 image infinite loop." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both GLM-5, but one is GenerationConfig validation and the other is RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-space cleanup behavior vs stale phonemizer language backend state; separate tokenizer/phonemizer issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs SequenceFeatureExtractor.pad inefficiency; no same code path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import problems after upgrades, but one is a specific missing symbol and the other is a broad many-import-errors report." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread use vs dtype mismatch in bf16 inference; not the same underlying defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer regressions in v5, but different models and behavior; insufficient evidence they share one fix." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads; unrelated failures." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance vs missing image-patch-count method; different features and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different APIs: missing model weight in from_pretrained vs AutoProcessor kwargs not forwarded to cached_file." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output bug vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; no duplicate relation." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/moe, but the concrete bugs differ: one is a general 5.0 issue, the other a specific from_pretrained regression." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue vs incorrect PyTorch version guard for a specific import; separate environment checks." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs NaNs on checkout/init in classification heads; different symptoms and likely fixes." } ] }, @@ -14362,317 +14468,320 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 46, - "review_unit_count": 54, + "review_unit_index": 47, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:33453", "issue:38617", "issue:39401", + "issue:41628", "issue:42222", - "issue:42371", + "issue:42617", "issue:42673", "issue:42796", "issue:43064", - "issue:43066", "issue:43116", "issue:43441", - "issue:43493", - "issue:43611", + "issue:43450", "issue:43673", "issue:43825", "issue:43827", - "issue:43874", "issue:43906", "issue:43937", - "issue:43976", - "issue:43992", - "issue:44038", + "issue:43986", "issue:44075", "issue:44117", - "issue:44188", "issue:44291", - "issue:44355", "issue:44380", + "issue:44410", "issue:44466", - "issue:44485", - "issue:44625", - "issue:44704", "issue:44779", + "issue:44829", "issue:44936", + "issue:44977", "issue:45071", - "issue:45072", + "issue:45081", "issue:45083", - "issue:45278", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", "issue:45357", + "issue:45405", "issue:45446", "issue:45478", + "issue:45561", "issue:45563", "issue:45588", - "issue:45753", "issue:46002", "issue:46077", - "issue:46231", - "issue:46328" + "issue:46178", + "issue:46328", + "issue:46512", + "issue:46614" ], "soft_pairs": [ - "issue:43493|issue:45753", - "issue:38617|issue:45278", - "issue:43937|issue:44485", - "issue:44188|issue:46328", - "issue:42673|issue:45072", - "issue:43066|issue:44779", - "issue:43611|issue:46002", - "issue:43992|issue:44704", - "issue:42371|issue:43874", - "issue:43116|issue:43493", - "issue:44355|issue:46231", - "issue:44038|issue:45478", - "issue:43976|issue:45446", - "issue:44625|issue:46002", "issue:44075|issue:44936", "issue:45357|issue:45478", - "issue:43116|issue:43825", "issue:42222|issue:43441", + "issue:43116|issue:43825", "issue:45083|issue:45446", "issue:42673|issue:42796", "issue:43064|issue:43673", "issue:43937|issue:45563", - "issue:33453|issue:39401", - "issue:44380|issue:46077", "issue:43827|issue:45446", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:45356|issue:46614", "issue:44117|issue:45588", - "issue:39401|issue:44779", + "issue:45071|issue:46614", + "issue:43673|issue:46328", "issue:44291|issue:45071", "issue:42673|issue:43906", "issue:44466|issue:46002", - "issue:43673|issue:46328" + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:42617|issue:45341" ], - "prepared_review_unit_hash": "23fbb76892eba06c4507d1be33cb6b8e7683736a6297e1becbd05062d9e0b076", + "prepared_review_unit_hash": "f160929d5f537cf33cfaa95b2b1c0f615be5ea8873fbd9a334d510512c33c1a8", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36795, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "serialized_chars": 37111, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated regression reports across tokenizers, model-specific failures, training, docs, and config validation. I found no soft pair that clearly describes the same underlying bug/change closely enough to merge; all candidate duplicate links are rejected.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45278 is the broadest representative of the set because it describes post-v5 import breakages, but the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "Mostly unrelated regression reports across tokenizers, generation, model loading, and docs. No soft edge is strong enough to accept; the Qwen3.5 pair is related thematically but the packet does not establish the same underlying bug or a single mergeable fix.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45310 is the clearest anchor because it is the earlier, explicit Qwen3.5 MoE `from_pretrained` failure report and matches the repeated title/failure mode better than the later variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally useful umbrella report among otherwise unrelated issues, though it is not a true duplicate target for the rest.", + "best_issue_reason": "issue:45310 is the best representative issue for the only near-duplicate-looking thread in the set: the Qwen3.5 MoE `from_pretrained` regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a SigLIP2 implementation discrepancy and the other is an image-triggered infinite loop; different failure modes and code paths." + "reason": "Different bugs: ignored optimizer args vs. `trainer.evaluate()` failing after `train()`." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "45278 is a broad upgrade report, while 38617 is one specific missing import symbol; not clearly the same underlying bug." + "reason": "Related Qwen3.5 regression reports, but one is `save_pretrained` writing incorrect visual encoder keys and the other is `from_pretrained` failing; the packet does not show they are the same underlying bug or a single fix." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "One is invalid GenerationConfig handling, the other is a RoPE implementation discussion; unrelated model behavior." + "reason": "Different models and failures: vitpose breakage vs. Ministral-3 FlashAttention issue." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding performance." + "reason": "Both mention example/pipeline surfaces, but the failures are different: multi-label classification script output vs. v5 pipeline docs/error-message behavior." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM threading is unrelated to BF16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different code paths: qwen3_omni_moe feature-extraction helper behavior vs. a flex_attention backend/version check." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Both involve tokenizers in v5, but one is decoder type selection and the other is Deepseek tokenization output regression; too different to treat as one bug." + "reason": "VRAM leak in multi-threaded generation is unrelated to tokenizer BPE marker handling." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + "reason": "Both are v5 training/generation regressions, but one is FSDP2 optimizer state handling and the other is chunked-prefill cache presence." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Missing embed_tokens.weight during load and AutoProcessor kwargs not reaching cached_file are separate loading paths." + "reason": "GenerationConfig validation error is unrelated to the stale `num_return_sequences` warning." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "TF32 configuration guidance and a missing image-patch helper are unrelated issues." + "reason": "Docs/pipeline removals issue vs. flex_attention backend/version check; no shared underlying bug." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to the SigLIP2 HF-vs-JAX discrepancy." + "reason": "Different attention bugs: GPT2 attention scaling ignored vs. Gemma4 building causal masks despite bidirectional config." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same problem." + "reason": "Both are tokenizer regressions, but one is general tokenizer loading and the other is Qwen3 offset mapping; not the same defect." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "Both mention Qwen MoE models, but they affect different models and surfaces (FlashAttention vs from_pretrained); no clear shared code-path." + "reason": "Both are tokenizer-related, but one is Kimi-K2.5 codec/fix_mistral_regex behavior and the other is stale phonemizer language state." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Python-version support breakage and an AuxRequest version check bug are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to `flash_attention.py` crashing on `s_aux=None`." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:45071", + "right": "issue:46614", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + "reason": "PretrainedConfig type-checking regression is unrelated to stale phonemizer language/backend state." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train() do not point to the same defect." + "reason": "Chunked prefill cache bug is unrelated to SequenceFeatureExtractor padding performance." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error; different directions and likely different fixes." + "reason": "`init_empty_weights` unexpected-argument error is not the same as `PretrainedConfig` type-checking breakage." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Example script multi-label behavior and pipeline() error-message wording are distinct issues." + "reason": "Different generation issues; one is VRAM leakage across dataloader threads, the other is an isolated reproduction of a separate issue." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + "reason": "Serialization/tied-weights issue is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version check in flex_attention." + "reason": "Both tokenizer output regressions, but they affect different tokenizers and behaviors (offset mapping vs. overall incorrect results)." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Qwen3ForCausalLM VRAM leak and Ministral tokenizer BPE marker handling are unrelated." + "reason": "Video processor shape bug is unrelated to the AutoProcessor crash without torchvision." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Invalid GenerationConfig error is different from Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning in paged generate() are not the same bug." + "reason": "PEFT version bump issue is unrelated to the flex_attention PyTorch import/version check." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both concern tokenizers, but one is generic loading regression and the other is Qwen3 offset_mapping mismatch; insufficient evidence of one root cause." + "reason": "qwen3next missing projections is a different model-architecture bug than Qwen3.5 MoE `from_pretrained` failure." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Attention scaling ignored under SDPA/FlashAttention and causal masks built despite bidirectional mode are different attention bugs." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + "reason": "Testing utils bug and feature-extractor padding performance issue are unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer mapping None-handling during from_pretrained and flash_attention.py crashing on s_aux=None are different null-handling issues in different modules." + "reason": "FlashAttention training degeneration and Qwen3.5 checkpoint serialization are distinct bugs." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough to merge as one defect." + "reason": "Both touch testing utils, but one is a general bug and the other is an xdist race on `captured_info.txt`; different failures." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a loading bug, while 5.4.0 PretrainedConfig type checking is a separate API validation issue." + "reason": "`PretrainedConfig` type-checking regression is unrelated to stale `config.dtype` after `from_config(dtype=...)`." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "The Qwen3ForCausalLM VRAM leak is unrelated to a reproduction of issue 38071." + "reason": "Tokenizer mapping fallback bug is unrelated to the Mistral regex patch crash." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Serialization of tied lm_head weights and NaNs in classification heads are unrelated model-state bugs." + "reason": "Vitpose model breakage is unrelated to the backend-mapping error for `tensorflow_text`." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to SequenceFeatureExtractor.pad performance behavior." + "reason": "Running `3d_parallel.py` failure is unrelated to the small testing_utils bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the output is mostly conservative, but it overstates the evidence for the one accepted soft edge. In the packet, issue:45357 is about `save_pretrained` writing incorrect visual encoder keys, while issue:45478 is about `from_pretrained` failing. They are related Qwen3.5/MoE regression reports, but the packet does not clearly show they are the same underlying bug or a single mergeable fix. The rest of the negative calls are reasonably grounded." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14681,15 +14790,16 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 47, - "review_unit_count": 54, + "review_unit_index": 48, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ + "issue:27957", "issue:38617", "issue:39401", "issue:41628", @@ -14697,280 +14807,280 @@ "issue:42222", "issue:42371", "issue:42490", - "issue:42617", "issue:42673", "issue:42831", + "issue:43012", "issue:43066", + "issue:43097", "issue:43122", + "issue:43352", "issue:43408", - "issue:43450", + "issue:43577", + "issue:43673", "issue:43742", + "issue:43874", + "issue:43931", "issue:43937", - "issue:43986", "issue:44075", - "issue:44117", "issue:44220", "issue:44261", + "issue:44263", "issue:44410", + "issue:44483", "issue:44484", + "issue:44485", + "issue:44493", "issue:44496", - "issue:44829", "issue:44877", "issue:44933", - "issue:44977", "issue:45071", - "issue:45081", - "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45405", - "issue:45446", + "issue:45464", "issue:45478", "issue:45542", - "issue:45561", "issue:45656", - "issue:46178", + "issue:46172", "issue:46209", "issue:46231", "issue:46298", - "issue:46328", - "issue:46512" + "issue:46328" ], "soft_pairs": [ - "issue:43450|issue:43986", - "issue:43937|issue:44977", - "issue:45405|issue:45446", - "issue:44410|issue:45310", - "issue:38617|issue:41628", - "issue:45341|issue:46328", - "issue:44829|issue:45216", - "issue:45341|issue:45561", - "issue:45071|issue:46512", - "issue:44117|issue:45081", - "issue:43408|issue:43742", - "issue:42222|issue:46178", "issue:43122|issue:46298", - "issue:42617|issue:45341", + "issue:43408|issue:43742", "issue:42371|issue:44261", "issue:45362|issue:46328", "issue:44877|issue:46231", "issue:42490|issue:42673", "issue:44484|issue:45310", - "issue:39401|issue:46209", "issue:38617|issue:44220", + "issue:39401|issue:46209", "issue:43937|issue:44496", "issue:44933|issue:45278", "issue:42371|issue:42831", "issue:44410|issue:45478", - "issue:44075|issue:45656", "issue:42222|issue:45542", + "issue:44075|issue:45656", "issue:43066|issue:43122", - "issue:42175|issue:42222" + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172" ], - "prepared_review_unit_hash": "de1b7f38873e003a8056e998a6911214c61fd60d67484f5a43eac684c5114434", + "prepared_review_unit_hash": "ba0427786b17e00b6631d473e2b564b4ff7b49be415eee10f6b325e88601b049", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35418, - "estimated_input_tokens": 8855, - "estimated_eval_tokens": 17966 + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports with similar wording (imports, tokenizers, configs, Qwen models, testing utils). The only clear near-duplicate signal is the repeated Qwen3.5 MoE from_pretrained report.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45310 is the earlier, clearer report for the repeated Qwen3.5 MoE from_pretrained failure; issue:45478 reads like a later duplicate of the same bug.", + "summary": "This cluster is not a real duplicate set; it mixes unrelated Transformers issues across imports, tokenization, model loading, dtype, and API behavior. The closest umbrella item is the broad import-regression report, but there is no single canonical bug covering the whole set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate stands out because the issues are heterogeneous. If an umbrella representative is needed, issue 45278 is the broadest import-regression report, but it does not match most of the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative because it has the clearest duplicate pairing and a concrete model-loading failure with a likely single root cause.", + "best_issue_reason": "issue:45278 is the most general and representative of the recurring import/regression theme, so it is the best umbrella issue among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Different bugs: batched video processor output shape vs AutoProcessor crash without torchvision." + "reason": "Different problems: tokenizer output changed across versions vs a noisy logging message." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Both are generation-related, but one is invalid GenerationConfig and the other is flash-attention behavior for Qwen3.5; not the same defect." + "reason": "Different models and failures: SAM3 type mismatch warning vs MobileLLM loading key error." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Unrelated: PEFT version pinning vs a PyTorch version check for flex_attention import." + "reason": "TF32 backend settings issue is unrelated to MLA rms_norm_eps precision mismatch." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Different model-loading failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." + "reason": "Qwen chat crash is unrelated to a SequenceFeatureExtractor padding performance issue." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Both are import errors, but for different symbols and code paths." + "reason": "Config-loading strictness bug is unrelated to a documentation parameter-name mismatch." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Different areas: testing_utils bug vs SequenceFeatureExtractor.pad performance issue." + "reason": "Local-path import warning is unrelated to a VRAM leak in Qwen3ForCausalLM." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Both are regressions, but one is training degeneration with FA3 and the other is incorrect save_pretrained checkpoint contents." + "reason": "Save-pretrained shard-size question is unrelated to Qwen3.5 Moe from_pretrained failure." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Related file area, but one is a generic testing_utils bug and the other is an xdist race on captured_info.txt." + "reason": "Missing import in configuration_utils is unrelated to _torch_extract_fbank_features behavior." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Both involve config, but one is PretrainedConfig type checking and the other is stale config.dtype after from_config()." + "reason": "Tokenizer offset_mapping bug is unrelated to FP8 inference failure on B200." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Both touch tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash." + "reason": "Invalid GenerationConfig is a different failure than unrecognized-model config loading." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Different failures: wrong model-type warning for sam3_tracker vs a key error loading MobileLLM-125M." + "reason": "A specific missing import is not the same underlying bug as a broad report of many import errors." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Unrelated subsystems: vitpose model breakage vs BACKENDS_MAPPING missing tensorflow_text." + "reason": "TF32 control settings are unrelated to FineGrainedFP8 accuracy issues." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Different bugs: tokenization changed across versions vs a noisy logging message." + "reason": "Different Qwen model bugs: missing projections vs from_pretrained error." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Unrelated: failure to run a script vs a testing_utils bug." + "reason": "VitPose breakage is unrelated to TensorFlow backend installation behavior." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different issues: TF32 behavior warning vs MLA layernorm precision/config problem." + "reason": "Unused SGD args and double optimizer stepping are different optimizer bugs." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Different topics: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad inefficiency." + "reason": "Both are tokenizer regressions, but one is decoder-type metadata and the other is changed tokenization output; not the same bug." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Different scope: strict config loading vs a documentation parameter-name mismatch." + "reason": "TensorFlow extra installation problem is unrelated to VitPose model breakage." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Different bugs: trailing-slash local model import warning vs VRAM leak in multi-threaded Qwen3ForCausalLM use." + "reason": "Removed tie_embeddings API and unexpected position-id keys are different regressions." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." + "reason": "Missing image-patch method in GLM46V is unrelated to MLA layernorm epsilon handling." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Different model/runtime areas: tokenizer offset mapping vs FP8 inference on B200." + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as GLM-5 RoPE implementation." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different code paths: missing configuration_utils import vs _torch_extract_fbank_features() bug." + "reason": "Both involve dtype, but one is a warning and the other is a Blip2 loading bug where submodules stay float32." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "One is invalid GenerationConfig; the other is unrecognized model/config loading." + "reason": "Generation cache/chunked prefill issue is unrelated to a testing_utils bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "The latter is a broad post-upgrade import regression, but the former is a specific missing image_utils import; not the same underlying bug." + "reason": "Missing AutoImageProcessor import is unrelated to PreTrainedConfig type checking." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Different problems: TF32 control API messaging vs FineGrainedFP8 accuracy loss." + "reason": "Type-checking regression is unrelated to TensorFlow backend installation errors." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Different defects despite same model family: missing projections in Qwen3Next vs Qwen3.5 MoE from_pretrained error." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to missing qkv/gate projections in qwen3next." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Different optimizer bugs: unused SGD args vs deepspeed causing optimizer.step() to run twice." + "reason": "Both are chat API failures, but the affected code paths and symptoms differ enough to reject as duplicates." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Unrelated: vitpose model breakage vs undefined tf backend when only tensorboard is installed." + "reason": "Flash Attention 2 support failures on different models are not the same concrete bug." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Both tokenizer-related, but one is wrong decoder type in v5 and the other is a tokenization change across versions." + "reason": "Same broad model family, but save-pretrained shard sizing is unrelated to Qwen3.5 Moe loading." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Different dependency/backend issue vs vitpose model breakage; not the same bug." + "reason": "Different GLM-v4/v4.0-related tensor issues with distinct code paths and symptoms." } ] }, @@ -14985,338 +15095,311 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 48, - "review_unit_count": 54, + "review_unit_index": 49, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ - "issue:27957", "issue:38617", - "issue:41628", "issue:42757", - "issue:43012", + "issue:42890", "issue:43064", "issue:43097", - "issue:43352", "issue:43441", "issue:43452", + "issue:43502", "issue:43531", - "issue:43577", "issue:43673", + "issue:43873", "issue:43874", "issue:43931", "issue:43986", + "issue:43992", "issue:44038", + "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", "issue:44351", "issue:44360", + "issue:44380", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44493", + "issue:44704", "issue:44829", "issue:44933", + "issue:44936", "issue:44987", "issue:45003", - "issue:45071", + "issue:45103", "issue:45341", "issue:45372", "issue:45375", "issue:45440", - "issue:45464", - "issue:45478", - "issue:45542", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46231", - "issue:46369" - ], - "soft_pairs": [ - "issue:43097|issue:44493", - "issue:43874|issue:44261", - "issue:44263|issue:44485", - "issue:43012|issue:43577", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:43931|issue:44410", - "issue:27957|issue:43352", - "issue:44483|issue:45464", - "issue:44484|issue:45478", - "issue:44263|issue:46172", + "issue:46231", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ "issue:44360|issue:46172", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", - "issue:43986|issue:45341", "issue:45003|issue:45341", + "issue:43986|issue:45341", "issue:43874|issue:44263", - "issue:44933|issue:46231", "issue:45753|issue:46369", - "issue:43673|issue:46123", + "issue:44933|issue:46231", "issue:44261|issue:44485", "issue:44117|issue:44987", + "issue:43673|issue:46123", "issue:43986|issue:44484", "issue:43531|issue:45341", - "issue:38617|issue:42757", "issue:45440|issue:46172", + "issue:43064|issue:44315", "issue:43986|issue:45372", "issue:43097|issue:45588", - "issue:43064|issue:44315", + "issue:38617|issue:42757", "issue:43097|issue:46050", "issue:44410|issue:45375", "issue:44038|issue:44410", - "issue:38617|issue:44351" + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "caf41ea48845e7f6aca82bacd93cd84214be64a9bf8de24d230fe4611ee96e8e", + "prepared_review_unit_hash": "9b0e2e0689d9293db91e01703607284f3834aea668e0b4b5e76a1659e8e95704", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37394, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36845, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are only superficially similar; they mostly span unrelated import errors, model-specific architecture bugs, and API regressions. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43097 is the best representative of the cluster because it describes a broad v5 regression with multiple downstream references, whereas most others are narrower model- or module-specific failures.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated import errors, model-loading regressions, attention/backend bugs, cache issues, and trainer/test problems. I do not see any true duplicate pair, and there are no PRs in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they are mostly unrelated reports across different subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest global representative: it is a concrete, widely impactful API regression report and has more evidence of reuse/impact than the other items.", + "best_issue_reason": "No strong global best issue for dedupe purposes. If forced to pick a representative bug report, issue 43986 is a clear, self-contained runtime failure, but it is not a hub for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Different bugs: 43097 is about removal of tie_embeddings_and_encoder_decoder, while 44493 is about unexpected position id keys during model loading." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Unrelated model bugs: missing get_number_of_image_patches vs MLA q_a_layernorm rms_norm_eps precision mismatch." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Both involve GLM-family internals, but one is torch.split return values and the other is RoPE implementation; different code paths." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Different precision problems: bfloat16 compile warning versus Blip2 dtype fields staying float32." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache/chunked_prefill regression is unrelated to a small testing_utils bug." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "Both are API/type issues, but one is an import error for AutoImageProcessor and the other is broken PretrainedConfig type checking." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Type checking regression and undefined tf backend error are different subsystems and root causes." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as missing attn_qkv/attn_gate projections in qwen3next." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is NemotronHForCausalLM lacking support; different model implementations." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Chat/completions request rejection is not the same as streaming inference failure on Qwen3.5-0.8B." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained loading failure." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Both touch GLM/DeepSeek-related math, but one is torch.split handling and the other is a dtype/transpose bug in deepseek-v4." - }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA ReLU omission and deepseek-v4 comb.to(dtype).transpose(...) are different implementation issues." + "reason": "Different bugs: one is about a missing ReLU in a DSA indexer, the other a DeepSeek-V4 tensor transpose/cast issue." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Ministral FlashAttention failure is model-specific and separate from flash_attention_3 causing degenerate training." + "reason": "Both mention FlashAttention, but they hit different code paths: Ministral-3 v5 RC failure vs degenerate training in sequence classification." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a loading shape mismatch and the other is a broader v5/Qwen3-VL-Moe bug." + "reason": "Related model family, but different failures: weight-shape mismatch on Qwen3-VL-30B vs Qwen3-VL-Moe bug in v5." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "API removal regression versus gguf_file breaking tokenizer/model loading; different failure modes and code paths." + "reason": "Unrelated regressions: removed `tie_embeddings_and_encoder_decoder` vs `gguf_file` breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:43986", + "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor is unrelated to a minor testing utility bug." + "reason": "Different subsystems: unsafe `sys.modules` access in modeling_utils vs a small testing_utils bug." }, { - "left": "issue:45003", + "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as the testing_utils issue." + "reason": "Video-model processor loading crash without torchvision is unrelated to the testing_utils issue." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different missing/incorrect methods: image patch counting versus torch.split return handling." - }, - { - "left": "issue:44933", - "right": "issue:46231", - "accept": false, - "reason": "Nonexistent image_utils import and documentation mismatch in set_training() are unrelated." + "reason": "Different GLM issues: missing image-patch helper vs a torch.split return-value/indexer problem." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Qwen3_5 infinite loop on a specific image and sam3-litetext memory overflow are separate model/runtime problems." + "reason": "Both are model/runtime complaints, but one is an infinite-loop image generation bug and the other is memory overflow in sam3-litetext." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "Import failure from image_utils and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision discrepancy from missing rms_norm_eps is not the same as GLM-5 RoPE implementation behavior." + "reason": "Different model-definition issues: missing `rms_norm_eps` in MLA vs GLM-5 RoPE implementation concerns." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are different from-pretrained issues." + "reason": "A tokenizer mapping edge case is unrelated to the `physical-intelligence/fast` loading failure." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/pipeline state, but chunked-prefill cache missing and partial-batch masking are distinct problems." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Missing torchvision causes processor loading crash; max_shard_size being 50GB is a separate save_pretrained design question." + "reason": "Processor loading without torchvision and `max_shard_size` behavior in save_pretrained are unrelated." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils bug." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Two import errors with different missing symbols and modules: layer_type_validation vs is_offline_mode." + "reason": "Both touch DeepSeek-family models, but one is architectural divergence from remote implementation and the other is a low-level tensor op issue." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is not the same as deepseek-v4 comb transpose/dtype bug." + "reason": "Different training problems: optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applying with model_init." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision crash is unrelated to the ReasoningEffort import breakage in Gemma 4 processor loading." + "reason": "Missing torchvision during video-model loading is unrelated to the Mistral/Gemma ReasoningEffort import error." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "v5 API removal and flash_attention.py crashing on s_aux=None are different root causes." + "reason": "One is a v5 API removal issue; the other is a FlashAttention crash on `s_aux=None` for sink-less models." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "Both are ImportError reports, but they reference different missing symbols from different packages." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal regression is unrelated to quantized model save/load breakage with sinq." + "reason": "The tie-embeddings removal and the sinq save/load quantization breakage are distinct regressions." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is not the same as a config field being silently dropped by @strict." + "reason": "Both are Qwen-related, but one is missing projections in layer 0 and the other is a missing config field dropped by strict validation." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen3 model families, but one is a broader transformers 5.0 bug and the other is a specific missing-projection issue." + "reason": "Same broad model family, but different concrete failures: Qwen3-VL-Moe bug vs qwen3next missing attn projections." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different import failures: missing layer_type_validation versus missing HybridCache." + "reason": "Different import errors involving different symbols (`layer_type_validation` vs `HybridCache`)." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only=True` still triggering network access is unrelated to the UMT5Encoder missing-weight issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing seeds is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument duplication and tokenizer-mapping None handling are separate tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings removal and offloading with quantization are different issues in different parts of the stack." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` failing after training is not the same as being unable to import Trainer because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and the auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video processor loading without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is a different bug than chunked-prefill cache lazy initialization causing recompilation." } ] }, @@ -15331,19 +15414,20 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 49, - "review_unit_count": 54, + "review_unit_index": 50, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36683", + "issue:38617", "issue:42175", "issue:42490", - "issue:42890", + "issue:42757", "issue:42907", "issue:43012", "issue:43064", @@ -15355,61 +15439,53 @@ "issue:43526", "issue:43550", "issue:43582", + "issue:43824", "issue:43825", - "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44016", - "issue:44062", + "issue:44038", "issue:44077", - "issue:44117", "issue:44162", "issue:44222", + "issue:44230", "issue:44368", "issue:44380", + "issue:44483", "issue:44484", + "issue:44514", "issue:44655", "issue:44683", - "issue:44704", - "issue:44936", "issue:44938", - "issue:45103", "issue:45478", "issue:45479", "issue:45584", + "issue:45600", + "issue:45698", "issue:45712", "issue:45753", "issue:46132", "issue:46172", "issue:46178", "issue:46298", - "issue:46365", - "issue:46421" + "issue:46365" ], "soft_pairs": [ - "issue:43502|issue:43992", - "issue:44062|issue:44117", - "issue:42890|issue:46298", - "issue:43097|issue:43873", - "issue:44936|issue:46365", - "issue:44704|issue:45103", - "issue:43986|issue:44117", - "issue:44380|issue:46421", - "issue:44938|issue:46178", "issue:43986|issue:44016", + "issue:44938|issue:46178", "issue:43208|issue:43550", "issue:42907|issue:44655", "issue:43012|issue:43550", - "issue:43992|issue:44484", "issue:42907|issue:45753", - "issue:43825|issue:44655", "issue:43012|issue:44368", - "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43825|issue:44655", "issue:45712|issue:46298", - "issue:43097|issue:46298", + "issue:43066|issue:43906", "issue:43352|issue:44380", + "issue:43097|issue:46298", "issue:43352|issue:43976", "issue:44162|issue:46172", "issue:45584|issue:46365", @@ -15419,243 +15495,237 @@ "issue:44380|issue:45479", "issue:36683|issue:43582", "issue:43064|issue:44380", + "issue:43012|issue:44683", "issue:42175|issue:46365", - "issue:43208|issue:43526", "issue:42490|issue:43012", - "issue:43012|issue:44683" + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172" ], - "prepared_review_unit_hash": "034b16d65deeb294caa193122c0b1a7c6e193697466307a95d161c44c03733bc", + "prepared_review_unit_hash": "9c44176fed5cf5402851ffeb85c77b952a59f3a356cda10cd563a1eace6a724a", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37186, - "estimated_input_tokens": 9297, - "estimated_eval_tokens": 18850 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This looks like a heterogeneous set of Transformers bug reports and noise, not a real duplicate cluster. The soft-similarity pairs are mostly superficial (shared keywords like loading, saving, warnings, or attention) but describe different code paths and failure modes, so none should be merged. No PRs were provided.", - "confidence": 0.78, - "canonical_issue_reason": "No issue is a clear duplicate hub here; the set spans unrelated areas. If one must be selected as representative, issue 43873 is the broadest active bug report with the most discussion/inbound refs.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative by activity and breadth, but it is still only a stand-in for a mostly unrelated collection of issues.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Different loading bugs: local_files_only network leakage vs missing embed_tokens.weight in UMT5Encoder." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer construction error with AddedToken special kwarg is unrelated to TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Config deprecation/removal is unrelated to offloading failures under quantization." - }, - { - "left": "issue:44936", - "right": "issue:46365", - "accept": false, - "reason": "trainer.evaluate() state bug is unrelated to importing Trainer breaking because of datasets." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to the auto_docstring annotations crash." - }, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs mostly share broad themes like imports, save/load, or model-specific bugs, but they point to different code paths and fixes. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43502 is the clearest self-contained bug report in the set: specific symptom, reproducible behavior, and a direct code-path claim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest standalone issue to anchor triage because it is concrete, actionable, and not overly model- or environment-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Missing torchvision crash in AutoProcessor is unrelated to tokenizer mapping returning None." - }, - { - "left": "issue:44380", - "right": "issue:46421", + "right": "issue:44016", "accept": false, - "reason": "GPT2 attention scaling in SDPA/FlashAttention is a different code path from cache lazy initialization recompilation." + "reason": "Video-model import crash vs notebook syntax error; unrelated failures." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is unrelated to an unsupported tensorflow_text backend mapping." - }, - { - "left": "issue:43986", - "right": "issue:44016", - "accept": false, - "reason": "Runtime video-model import crash is unrelated to a notebook syntax error." + "reason": "Python 3.14 import/load failure vs unsupported tensorflow_text backend mapping; different problems." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs under 7B are unrelated to Bamba SDPA torch.compile failures." + "reason": "xLSTM training bugs vs Bamba SDPA torch.compile failure; different models and code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is a different failure from saving Pipeline objects." + "reason": "Dequantized model save failure vs pipeline.save_pretrained handling; both about saving, but not the same bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning during bf16 compilation is not the same as an actual SDPA compile failure." - }, - { - "left": "issue:43992", - "right": "issue:44484", - "accept": false, - "reason": "Missing checkpoint weight on load is unrelated to the default 50GB shard-size question." + "reason": "bfloat16 warning during compile vs SDPA compile failure; warning-only vs actual backend bug." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model save failure is unrelated to Qwen3_5 infinite-loop generation." + "reason": "Saving dequantized models vs Qwen3_5 image looping; unrelated symptoms." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "v5 translation-task messaging is unrelated to Pipeline save_pretrained behavior." + "reason": "PyTorch precision warning vs tie_word_embeddings config warning; different trigger and fix." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Both are warnings, but they stem from different models and different config issues." + "reason": "Missing checkpoint weight vs max_shard_size question; unrelated save/load issues." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." + "reason": "Incorrect pipeline task messaging vs saving Pipeline objects; different code paths." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes failing checks are unrelated to noisy logging." + "reason": "Leftover dummy classes vs noisy logging; not the same defect." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "A removed config flag is unrelated to a logging-only complaint." + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue; insufficient evidence of same bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both involve attention, but one is Nemotron FlashAttention2 support and the other is GPT2 attention scaling under backends." + "reason": "Nemotron FlashAttention2 unsupported vs GPT2 attention scaling ignored; different attention/backends." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API vs noisy logging; unrelated." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific FlashAttention support is unrelated to Python version compatibility." + "reason": "Model-specific FlashAttention support vs Python version compatibility; unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to a deepseek-v4 tensor transpose/dtype bug." + "reason": "ESM2 breakage vs DeepSeek tensor operation issue; different models and failures." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer." + "reason": "Whisper generation edge case vs Trainer import dependency conflict; unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 backend attention scaling is unrelated to AttentionInterface.register changing callback behavior." + "reason": "Attention scaling ignored in backends vs register behavior change; different API behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to the Trainer import dependency issue." + "reason": "Optional post_init validation vs importing Trainer; unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are different directions and likely different underlying bugs." + "reason": "FP8 save_pretrained moe vs Qwen3.5 MoE from_pretrained error; same model family but not clearly the same bug." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling backend behavior is unrelated to zero-loss classification degeneracy." + "reason": "Attention backend config bug vs degenerate classification loss; unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in allocator warmup." + "reason": "Missing Gemma3Config vocab_size vs Apple Silicon allocator TypeError; unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption in Trainer is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "FSDP2 optimizer state corruption vs GPT2 attention config ignored; different subsystems." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning vs flex_attention torch>=2.9 failure; not the same bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend installation metadata problem is unrelated to importing Trainer breaking because of datasets." + "reason": "Missing tensorflow backend in extras install vs Trainer import conflict with datasets; different dependency issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model path warning vs bfloat16 precision warning; unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast returning only one label." + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels bug; different components." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Trailing-slash local model path warning is unrelated to bf16 compile precision warnings." + "reason": "Different missing imports from different packages; same failure type, but not the same symbol or fix." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Removed configuration_utils export vs local_files_only still making requests; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection vs Qwen2_5_VLProcessor batched padding crash; different request paths." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings reference vs noisy logging; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs FP8 inference support request; related model family but different issues." + }, + { + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "A warning about bfloat16 precision is not the same as a torch>=2.9 flex_attention failure." + "reason": "Wrong custom module loaded after save_pretrained vs DeepSeek tensor transpose issue; unrelated." } ] }, @@ -15670,19 +15740,19 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 50, - "review_unit_count": 54, + "review_unit_index": 51, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:36010", "issue:36683", - "issue:38617", "issue:42757", + "issue:42890", "issue:42898", "issue:42994", "issue:43010", @@ -15691,64 +15761,57 @@ "issue:43299", "issue:43352", "issue:43475", - "issue:43502", "issue:43525", "issue:43611", "issue:43618", "issue:43756", "issue:43761", - "issue:43824", "issue:43867", - "issue:43901", "issue:43937", "issue:43976", "issue:43992", - "issue:44038", + "issue:44075", "issue:44077", - "issue:44230", + "issue:44355", "issue:44380", "issue:44483", "issue:44485", "issue:44492", - "issue:44514", "issue:44625", "issue:44655", + "issue:44855", "issue:44938", + "issue:45071", "issue:45216", "issue:45276", "issue:45278", "issue:45290", "issue:45310", + "issue:45375", + "issue:45561", "issue:45593", - "issue:45600", - "issue:45698", + "issue:45850", + "issue:46050", "issue:46077", "issue:46082", - "issue:46172", - "issue:46298", + "issue:46202", "issue:46365" ], "soft_pairs": [ - "issue:42757|issue:43824", - "issue:38617|issue:43502", - "issue:44483|issue:44514", - "issue:45600|issue:46298", - "issue:45698|issue:46172", "issue:43618|issue:44380", - "issue:44038|issue:44230", "issue:43618|issue:43761", "issue:43299|issue:43867", "issue:42994|issue:44655", "issue:44483|issue:45290", "issue:36683|issue:43475", + "issue:43756|issue:44485", "issue:42898|issue:43066", "issue:44625|issue:46365", - "issue:43756|issue:44485", - "issue:45276|issue:46077", "issue:36010|issue:42757", + "issue:45276|issue:46077", "issue:43352|issue:43937", "issue:43611|issue:44655", - "issue:43901|issue:44655", + "issue:44655|issue:46050", "issue:36683|issue:44077", "issue:43867|issue:45216", "issue:43976|issue:44938", @@ -15760,228 +15823,248 @@ "issue:36683|issue:44625", "issue:43992|issue:45310", "issue:43010|issue:45278", - "issue:43064|issue:44492" + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850" ], - "prepared_review_unit_hash": "faa375aa66e791baeb641a8327290910923008164a48c6f6ce4dff501215737b", + "prepared_review_unit_hash": "ebab37df0eb16539eb6738e5fc970b10a9654d23fe6e5370896fbf569c4c9f28", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36821, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated Transformers issues with only superficial overlap (imports, save/load, model-family regressions). I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. The broadest representative issue is the general upgrade/import regression report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the best umbrella-style issue here: it captures the broad post-upgrade import breakage pattern that several other reports superficially resemble, even though most are not true duplicates.", + "summary": "This cluster is a loose bundle of mostly unrelated Transformers v5 regression reports (imports, configs, model-specific loading/saving, tokenizer/chat/template behavior, test flakiness). I do not see any true duplicate pairs among the soft candidates.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45278 is the broadest version-regression report in the set and best matches the cluster\u2019s general theme of upgrade breakages, though it is still quite umbrella-like.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative cluster anchor because it is broad and central to the shared theme of v5 import regressions; the others are narrower, model-specific, or unrelated.", + "best_issue_reason": "Issue 45278 is the most representative single issue for this cluster because it frames the wider v5 breakage pattern better than the narrower model- or API-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages; not the same bug." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "One is a missing internal import, the other is unwanted network access with local_files_only; different code paths." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Different failures: chat completions request handling vs processor batching with padding=False." - }, - { - "left": "issue:45600", - "right": "issue:46298", - "accept": false, - "reason": "CI break from stale auto_mappings references is unrelated to a noisy logging message." - }, - { - "left": "issue:45698", - "right": "issue:46172", - "accept": false, - "reason": "Save/load custom-module mismatch and a DeepSeek tensor transpose bug are unrelated." - }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both involve attention-related behavior, but the concrete regressions differ: missing attentions output vs ignored GPT-2 scaling." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Same model family, but one is a loading regression and the other is fp8 support/inference functionality." + "reason": "Both are attention-related regressions, but one is CLIP output wiring and the other is GPT-2 attention scaling under SDPA/FlashAttention; different code paths and bugs." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP output regressions, but they concern different returned fields and are not the same defect." + "reason": "Same model family and both are CLIP v5 regressions, but one is missing attentions and the other missing hidden_states; not the same underlying bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different loading failures with no clear shared broken code path." + "reason": "Different failure modes: Qwen3VL MoE model loading vs a generic state_dict sorting load error." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are distinct save flows." + "reason": "Both involve save_pretrained, but one is quantized-model saving and the other is Pipeline serialization; distinct issues." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different request/templating bugs; only broad API surface overlap." + "reason": "One is an API request acceptance problem, the other is chat template tokenization on assistant tool-call messages; different layers and bugs." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are attribute errors, but for different configs/outputs and different model families." + "reason": "Both are missing-attribute errors, but for different configs/outputs and different models." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation errors, not the same bug." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "One concerns tokenization_spaces behavior changes, the other tokenizer decoder type; different regressions." + "reason": "Tokenizer-related regressions, but one is cleanup-space behavior and the other is decoder type selection; not duplicates." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "A Qwen3.5 config propagation bug is unrelated to importing Trainer and datasets dependency issues." + "reason": "Unrelated issues: Qwen3.5 label propagation vs importing Trainer being affected by datasets." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both mention RoPE, but they target different models and different implementation problems." + "reason": "Both are import errors, but from different packages and symbols with different causes." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resizing and Gemma4 bidirectional attention are separate features with separate bugs." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Different missing imports from different modules; the shared symptom is too generic." + "reason": "Same Gemma4 area, but one is embedding resize propagation and the other is bidirectional-attention masking; different code paths." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-Attn support for Nemotron and GLM-5 generation config validity are unrelated." + "reason": "Completely different problems: Flash Attention support warning vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization/loading bugs." + "reason": "Model-loading compatibility vs Pipeline save_pretrained serialization; not the same bug." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "Docs mention return_all_scores vs pipeline save_pretrained are unrelated." + "reason": "Both are save/load related, but one is Pipeline saving and the other is quantized model roundtrip after save_pretrained/from_pretrained." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config issues." + "reason": "Different model/config bugs: Gemma3Config missing vocab_size vs patchtsmixer post_init allowance." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Both touch checkpoint/loading, but one is sorted state_dict load failure and the other is incorrect Qwen3.5 save_pretrained output." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + "reason": "Both are Python-version compatibility reports, but for different interpreter versions and different failure causes." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different model-specific issues: Flash Attention support vs missing auxiliary losses in D-FINE." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4/Qwen3.5 configuration bugs; same broad area only." + "reason": "Different model families and bugs; one is label propagation, the other is attention-mask construction." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Gemma4 config-related, but one is attention masking and the other is head_dim validation." + "reason": "Both are Gemma4/Llama config-related, but one is attention masking and the other is explicit head_dim validation." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing attribute errors in different configs; no shared defect." + "reason": "Different missing-config-attribute bugs in different models." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Missing attentions in CLIP output and incorrect Qwen3.5 checkpoint saving are unrelated regressions." + "reason": "CLIP output regression vs Qwen3.5 checkpoint save regression; unrelated code paths." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Both are config propagation problems, but they affect different fields and models." + "reason": "Both are config propagation issues, but with different fields and different models." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5-related loading, but one misses embed token weights and the other errors in from_pretrained; not clearly the same bug." + "reason": "Different Qwen3.5-related bugs: missing embed_tokens.weight vs from_pretrained load failure." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Noisy cache logging and broad import errors are unrelated." + "reason": "Cache no_grad decoration request vs broad import-error report; unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed trainer state mismatch and a cache-strategy typo are completely different issues." + "reason": "Trainer/FSDP/PEFT optimizer state bug vs a cache-strategy typo; not duplicates." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling vs importing Trainer with datasets installed; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention import/compile-time failure, but one is compiled Python file handling and the other is torch.jit.script parsing with a decorator/comment issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different load/save issues: generic sorted state_dict loading vs Qwen3_5MoeVisionConfig field dropping under strict config handling." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different roundtrip/loading bugs: generic model load failure vs Gemma pipeline roundtrip on a specific token." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different domains: missing config field in Gemma3 vs Trainer optimizer-state corruption under FSDP2/PEFT." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness due to missing set_seed vs xdist race on captured_info.txt; different failures." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache update decoration request vs a broad complaint that v5 breaks many models; not the same bug." } ] }, @@ -15996,35 +16079,40 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 51, - "review_unit_count": 54, + "review_unit_index": 52, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", "issue:33453", "issue:36296", - "issue:36683", "issue:41669", "issue:42548", + "issue:42831", "issue:42890", "issue:43010", - "issue:43064", "issue:43065", + "issue:43232", + "issue:43299", "issue:43502", "issue:43575", "issue:43576", "issue:43618", "issue:43723", + "issue:43827", "issue:43867", + "issue:43874", "issue:43976", "issue:43992", "issue:44062", - "issue:44075", "issue:44077", "issue:44112", "issue:44222", @@ -16036,9 +16124,8 @@ "issue:44485", "issue:44556", "issue:44749", - "issue:44855", "issue:44857", - "issue:44938", + "issue:44961", "issue:44964", "issue:45071", "issue:45125", @@ -16046,35 +16133,23 @@ "issue:45375", "issue:45440", "issue:45478", - "issue:45561", "issue:45600", - "issue:45850", "issue:46132", - "issue:46202", - "issue:46285", - "issue:46365" - ], - "soft_pairs": [ - "issue:44075|issue:46365", - "issue:44355|issue:44855", - "issue:43867|issue:45375", - "issue:44938|issue:45071", - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:42890|issue:45561", - "issue:43010|issue:45850", + "issue:46285" + ], + "soft_pairs": [ "issue:41669|issue:44246", "issue:43867|issue:45357", "issue:36296|issue:43575", - "issue:43992|issue:45478", "issue:43010|issue:43976", + "issue:43992|issue:45478", "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:43618|issue:44857", "issue:44360|issue:45440", - "issue:43502|issue:44062", "issue:42890|issue:44964", + "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:44387|issue:44556", @@ -16085,216 +16160,251 @@ "issue:43502|issue:44485", "issue:45125|issue:45478", "issue:44355|issue:44749", - "issue:42548|issue:44351" + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071" ], - "prepared_review_unit_hash": "f343f0ae4dca14071503cc05adedfabde40222504b6c5292e2998144c33a3652", + "prepared_review_unit_hash": "0ba0a1303c25f0784ee8dfb9308f5a1a71929b77d564fd8704a295bafee61a6f", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36543, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "soft_pair_count": 34, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated Transformers regressions (imports, tokenizer/model loading, tensor-parallelism, config mismatches, test failures, performance issues). None of the soft pairs look like the same underlying bug/change, so there is no strong duplicate merge candidate.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span distinct subsystems and failure modes. If a representative issue is needed, issue:43502 is the clearest standalone regression report with a concrete symptom and expected behavior.", + "summary": "This set is a noisy mix of unrelated bugs; the only loose commonality is v5-era loading/import regressions. No soft pair looks like a true duplicate or mergeable PR-style overlap.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44556 is the broadest representative of the recurring v4-to-v5 loading regression theme, covering checkpoint reload failures rather than a single model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the strongest representative issue: it is user-facing, specific, and has a clear repro/expected behavior, unlike several broader or more ambiguous reports in the set.", + "best_issue_reason": "issue:44556 is the clearest high-level bug report in the cluster and best captures the shared user-visible failure mode among the loading-related items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Different problems: optimizer arguments not being used vs Trainer import breaking due to datasets interaction." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Both involve import/runtime errors, but the causes differ: compiled Python file handling vs a Python 3.13 @torch.jit.script parsing/IndentationError issue." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Unrelated model-loading/state_dict sorting issue vs a missing Qwen3.5 vision config field dropped by strict config handling." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 import/load failure is not the same bug as PretrainedConfig type-checking breakage in v5.4.0." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Different model/pipeline symptoms and likely different code paths." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Gemma3Config missing vocab_size is a config attribute bug; the other is an FSDP2/PEFT optimizer state placement bug." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Separate test failures: missing set_seed in SamHQ integration tests vs xdist race on captured_info.txt." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "Specific no_grad decoration bug vs a broad complaint that v5 breaks many models." - }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import speed, but one is a concrete import-* cleanup regression and the other is a vague intermittent import slowdown report." + "reason": "One is about long import time from `import *` usage, the other about intermittent slow `import transformers`; related area, but not the same underlying bug." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict loading error vs incorrect visual encoder keys on save_pretrained; different lifecycle stages and symptoms." + "reason": "Both are loading failures, but one is a generic state_dict ordering issue and the other is a Qwen3.5 visual-encoder save regression; different code paths." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and OOM when loading a specific large model with tp are not the same underlying issue." + "reason": "Both mention tensor parallelism/OOM, but one is a general training bug and the other is a specific model load OOM; not enough to treat as the same defect." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Different model families and failure modes, both only broadly from_pretrained-related." + "reason": "`@torch.no_grad` on cache/layer updates is unrelated to Python version support breaking Transformers 5.1.0." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "No_grad decoration on cache/layer updates is unrelated to Python version compatibility." + "reason": "Both concern Qwen3.5/MoE loading, but one is missing `embed_tokens.weight` while the other is a broader `from_pretrained` error; different failure modes." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init eligibility are unrelated bugs." + "reason": "One is a CLIPOutput attentions regression, the other is a patchtsmixer `post_init` policy issue; no shared bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing AutoModel import error is unrelated to tokenizer loading regression." + "reason": "PyTorch missing import error versus tokenizer loading regression are separate dependency/setup problems." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both touch CLIP-related code, but one is about attentions output and the other about class structure consistency." + "reason": "CLIP attentions missing and CLIP text-model structure inconsistency are different API regressions." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Different models and failure modes; no shared code-path evidence." + "reason": "CLIP output field regression and LwDetr image-loss AMP crash are unrelated subsystems." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + "reason": "A DSA indexer activation bug is not the same as DeepSeekV3MoE implementation divergence." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Local-files-only network leakage is unrelated to AddedToken keyword argument duplication." + "reason": "Test flakiness from missing seeds is unrelated to Phi-4 multimodal loading failure." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Test seeding flakiness vs loading a specific Phi-4 multimodal model are different issues." + "reason": "Local-files-only network leakage and AddedToken keyword duplication are distinct tokenizer/config bugs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI/test failures with no shared root cause." + "reason": "Both are CI/test failures, but one is seed-related flakiness and the other is a stale device override test; different causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ test seed flake vs auto_mappings referencing removed configs are unrelated." + "reason": "Seed-related Sam3HQ test instability is unrelated to stale auto_mappings references for Sam3LiteText configs." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 memory regression and checkpoint reload incompatibility after upgrading versions are distinct bugs." + "reason": "Both can end in OOM or load problems, but int4 quantization memory growth is a different issue than checkpoint reload compatibility." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to checkpoint reload failures after upgrade." + "reason": "Tokenizer loading regression and checkpoint reload regression are both v5 load issues, but they affect different APIs and code paths." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained bug and missing tensor-parallel plan for Qwen3_5Moe are different subsystems." + "reason": "FP8 save_pretrained bugs and missing `_tp_plan` for tensor parallelism are separate model-initialization/export problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache/layer no_grad decoration does not match a dummy Conv2d implementation issue in Sam3PixelDecoder." + "reason": "Cache/layer update decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation issues." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." + "reason": "Broken `transformers env` output and AttentionInterface.register behavior change are different CLI/API regressions." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network behavior is unrelated to GLM-5 RoPE implementation." + "reason": "`local_files_only=True` network requests and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing `_tp_plan` and Qwen3.5 MoE `from_pretrained` failure are related to the model family but are not the same concrete defect." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python import errors and slow filtering after upgrading to 5.3 are different problems." + "reason": "Compiled Python file errors and Chinese-language performance regression on upgrade are unrelated." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Importing PreTrainedModel failing vs HybridCache import failure are distinct import/export regressions." + "reason": "`PreTrainedModel` import failure and `HybridCache` import failure are different missing-symbol regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow run reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are different Qwen3.5 issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "No-grad decoration for cache updates and `_update_model_kwargs_for_generation` sync behavior are different generation internals." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Remote fetches despite `local_files_only=True` and FP8 save_pretrained MOE issues are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and missing image-patch method in GLM46V are different multimodal/quantization bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network access and a stray title-only issue (`racoon`) are not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers load hang and confusing documentation for forward inputs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and generic v4.57-to-v5 checkpoint reload failure are similar in theme but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing removed `pipeline()` and the unrelated `racoon` issue have no overlap." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed training and tensor parallel training bugs are different operational problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors and `PretrainedConfig` type-checking regression are unrelated." } ] }, @@ -16309,44 +16419,40 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 52, - "review_unit_count": 54, + "review_unit_index": 53, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:27957", - "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", + "issue:41669", "issue:42548", "issue:42757", - "issue:42831", - "issue:43010", - "issue:43232", - "issue:43299", - "issue:43502", + "issue:43525", "issue:43526", + "issue:43572", "issue:43576", "issue:43673", "issue:43824", - "issue:43827", - "issue:43874", "issue:43901", + "issue:44038", "issue:44222", "issue:44230", "issue:44273", "issue:44315", "issue:44355", "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44556", @@ -16355,30 +16461,23 @@ "issue:44908", "issue:44938", "issue:44961", + "issue:45003", "issue:45071", + "issue:45092", "issue:45125", "issue:45230", + "issue:45278", "issue:45362", - "issue:45375", "issue:45468", "issue:45542", + "issue:45753", "issue:45850", + "issue:46095", "issue:46143", "issue:46144", "issue:46209" ], "soft_pairs": [ - "issue:30333|issue:33453", - "issue:45125|issue:45375", - "issue:43010|issue:43232", - "issue:43502|issue:44222", - "issue:42831|issue:43874", - "issue:30990|issue:31795", - "issue:43502|issue:44961", - "issue:43299|issue:44556", - "issue:43827|issue:44961", - "issue:30333|issue:36296", - "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:33453|issue:34689", "issue:27957|issue:33453", @@ -16388,246 +16487,270 @@ "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", - "issue:43576|issue:44938", "issue:44485|issue:44961", + "issue:43576|issue:44938", "issue:44908|issue:44961", - "issue:41628|issue:42548", + "issue:44222|issue:44230", "issue:36296|issue:43901", "issue:46143|issue:46144", - "issue:44222|issue:44230", + "issue:41628|issue:42548", "issue:36296|issue:43526", "issue:44315|issue:46209", "issue:43673|issue:44492", "issue:45362|issue:45850", "issue:44623|issue:45230", - "issue:44273|issue:45542" + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "40306da8b366d15d7676f6f07b827a0394c0c317303168ed21cdb2d9b012e5db", + "prepared_review_unit_hash": "500acbfd7f191fc34f604e091288e43a650de5a6b1082f8ece2048f50737f9f2", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 36686, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "No soft pair looks like a true duplicate. The items are mostly unrelated bugs, docs issues, import errors, and model/version-specific regressions, so there is no clear canonical issue for the cluster.", - "confidence": 0.78, - "canonical_issue_reason": "No clear canonical issue: the candidates span unrelated topics and failure modes, so no single issue covers the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the set is heterogeneous rather than one duplicate family.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "Different problems: MLflow reporting on failed training jobs vs tokenizer loading regression." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a missing vision config field; different bugs." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both touch generation internals, but one is about decorating cache update with no_grad and the other about sync_gpus/_update_model_kwargs ordering." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "One is unwanted API requests with local_files_only=True; the other is FP8 save_pretrained for moe models." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FP8-related but not the same bug: accuracy issue vs missing image-processor method causing an AttributeError." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers load hang is unrelated to confusing forward-argument documentation." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "Network/file access bug vs an unrelated placeholder issue title." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both are version-related loading regressions, but they affect different models/checkpoints and likely different code paths." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs referencing pipeline() after removals is unrelated to the placeholder racoon issue." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow job-status reporting bug vs tensor parallel training bug." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled Python file errors are a different failure mode from PretrainedConfig type-checking breakage." - }, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose cluster of largely unrelated Transformers issues, mostly about v5 regressions, import errors, model-specific bugs, and a few docs/API complaints. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the clearest representative of the recurring v5 upgrade breakage theme, and its title is concrete enough to anchor the cluster better than the vaguer broad complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most informative, broadly representative issue in this set: it captures a real, user-facing regression pattern without being overly vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file import/runtime errors vs saving Pipeline objects with save_pretrained." + "reason": "Different failure modes: compiled Python file execution vs pipeline save_pretrained serialization." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different loaders and symptoms." + "reason": "Both are loading regressions, but for different components and models; not the same bug." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to tokenizer loading regression." + "reason": "Flash Attention support for XLMRoberta is unrelated to tokenizer loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub vs broken transformers env command in v5." + "reason": "Top-level huggingface_hub import breakage vs transformers env command bug; different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "v5 env command breakage is not the same as PretrainedConfig type-checking issues." + "reason": "Both are v5-related regressions, but one is a CLI/env issue and the other is a PretrainedConfig typing problem." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in model_init is unrelated to the DSA indexer/ReLU discussion." + "reason": "Unrelated subsystems: model_init/Liger Kernel vs DSA indexer behavior." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command vs missing Qwen2.5-VL export/import." + "reason": "Different import failures affecting different symbols and likely different causes." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about model.forward arguments vs an actual ImportError for layer_type_validation." + "reason": "Documentation confusion vs missing symbol import error; not the same underlying problem." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder racoon issue is unrelated to the Gemma-4 audio positional encoding bug." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command in v5 is different from Python 3.14 load failure." + "reason": "No meaningful overlap beyond being open-ended bug reports." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "RoPE implementation discussion is unrelated to the racoon issue." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the placeholder issue." + "reason": "Scheduler kwargs bug and an unrelated issue title with no shared code path." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing-export regressions." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; different changes." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug vs a docs mismatch for TextClassificationPipeline." + "reason": "Tensor parallel training bug vs pipeline docs mismatch; unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention implementation not using the interface; not the same defect." + "reason": "Both involve RoFormer, but one is kwargs propagation and the other is attention-interface usage; not the same defect." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both are FP8/Qwen-related, but one is save_pretrained moe and the other is inference support." + "reason": "Separate import errors for different exported names; likely different missing-export regressions." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug vs BeitImageProcessorFast reduce_labels bug." + "reason": "Tensor parallel training vs BeitImageProcessorFast label reduction; unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel model_init issue is unrelated to FP8 inference failing on B200." + "reason": "Model_init/Liger Kernel issue is unrelated to FP8 inference on B200." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in chunked_prefill vs a typo in cache strategies." + "reason": "Chunked prefill cache regression vs a typo in cache strategies; different bugs." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5-35B chat crash vs a broad complaint that v5 breaks too many models." + "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break; not the same concrete issue." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files vs a generic placeholder bug report." + "reason": "A specific missing-files save_pretrained bug cannot be merged with a generic placeholder bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction vs tensorboard/TensorFlow backend initialization error." + "reason": "Lazy loading regression and TensorFlow/tensorboard backend error are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3/5.0, but one is a model compatibility bug and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Possible import/lazy-loading overlap is too broad; the titles point to different root causes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL symptoms and likely different code paths: bbox output vs infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "General v5 env command breakage vs checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config missing field vs a broad statement that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to GenerationMixin cache missing in chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading regressions, but they affect different checkpoint styles and failure mechanisms." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request is unrelated to a DeepSeek weight-conversion script question." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in one config class is not the same as a general v5 breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both complain about v5 regressions, but one is specifically about import errors and the other is a broad, unspecific model-breakage report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete save_pretrained bug vs a generic report placeholder; no shared underlying defect." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Too little evidence that these are the same lazy-loading/import bug; the titles describe different issues." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different visual-generation failures for Qwen3_5; not mergeable as one PR-worthy fix." } ] }, @@ -16642,33 +16765,36 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 53, - "review_unit_count": 54, + "review_unit_index": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ + "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:41669", "issue:42371", "issue:42890", + "issue:43298", "issue:43352", "issue:43408", + "issue:43502", "issue:43519", - "issue:43525", - "issue:43572", "issue:43576", - "issue:43673", + "issue:43606", + "issue:43704", "issue:43827", "issue:43976", - "issue:44038", "issue:44077", - "issue:44230", "issue:44246", + "issue:44261", + "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -16678,41 +16804,26 @@ "issue:44393", "issue:44485", "issue:44492", - "issue:44556", + "issue:44623", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:45003", "issue:45071", - "issue:45092", - "issue:45125", "issue:45230", - "issue:45278", "issue:45310", "issue:45341", "issue:45468", "issue:45478", - "issue:45753", "issue:45850", + "issue:46018", "issue:46095", + "issue:46172", "issue:46218", "issue:46328" ], "soft_pairs": [ - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:44273|issue:45003", - "issue:44393|issue:45753", - "issue:43576|issue:44556", - "issue:43525|issue:45850", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:44230|issue:46095", - "issue:43572|issue:45850", - "issue:45278|issue:45850", - "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", "issue:42890|issue:44908", @@ -16721,8 +16832,8 @@ "issue:43576|issue:44908", "issue:44246|issue:44273", "issue:43976|issue:44393", - "issue:44908|issue:45071", "issue:44704|issue:44908", + "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:41669|issue:44351", @@ -16742,288 +16853,335 @@ "issue:44273|issue:44908", "issue:43576|issue:46218", "issue:43519|issue:44485", - "issue:43519|issue:44908" + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43298|issue:46095", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218" ], - "prepared_review_unit_hash": "77ffe0e972addeb73704df9bd45e3878940dff1af86c0c5706d92397979f18ca", + "prepared_review_unit_hash": "2ef3ef5f5a128bc0c58fb25f451f384bcdb0836038458c418f9b1ab6e90817d5", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39654, - "estimated_input_tokens": 9914, - "estimated_eval_tokens": 20084 + "soft_pair_count": 47, + "serialized_chars": 41114, + "estimated_input_tokens": 10279, + "estimated_eval_tokens": 20814 }, "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 v5 regressions, model-specific bugs, and import/lazy-loading complaints. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so I would not merge any of the suggested pairs.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set: it is concrete, broad, and matches the recurring theme of v5 upgrade/import breakage better than the more vague or highly model-specific reports.", + "summary": "These are mostly false-positive similarities across unrelated Transformers issues. I would not merge any of the soft-edge pairs; the only clearly duplicate-looking report in the set is 45310/45478, but it is not one of the proposed pairs.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45310 is the best representative issue: it is specific, describes a concrete regression in `from_pretrained`, and is clearly more actionable than the later duplicate-style report 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global issue candidate because it describes a broad, user-facing regression after upgrading to v5.5.0 and can plausibly subsume several related import-breakage reports.", + "best_issue_reason": "Issue 45310 is the strongest standalone issue in this set because it pinpoints a reproducible model-loading failure with a clear version boundary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Different problems: one is a Qwen3-VL-Moe bug report, the other is missing tensor-parallel planning for Qwen3.5 MoE." + "reason": "TF32 settings vs. a cache-strategy typo; unrelated topics and no shared failure mode." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Unrelated: Qwen3-VL 2D box hallucination/error vs a generic PretrainedConfig type-checking regression." + "reason": "Import-time slowdown from `import *` is not the same as a missing `Qwen3_5ForCausalLM` import." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Both touch loading/import behavior, but one is a vague lazy-loading failure and the other is a specific sys.modules access issue; not clearly the same bug." + "reason": "Test flakiness due to missing seeds is unrelated to scheduler kwargs being ignored." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs. Liger Kernel application; different code paths and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Different model symptoms: 2D bounding-box output issue vs an infinite loop on a specific image." + "reason": "Flash-Attention support error vs. Qwen3-VL bounding-box output issue; different model families and bugs." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:44908", "accept": false, - "reason": "Different surface area: broken `transformers env` command vs checkpoint reload compatibility after upgrading." + "reason": "Broken `transformers env` command is unrelated to `inverse_sqrt` scheduler kwargs handling." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "One is a specific missing `pad_token_id` attribute on Llama4Config; the other is a vague broad complaint about many models breaking." + "reason": "Both mention import/loading performance, but they describe different concrete problems and are not the same bug." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Different issues: import-star performance regression vs missing GenerationMixin cache during chunked prefill." + "reason": "Python-version compatibility failure vs. visual bounding-box hallucination; no overlap in underlying defect." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Both are v5 compatibility problems, but one is general checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs are unrelated API surfaces." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Different topics: FP8 support for Qwen3-VL/Qwen3.5 MoE vs a weight-conversion-script question for DeepSeekV4." + "reason": "One is scheduler configuration handling; the other is `PretrainedConfig` type checking after v5.4.0." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Specific StableLmConfig missing `pad_token_idx` vs a broad statement that v5 breaks too many models." + "reason": "Position-id buffer read error is too specific to be the same as a generic bug report." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch in `save_pretrained` is a different defect than the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Related only at a very high level; one is a concrete import-error report, the other is a generic broad complaint." + "reason": "Import-surface cleanup/performance and missing `HybridCache` export are different issues." }, { "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Broad import-time slowdown and a testing utility bug do not share the same code-path problem." + }, + { + "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage." + "reason": "Python-version breakage is not the same as the broad claim that v5 breaks many models." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "TF32 API-settings guidance is unrelated to a cache-strategy typo." + "reason": "Qwen3-VL 2D box output failure and Qwen3.5 MoE `from_pretrained` error are different model-specific bugs." }, { - "left": "issue:41669", + "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Both are import-related, but one is import-time slowdown from `import *` and the other is a module import failure for Qwen3_5ForCausalLM." + "reason": "Python compatibility and an import failure for `Qwen3_5ForCausalLM` are unrelated." }, { - "left": "issue:42890", + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`patchtsmixer` optional `post_init` policy and `_get_tied_weight_keys` crashing on list input are different code paths." + }, + { + "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Unrelated: flaky SamHQ integration tests vs inverse_sqrt scheduler kwargs being ignored." + "reason": "Docs still referencing `pipeline()` after removals is unrelated to scheduler kwargs being ignored." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Different model/config warnings vs Liger Kernel not being applied under `model_init`." + "reason": "Model.forward documentation confusion is not the same as tokenizer loading regression." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Different bugs: Flash Attention 2 support gap for Nemotron vs Qwen3-VL bounding-box output errors." + "reason": "Liger Kernel not applied with `model_init` and flash-attention-3 degenerate training are different failures." }, { "left": "issue:43576", - "right": "issue:44908", + "right": "issue:44273", "accept": false, - "reason": "Broken env CLI vs scheduler kwargs handling are unrelated." + "reason": "Broken `env` command and lazy-loading behavior are not the same bug." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Both mention loading performance, but one is intermittent slow import and the other is lazy loading not working properly; not the same concrete failure." + "reason": "Missing ReLU in a DSA indexer is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Python-version compatibility failure vs Qwen3-VL 2D box output issue." + "reason": "Pipeline serialization failure and tied-weight key handling are unrelated issues." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "`45310` is a specific `from_pretrained` regression; `45230` is only a generic bug report with no matching detail." + }, + { + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-check regression are unrelated." + "reason": "Lazy loading problems and scheduler kwargs are different subsystems and different defects." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "AutoProcessor kwargs forwarding bug vs inverse_sqrt scheduler kwargs bug; different code paths." + "reason": "`transformers env` breakage is not related to the missing Qwen3.5 import." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Specific `position_ids` buffer read error vs a placeholder generic bug report." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific math bugs." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Tokenizer save/pretrained class mismatch vs a generic bug report; no duplicate signal." + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." }, { "left": "issue:41669", - "right": "issue:44351", + "right": "issue:43704", "accept": false, - "reason": "Different import failures: performance regression from imports vs missing `HybridCache` symbol." + "reason": "Import-time slowdown from model imports and VRAM leakage across threads are not the same underlying issue." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Cache-strategy typo is unrelated to `SequenceFeatureExtractor.pad` conversion overhead." + "reason": "Both are DeepSeek-V4-related, but one is about expert gating and the other about a specific tensor transpose line." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import-star performance regression and a testing_utils bug are unrelated." + "reason": "Documentation confusion in `model.forward` is unrelated to a Llama 3.2 model-loading regression." }, { - "left": "issue:43976", - "right": "issue:45850", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Python-version support regression is not the same as a generic v5 breaks-many-models complaint." + "reason": "Slow checkpoint loading and model.forward documentation confusion are unrelated." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination is different from Qwen3.5 MoE from_pretrained failure." + "reason": "VRAM leakage in multi-threaded dataloading is unrelated to GLM-5 RoPE behavior." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "Python compatibility issue vs module import failure; different underlying problems." + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are different model implementations." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "PatchTSMixer `post_init` policy issue is unrelated to `_get_tied_weight_keys` crashing on list input." + "reason": "TF32 API guidance and VRAM leakage are unrelated." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "Docs still referencing `pipeline()` is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "A broad complaint about v5 breaking models is too generic to match a specific Qwen3.5 import failure." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + "reason": "Local-files-only network requests and timestamp calculation are different bugs." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "Liger Kernel not applied under `model_init` is a different problem from Flash Attention 3 causing degenerate training." + "reason": "Processor timestamp math and missing files in `processor.save_pretrained` are different save/load problems." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "Broken env command and lazy loading behavior are not the same code-path problem." + "reason": "Processor timestamp math and multi-thread VRAM leak do not share a code path." }, { - "left": "issue:44360", + "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation discussion is unrelated to Gemma-4 audio relative positional encoding." + "reason": "A `torch.split` return-value issue in GLM-MoE is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Pipeline save_pretrained issue and tied-weight key crash are different code paths." + "reason": "Continuous batching for audio models and a DeepSeek-V4 weight-conversion question are not the same issue." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not duplicate-quality evidence." + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "Lazy loading failure and scheduler kwargs regression are unrelated." + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different precision/config bug than Gemma-4 audio positional encoding." }, { - "left": "issue:43576", + "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Broken `transformers env` command and inability to import Qwen3_5ForCausalLM are different issues." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Incorrect Qwen3VL timestamp calculation vs GLM-5 RoPE implementation discussion; different model/code paths." + "reason": "`HybridCache` import failure and `Qwen3_5ForCausalLM` import failure are different symbols and likely different breakages." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "Qwen3VL timestamp bug is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Flash-Attention 2 support error and Qwen3.5 import failure are unrelated." } ] }, @@ -17038,47 +17196,34 @@ "label": "issue", "component_index": 1, "component_count": 21, - "review_unit_index": 54, - "review_unit_count": 54, + "review_unit_index": 55, + "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-464", + "cluster_id": "cluster-10000-466", "nodes": [ "issue:30333", "issue:31515", - "issue:31795", "issue:33453", - "issue:34689", "issue:36296", "issue:37934", "issue:38617", - "issue:41669", - "issue:42371", "issue:42913", "issue:42936", "issue:43066", "issue:43240", "issue:43298", - "issue:43352", - "issue:43502", - "issue:43519", "issue:43525", "issue:43572", - "issue:43606", "issue:43618", "issue:43668", - "issue:43704", "issue:43717", "issue:43813", "issue:44031", "issue:44230", - "issue:44261", - "issue:44263", - "issue:44351", - "issue:44485", "issue:44492", "issue:44623", "issue:44861", @@ -17087,32 +17232,11 @@ "issue:44998", "issue:45290", "issue:45310", - "issue:45468", "issue:45850", "issue:46018", - "issue:46095", - "issue:46144", - "issue:46172", - "issue:46218" + "issue:46144" ], "soft_pairs": [ - "issue:41669|issue:43704", - "issue:46018|issue:46172", - "issue:31795|issue:34689", - "issue:31515|issue:31795", - "issue:43704|issue:44485", - "issue:44485|issue:45468", - "issue:42371|issue:43704", - "issue:45850|issue:46218", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", - "issue:43606|issue:45468", - "issue:43298|issue:46095", - "issue:44261|issue:45468", - "issue:44351|issue:46218", - "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44492|issue:44998", @@ -17142,154 +17266,52 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "a95f47a4c35cd8e1296210401f9657a40d10bd5a1a78f30324e3df0e8a466fac", + "prepared_review_unit_hash": "1c7e6d043336931430bf4bc0ca366641d83557f5de67ec920026f2b131420979", "component_budget": { - "node_count": 464, - "item_count": 464, - "soft_pair_count": 1705, - "serialized_chars": 884283, - "estimated_input_tokens": 221071, - "estimated_eval_tokens": 442398 + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 45, - "serialized_chars": 39713, - "estimated_input_tokens": 9929, - "estimated_eval_tokens": 20114 + "node_count": 30, + "item_count": 30, + "soft_pair_count": 28, + "serialized_chars": 25026, + "estimated_input_tokens": 6257, + "estimated_eval_tokens": 12770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by Transformers v5 / model-loading / tokenizer regression reports, but the soft pairs mostly point to different concrete bugs rather than true duplicates. I found no PRs, and no soft edge is strong enough to merge as the same underlying change.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s main theme: many models breaking after v5.0. It\u2019s vague, but it best represents the repeated regression reports.", + "summary": "The set is mostly a collection of unrelated regression reports across different subsystems (tokenizers, configs, schedulers, model heads, training/runtime). None of the soft pairs look like the same concrete bug or change closely enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and the only one framed as a general v5 regression affecting many models, so it is the best representative if a single issue must stand in for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most globally representative issue for this set because it captures the recurring \u201cv5 breaks many models\u201d pattern across the cluster, even though it is not very specific.", + "best_issue_reason": "issue:45850 is the most globally representative issue because it captures the widest scope of breakage, even though it is too generic to be a true duplicate target for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Different problems: import-star scan/perf issue vs VRAM leak in Qwen3ForCausalLM multi-threaded loading." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "Both are DeepSeek-V4-related, but one is gating logic and the other is a tensor conversion/transpose bug; not the same code path." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion vs a concrete model-loading regression for Llama 3.2 vision." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Checkpoint loading slowness is unrelated to forward-API documentation confusion." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation question." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "Different models and different bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 API guidance is unrelated to a multi-thread VRAM leak." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "Broad v5-breakage complaint vs a specific import failure for Qwen3_5ForCausalLM; not one concrete bug." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Local-files-only network requests vs incorrect Qwen3VL timestamp calculation." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp math bug vs missing save_pretrained outputs." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Timestamp calculation bug is unrelated to a VRAM leak." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return handling vs Gemma-4 audio positional encoding." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio continuous batching support issue vs DeepSeek-V4 weight-conversion question." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "MLA q_a_layernorm epsilon mismatch vs Gemma-4 audio positional encoding." - }, - { - "left": "issue:44351", - "right": "issue:46218", - "accept": false, - "reason": "Both are import failures, but for different modules and likely different missing symbols." - }, - { - "left": "issue:43352", - "right": "issue:46218", - "accept": false, - "reason": "Flash Attention unsupported warning for NemotronH vs module import failure for Qwen3_5." - }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Related tokenizer-v5 complaints, but one is broad behavior drift and the other is a specific decoder-type mismatch; not clearly the same bug." + "reason": "Both mention tokenizer/v5 regressions, but one is a general behavior difference and the other is a decoder-type mismatch; not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated low-signal issue." + "reason": "Scheduler kwargs being ignored is unrelated to an unrelated placeholder issue title." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo is unrelated to the other issue." + "reason": "A cache-strategy typo is unrelated to the other issue." }, { "left": "issue:43618", @@ -17301,145 +17323,145 @@ "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "One is a placeholder/off-topic issue, the other is a broad v5 regression report." + "reason": "One is a vague catch-all complaint and the other is an unrelated placeholder; no shared concrete bug." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the off-topic issue." + "reason": "Python 3.14 load failure is not the same as the unrelated issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different crashes in different helpers: tied-weight key lookup vs chat-template tool-call handling." + "reason": "Tied-weight key handling and chat-template tool-call crashes affect different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in config vs AttributeError in tied-weight key extraction." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading is unrelated to an ImportError for layer_type_validation." + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs tied-weight key extraction crash." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request vs missing processor save_pretrained files." + "reason": "FP8 inference support and missing processor.save_pretrained files are different issues." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading performance." + "reason": "MLflow reporting on training failure is unrelated to checkpoint load slowness." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness vs tensor-parallel training bug." + "reason": "Loading-speed regression and tensor-parallel training bug are different problems." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support/inference request vs Qwen3.5 MoE from_pretrained regression." + "reason": "FP8 support for Qwen models and a from_pretrained error in Qwen3.5 MoE are not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Loading slowdown is different from a tokenizer-loading regression." + "reason": "Checkpoint loading performance and tokenizer loading regression are different code paths." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models vs FP8 inference support request." + "reason": "Continuous batching for audio models is unrelated to FP8 inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights discussion vs RoFormer attention-interface issue." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated model-specific issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value bug vs DeepSeek-V4 shared-expert gating bug." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint mistake vs tokenizer regex warning regression." + "reason": "A config type-hint typo is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Loss ignore_value bug vs kwargs not passed to loss function." + "reason": "Mask2former ignore_value usage and loss-function kwargs propagation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs bug is unrelated to RoFormer attention interface usage." + "reason": "Loss kwargs not being passed is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value bug vs tokenizer regex warning regression." + "reason": "Mask2former ignore_value handling is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model families and unrelated defects." + "reason": "Mask2former ignore_value handling and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "ignore_value handling vs a typo in quantization operation naming." + "reason": "A semantic model bug is unrelated to a typo in a quantization-operation string." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs bug vs ModernBERT norm_eps type hint." + "reason": "Loss kwargs propagation and config type-hint correctness are different issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint vs typo in quantization-related text." + "reason": "Incorrect type hints and a typo in a conversion path are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm design question vs ModernBERT type-hint issue." + "reason": "RMS-norm semantics for Llama4TextL2Norm is unrelated to a ModernBERT type-hint typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former runtime bug vs ModernBERT config typing issue." + "reason": "Mask2former ignore_value usage is unrelated to a config type-hint issue." } ] }, @@ -17458,8 +17480,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17472,52 +17494,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "adcc355aceaa06bb962484a41e8de136ba7aa700ee29bf6f1c40a03ee89d1b4c", + "prepared_review_unit_hash": "82354b253e37066b25daab67a7298671c6d244920feb29ce2c1ea3b2124dbffb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are unrelated: truncation behavior in tokenization, ReduceLROnPlateau-like functionality, and Wav2Vec2 word time offsets. No duplicate cluster is present.", + "summary": "All three items are unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like training logic, and Wav2Vec2 word time offsets. They should not be clustered together.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:10519 is the most concrete and narrowly scoped request (a specific tokenizer truncation option), making it the best representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:10519 is the best issue to anchor the cluster only because it is the clearest actionable request; the other two are separate, unrelated feature ideas.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features in different components; no shared bug or change path." + "reason": "Tokenizer truncation from the beginning and Wav2Vec2 word boundary offsets are different components and different problem types; no shared underlying bug/change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation option request vs learning-rate scheduler feature request; unrelated." + "reason": "A tokenizer truncation option and ReduceLROnPlateau-like scheduler behavior are unrelated feature requests in different subsystems." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler-like functionality request is unrelated to Wav2Vec2 word boundary timing." + "reason": "Learning-rate scheduler functionality and Wav2Vec2 time-offset extraction do not describe the same code path or change request." } ] }, @@ -17536,8 +17558,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17549,12 +17571,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "4c6443b1e62e17a15eae7ccb7fc2ef5c629b5feab18f2a50d0f2b1f136d950c0", + "prepared_review_unit_hash": "91ded9eac766da8dd00328675a0069f034a6079b7c4fc96b2f5f66d5ac03843c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17562,7 +17584,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17571,24 +17593,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues describe different problems: tokenization parity, an auth/error-message problem when downloading private models, and a separate model-loading failure for bert-base-uncased. None of the soft pairs look like the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical duplicate: the issues target different failure modes and subsystems, so they should remain separate.", + "summary": "The issues are only superficially similar around model/tokenization/loading wording, but they describe different problems: Tapas tokenization mismatch, an authentication-related download error message, and a model loading failure for bert-base-uncased. This is not a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the three reports concern different bug classes and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the broadest, most user-facing model-loading report, so it is the best representative issue in this cluster, but not a duplicate of the others.", + "best_issue_reason": "Issue 16618 is the broadest of the three and most likely to be the closest representative of a model-loading problem, but it still does not cover the other two reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch versus model-loading failure are different problems and do not look like the same code-path bug." + "reason": "Tapas tokenization behavior is unrelated to the bert-base-uncased loading failure; they do not appear to share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is a bad auth/error message for private model downloads; the other is a failure to load bert-base-uncased. Same general area, but not the same underlying issue." + "reason": "One is specifically about a bad error message for unauthorized private-model downloads, while the other is a general model load failure; these are different issues." } ] }, @@ -17607,8 +17629,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17618,12 +17640,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "84e302ca347416140b149dc72f9d8d468ded52181796a570de8fdf55e05ae80d", + "prepared_review_unit_hash": "3fb8a102f634dae2cc0e86ee319fa1fa90cb74b27882bb4ebba29408eb65875e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17631,7 +17653,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17640,18 +17662,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both community feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be clustered as one underlying problem.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the requests are for unrelated features (Flash Attention 2 support vs GGUF support).", + "summary": "These are two separate community contribution requests for different features: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for the cluster, since the items do not describe the same underlying enhancement.", + "best_issue_reason": "Issue 26350 is the better representative issue only because it is earlier and has more discussion activity, but it is not a canonical duplicate of 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested support targets and likely different code paths; they are not the same underlying feature request." + "reason": "Different feature requests for different subsystems/architectures; no shared code-path or same underlying change." } ] }, @@ -17670,8 +17692,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17710,187 +17732,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "436e9cbed2a9deb275d5b818c95d9034efdf1f31e934cd73fa9f4868bb2ca344", + "prepared_review_unit_hash": "ea60b1b18577ae6d75843c699b590ce1b79ff7e2961fd6209da6c112be976823", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13527, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13527, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are mostly unrelated i18n translation requests in different languages; many are only superficially similar because they use the same or placeholder issue template. I found one strong duplicate-like pair with identical Thai titles and matching body size, but the rest should stay separate.", - "confidence": 0.58, - "canonical_issue_reason": "issue:27088 is the most concrete, fully specified translation request (Turkish) and is more representative than the placeholder/template-titled issues.", + "summary": "This cluster is mostly a set of separate i18n translation requests plus several template-like placeholder issues. The 46222/46226 pair looks like a high-confidence exact duplicate, while the other similar-looking issues are not shown to be the same underlying request based on the visible metadata alone.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46222 is a reasonable canonical issue because it is part of the exact duplicate pair and is the earlier of the two, with inbound references that suggest reuse.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the clearest representative issue in this cluster because it has a specific language, a normal title, and active discussion; the others are either different languages or generic placeholders.", + "best_issue_reason": "issue:46222 is the strongest overall issue choice because it anchors the only high-confidence exact duplicate pair and has the most evidence of being the representative entry.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different issue topics/languages; the similarity is only the shared i18n translation template." + "reason": "Different language-specific translation requests; the shared template style is not enough to treat them as the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language and no evidence they describe the same translation request." + "reason": "Turkish and the template-style placeholder issue are not shown to be the same underlying task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Same broad docs-translation theme, but no sign of the same underlying issue." + "reason": "A language-specific Turkish request is distinct from the generic placeholder-style issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish vs Romanian translation requests are distinct issues." + "reason": "Turkish and Romanian translation requests are separate language-specific issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are separate language-specific issues." + "reason": "Turkish and Spanish translation requests are different underlying tasks." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request and generic template title are not clearly the same issue." + "reason": "Spanish translation request and template-style placeholder issue are not shown to be the same request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request; shared wording is too generic to merge." + "reason": "Shared template-like wording does not establish a duplicate for the Spanish issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation issues are distinct." + "reason": "Spanish and Romanian translation requests are different language-specific issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "No evidence of the same concrete translation task." + "reason": "This looks like another template-generated issue, but not a confirmed duplicate of the Spanish request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Both are translation-related, but one is Romanian and the other is only a template-like placeholder." + "reason": "Romanian translation request is distinct from the template-style placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request is not the same as the placeholder-titled issue." + "reason": "Romanian translation request does not clearly match the placeholder template issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Shared template language is not enough to treat them as duplicates." + "reason": "The shared template pattern is not enough to merge these as the same underlying issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles/content; no concrete indication they are the same issue." + "reason": "Romanian translation request is separate from the placeholder issue pair." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles/content; too little evidence for a duplicate." + "reason": "Romanian translation request is not shown to be the same as this templated issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Identical placeholder title, but no body detail proving the same underlying request." + "reason": "Very similar template text, but the visible data does not prove the two issues are the same request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Same generic template title alone is not enough to merge." + "reason": "High similarity appears consistent with a shared issue template rather than a confirmed duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." + "reason": "Template-style similarity alone is not enough to confirm a duplicate here." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder translation title vs unrelated Thai-titled issue; no same-bug evidence." + "reason": "These look template-related, but not demonstrably the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Same placeholder title, but insufficient evidence that these are the same submission." + "reason": "Near-identical template language is not sufficient on its own to merge them as duplicates." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "No meaningful overlap beyond both being issues." + "reason": "Similar boilerplate does not prove the same concrete issue as the 46222 placeholder." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "No meaningful overlap beyond both being issues." + "reason": "Shared template content is not enough to establish a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." + "reason": "Template-like similarity is visible, but the available metadata does not confirm the same issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Placeholder translation issue and Thai-titled issue do not look like the same change/request." + "reason": "These appear to be separate template-generated issues rather than a proven duplicate pair." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and identical body length strongly suggest the same underlying issue/duplicate submission." + "reason": "Same placeholder title and matching metadata strongly indicate the same underlying issue; this is the high-confidence duplicate pair in the cluster." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the listed issues are translation requests or template-like placeholders, and the one accepted duplicate pair (issue:46222 / issue:46226) is supported by identical titles and identical body length. The remaining rejections are conservative given the lack of body-text evidence beyond shared templates." + "accept": false, + "feedback": "The summary is a bit too strong for the packet. It is fair to say the Turkish/Spanish/Romanian issues are language-specific and likely separate, but the claim that 46222/46226 is the \"only clear duplicate\" is not fully grounded because the packet does not expose issue bodies and several other placeholder issues have the same template title with very high similarity scores. Also, \"effectively identical issue content\" overstates what is visible. The canonical choice of 46222 is reasonable, but the duplicate-set conclusion should be stated more cautiously." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17903,8 +17925,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17963,250 +17985,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "5bb4488ac470a00f85a1a4367eae1c399abfd6c5aab10d6310ae358cd5ca3222", + "prepared_review_unit_hash": "2ad121e8731b4c1723b2bd152388e452eba7870a848a0c068524a996f8b28e8e", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21659, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21654, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21659, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21654, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is a broad set of model-addition/support requests across unrelated architectures and modalities. The soft-similarity links are too generic to indicate duplicate bugs or mergeable PRs, so no pair should be collapsed.", - "confidence": 0.91, - "canonical_issue_reason": "No canonical issue: these items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3 TTS/ASR, Voxtral, EUPE), so there is no single duplicate target.", + "summary": "This cluster is a loose set of model-request issues, mostly about adding different model architectures or modality support. The items are thematically similar but not duplicates of the same underlying change, so no soft pairs should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43671 is the most central and broadly connected request in this set, but it still refers to a distinct Qwen3-TTS feature rather than the same change as the other model requests.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue; this is a loose collection of distinct model-support requests rather than one underlying issue.", + "best_issue_reason": "issue:43671 is the best single representative for this cluster because it is highly connected and clearly scoped, but the overall cluster is heterogeneous so it should not be treated as a duplicate anchor for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config vs DEIMv2 support; different models and code paths." + "reason": "Different model requests: EuroBert config support vs DEIMv2. Same general repo area, but not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert model config request is unrelated to Qwen3-TTS audio support." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions with different modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different model additions, not duplicates." + "reason": "EuroBert vs RF-DETR are distinct model additions, not one underlying bug or feature." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR object-detection support vs DEIMv2 model support; distinct requests." + "reason": "RF-DETR and DEIMv2 are separate detection model requests; no evidence they refer to the same implementation." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are unrelated model families/modalities." + "reason": "RF-DETR is a vision detection model, while LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR detection support vs weight-sparse transformer request; different changes." + "reason": "RF-DETR and the weight-sparse transformer request are different model families and different changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision model vs Qwen3-ASR audio model; not the same underlying change." + "reason": "RF-DETR and Qwen3-ASR are different model additions with different code paths and modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS target different modalities and implementations." + "reason": "RF-DETR and Qwen3-TTS are distinct feature requests, not duplicates." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT model addition vs Qwen3-ASR support; unrelated models." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support vs weight-sparse transformer request; different architectures." + "reason": "NeoBERT support and weight-sparse transformer support are different model requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT is a text model request; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model additions, not one fix." + "reason": "RF-DETR and NeoBERT are different model additions with no shared concrete change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model-support requests." + "reason": "NeoBERT and ModernVBERT are different models, even if both are BERT-like by name." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different code paths." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture request is unrelated to weight-sparse transformer support." + "reason": "MiniCPM3 and the weight-sparse transformer request are different model architectures." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model-architecture requests." + "reason": "MiniCPM3 architecture support and ModernVBERT models are separate additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 support vs Voxtral-TTS support; different models and modalities." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests despite both being model-addition issues." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families/modalities." + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT support and Qwen3-TTS support are not the same change." + "reason": "ModernVBERT and Qwen3-TTS are separate model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT model support vs generic BERT-like RoPE request; too broad and not duplicate." + "reason": "ModernVBERT models and BERT-like models with RoPE are related by theme, but not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models vs Voxtral TTS support; different features." + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS-2603 are different feature requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related family names but separate capabilities/code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related only by model family; they are different capabilities and implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral-TTS support are different model integrations." + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are separate audio model additions." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS audio support vs DeepSeek-OCR2 vision/OCR support; unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modality/model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is unrelated to weight-sparse transformer support." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are not the same change." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; same broad domain, different models and changes." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-related model additions, not duplicates." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR audio support and EUPE perception encoder are unrelated." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." + "reason": "Qwen3-ASR support and the weight-sparse transformer request are different code-path changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model support requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request vs EUPE model request; different architectures." + "reason": "Weight-sparse transformer support and EUPE are separate model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-TTS are distinct audio-model integrations." + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech-model capabilities." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR audio support vs DeepSeek-OCR2; different modalities and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests, not one change." + "reason": "EUPE and TIPSv2 are separate model requests with no indication they are the same underlying feature." } ] }, @@ -18225,8 +18247,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -18236,7 +18258,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "513db45ca1a146a2a0f6add0dc07f7fdaff0cd8ab434b3be91ffd3a64aa2c796", + "prepared_review_unit_hash": "988c0d1ac8ca594e7a72d155c24dd429cae8959dca38167c18fc0930a1a0dd0f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18258,18 +18280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is a docs request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. They describe different areas and different kinds of work.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a vision RoPE refactor. They should not be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "`issue:46443` is the better representative of the cluster because it is a concrete code-change issue; `issue:38740` is a docs-only request and unrelated to the Vision RoPE work.", + "best_issue_reason": "Issue 46443 is the more substantive technical item, but it is not a duplicate of the docs request and there is no single canonical issue for this pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: a documentation request to add `pruna` versus a Vision RoPE refactor. No shared code path, filenames, or explicit linkage." + "reason": "Different topics and scopes: documentation/vendor listing vs. vision RoPE refactor. No shared files, targets, or concrete bug/change indicate the same underlying work." } ] }, @@ -18288,8 +18310,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -18299,7 +18321,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "5b6bbfe75c51fef8b2c91eca44321f4d59067a20280b9e77ec7c94def23025dd", + "prepared_review_unit_hash": "e4a8a285ce4a936d725967b084dc004b2a10c26586608d97240c2c7e33353b1f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18321,18 +18343,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about setting block decoding, while the other requests DeepSeek v3.2 support. They describe different features and different problem spaces.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the issues are unrelated and do not describe the same underlying bug or feature request.", + "summary": "The two issues are not duplicates: one is about block decoding, the other is a request for DeepSeek v3.2 support. They target different problems and should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative because the pair is not a duplicate set.", + "best_issue_reason": "No single issue is a good canonical representative because the items are unrelated; 43037 is the more concrete feature request, but it is not the same underlying problem as 41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics: block decoding implementation vs. model/version support for DeepSeek v3.2. No shared concrete bug or change." + "reason": "Different subject matter and no shared code-path or explicit linkage; this is a false soft similarity." } ] }, @@ -18351,8 +18373,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18362,12 +18384,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "0baf74f89b5a73aa7fc2ba7f16005a043afcf48cb3200e624f6284ddb84ea4cf", + "prepared_review_unit_hash": "2f65d9943a219b24bcfea9597ee0d997f179b73b988a93e34ab52a5410d9e32e", "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 }, @@ -18375,7 +18397,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18384,18 +18406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are both Trainer-related, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": "#43598 is the more specific and implementation-oriented request, centered on a concrete Trainer setting (`remove_unused_column`) and how custom trainers should control it.", + "summary": "These are related Trainer enhancement requests, but they describe different problems: one is about making `remove_unused_column` more customizable, the other about handling custom trainers in FLOPS estimation. I would not treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue #43598 is the broader, more directly actionable Trainer customization request; #43600 is a narrower measurement/estimation concern.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is a better canonical issue because it points to a single, well-defined Trainer behavior change rather than a broader accounting concern.", + "best_issue_reason": "#43598 is the better representative issue because it centers on a concrete Trainer behavior change and has the wider potential impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They involve different underlying behavior: column removal customization vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug." + "reason": "The titles point to different underlying features: one changes column-removal behavior for customizability, the other adjusts FLOPS estimation for custom trainers. They share the Trainer context but not the same bug or fix." } ] }, @@ -18414,8 +18436,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18425,12 +18447,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "523caf8cad38cf46b9785752e0552792aa98b27adf44bb28281904f0ba360e5d", + "prepared_review_unit_hash": "6d4c8fc794aff5a9658f7f83b96bfae59ff0a5cd346673a93eccbae03a8a0fa8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18438,7 +18460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18447,18 +18469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are about different Qwen model families and different capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are related only at a very broad API-registration level, but they target different model families and different capabilities: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 sequence-classification support. Not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader, more central API-registration request, but it is not the same underlying change as 44405.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43684 is the better representative of the cluster only because it is broader and closer to core model registration, though the two issues should not be merged as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different targets and code paths: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Not the same bug or change, so not a duplicate." + "reason": "Different model families and different tasks: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They do not describe the same underlying bug or change." } ] }, @@ -18477,8 +18499,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18495,77 +18517,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "22bbcc1c332bccb3b741ec5cfb879a54623db317672ec225c671e67714dc6624", + "prepared_review_unit_hash": "e595918f28a74adb4b771090d43b852fb65c8f3cecfe005b893766aed530a905", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four issue stubs with almost no body content. Three share the identical generic title \"huggingface \" and one is unrelated-looking \"Fett\". There is not enough concrete information to confidently merge any pair as the same underlying bug.", - "confidence": 0.26, - "canonical_issue_reason": "Issue 43845 is the cleanest cluster anchor: it is one of the identical \"huggingface \" reports and is the earliest of that repeated title group. The other issue \"Fett\" looks unrelated from the title alone.", + "summary": "Three issues are near-identical low-information reports titled \"huggingface\" and likely duplicates; \"Fett\" looks unrelated. I would center the cluster on the earliest huggingface report.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and is the cleanest representative of that apparent duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue candidate for deduplication only because it matches the repeated title pattern and is earliest among the near-identical reports; however, the underlying problem is not described well enough to be strongly certain.", + "best_issue_reason": "43845 is the best issue candidate because it matches the repeated title, appears earliest, and has no signs of being the outlier.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles differ and there is no body detail or shared target evidence showing the same bug." + "reason": "Different titles and no shared content or targets; \"Fett\" does not look like the same report as \"huggingface\"." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Titles differ and the available metadata is too sparse to establish a common underlying issue." + "reason": "Different titles and no shared evidence of the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Titles differ and there is no concrete bug description to justify treating them as duplicates." + "reason": "Different titles and no shared evidence of the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same generic title, but no substantive description or issue target evidence confirms they are the same underlying bug." + "accept": true, + "reason": "Same exact title, very close creation times, and similar low-detail metadata strongly suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but the records are too thin to safely conclude duplicate underlying content." + "accept": true, + "reason": "Same exact title and same apparent topic; the sparse metadata is consistent with duplicate issue reports." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but there is insufficient evidence beyond textual similarity to accept a duplicate merge." + "accept": true, + "reason": "Same exact title and closely related timestamps make these look like duplicate reports of the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 all share the same title, and 43835 has a different title and looks like the outlier. Choosing 43845 as the canonical/earliest repeated huggingface issue is supported. The soft-edge verdicts are mostly conservative; the 43845\u201343859 link leans on title similarity rather than close timestamps, but that is still defensible from the metadata provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18577,8 +18602,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18599,88 +18624,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "8f26ed1fa75610e03d7d0b5c015e8ce0adc5831f42e9eac795a28906dacade0f", + "prepared_review_unit_hash": "e0d1b08210740d98cfce06a28f51b3e7786cd07951af1d2bca654de8e85f4fa5", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "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": "Mostly unrelated low-information issues. Three items share the exact spam placeholder title, but there isn\u2019t enough substantive content to treat them as the same underlying bug/report; the other two are clearly different topics.", - "confidence": 0.86, - "canonical_issue_reason": "No strong canonical issue exists. If forced to pick, 44371 is the least-bad anchor because it is the earliest of the identical spam-placeholder issues, but the set is not a real duplicate cluster.", + "summary": "These are all low-signal, likely spam or placeholder issues with no concrete shared bug/change. I found no reliable duplicate cluster to merge.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44371 is the earliest item and matches the same placeholder spam title as 44572 and 44573, so it is the best anchor only by chronology, not by substance.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but no body detail or shared target to show the same underlying issue; treat as separate spam items." + "reason": "Both titles are generic spam placeholders, but there is no concrete bug report or shared underlying problem to confirm duplication." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam title alone is not enough to prove a duplicate report or the same underlying bug." + "reason": "Same as above: superficial similarity only, with no substantive issue content linking them to the same report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic spam placeholder versus a documentation enhancement request; clearly different topics." + "reason": "One is spam-like and the other is a documentation placeholder; they do not describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam placeholder versus a distinct 'Google LLC' topic; no evidence of the same issue." + "reason": "Different titles and no body detail; no evidence they refer to the same bug or request." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request does not match the spam-placeholder issue." + "reason": "Documentation-enhancement placeholder and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different issue types and no shared substantive content." + "reason": "No concrete shared change or bug description; only generic low-quality text." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is still no concrete evidence they describe the same underlying report." + "reason": "Both are spam placeholders, but that is not enough to establish a duplicate issue in the triage sense." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus distinct 'Google LLC' issue; not the same underlying problem." + "reason": "No shared problem statement; the titles are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus distinct 'Google LLC' issue; no basis for duplicate merging." + "reason": "No evidence of the same underlying bug or change; only soft similarity signals." } ] }, @@ -18699,8 +18724,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18710,7 +18735,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "4673900643cb57abf76e72d6c6d3168a78923a954590fcac1a139eeb64655cac", + "prepared_review_unit_hash": "bb7c2a5bd3520fdc3f6c0694b83d98f8985d8148c9c38080eb002ff72541dc83", "component_budget": { "node_count": 2, "item_count": 2, @@ -18732,28 +18757,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles and very similar body lengths, but the packet does not include body text or other concrete overlap proving they are the same report. They look related or duplicated, but the evidence is not strong enough to treat them as confirmed duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "#45145 is the slightly better canonical candidate only because it was created earlier and has one inbound reference, but the packet does not prove it is the same issue as #45151.", + "summary": "The two issues look like likely duplicates: they have identical titles, close body lengths, and a soft-similarity signal. The evidence is enough to cluster them, but not enough to claim the bodies are highly similar. Issue 45145 is a reasonable canonical default because it was created first and has one inbound reference.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45145 is the better default canonical issue because it was created earlier and has one inbound reference, while 45151 has none.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative in this pair for the same tentative reasons: earlier creation and a small amount of linkage activity, not because the content is confirmed identical.", + "best_issue_reason": "Issue 45145 is the best representative for the cluster as the earlier-created item with the only inbound reference, making it a practical canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Exact title match is suggestive, but the packet does not show identical body text or other distinguishing evidence that they are the same underlying issue; this is too weak for a duplicate merge decision." + "accept": true, + "reason": "Identical titles plus the soft-similarity signal and similar body lengths make a duplicate relationship likely, though the content similarity evidence is limited." } ] }, "evaluator_result": { "accept": false, - "feedback": "The comparison is only partially grounded in the packet: the titles match and the bodies are similar in length, but the packet does not show identical body text or other evidence that the issues are the same. The soft-edge accept is therefore too strong, and the canonical/summary language overstates the evidence by saying the issues have the same body/content." + "feedback": "The cluster call is plausible, but the justification overstates the evidence. The packet only directly supports a soft-similarity relationship plus identical titles and similar body lengths; it does not establish that the bodies are \"highly similar\". The canonical choice is also a bit too strong: earlier creation and one inbound reference make 45145 a reasonable default, but not a definitive stronger signal. Please keep the soft-edge verdict more conservative and avoid asserting unsupported content similarity." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18819,8 +18844,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18830,40 +18855,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "af8b09f0e82f70810e46753262cce6b8a30ccd3bdca717266437ccd9730d5b72", + "prepared_review_unit_hash": "c8730a7538db0131a1ace058588ca938c9e2aba503f13e942877a9f2bb53ddfc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs: one is a Gemma4 audio-module dtype/finfo failure on uint8 weights, the other is a BitsAndBytesConfig skip-module handling bug that drops the default lm_head exclusion. They are related only at the broad subsystem level and should not be clustered as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45674 is the better canonical representative because its title and failure mode are more broadly described around a configuration-level 4-bit inference regression, while 45672 is a model-specific audio-module dtype error.", + "summary": "Both issues concern 4-bit inference, but they describe different failure modes: one is a Gemma4/audio-module uint8-weight `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They are related by subsystem, not the same bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue #45674 is the better representative because it states a clearer, broader configuration regression in `BitsAndBytesConfig`; #45672 is a separate model/audio-module-specific dtype bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the best standalone issue for triage because it states the concrete config interaction and likely affects more than one model path; 45672 appears narrower and more specialized to Gemma4 audio modules.", + "best_issue_reason": "issue #45674 is the strongest issue to keep as the cluster representative: it has the more general and actionable failure description, while #45672 is a distinct edge-case report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs and code paths: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an lm_head exclusion/AssertionError regression caused by llm_int8_skip_modules in BitsAndBytesConfig. Same broad 4-bit area is not enough to merge them." + "reason": "Different root causes and code paths: `torch.finfo()` on `uint8` weights in Gemma4 audio modules versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an assertion. Shared 4-bit context is not enough to treat them as duplicates." } ] }, @@ -18882,8 +18907,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18893,7 +18918,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "cafbf2a717d779a7ce3f788dc45655945664f7fa8c6cc67d74ba551594ae68f9", + "prepared_review_unit_hash": "44e90cb19a1d8ed3b366d23939cdf48a28b172f114fab7a96f6536a972090eba", "component_budget": { "node_count": 2, "item_count": 2, @@ -18915,8 +18940,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues have only weak textual similarity and no shared content, targets, or context; they look like unrelated records rather than duplicates.", - "confidence": 0.96, + "summary": "The two closed issues are unrelated title-only entries naming different people with different dates, with no shared technical content or evidence of the same bug/request. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18926,7 +18951,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different person names and different dates with no body, links, or shared context; not enough evidence that they describe the same underlying issue." + "reason": "Different named subjects and dates; no body, links, or technical evidence indicating the same underlying issue." } ] }, @@ -18945,8 +18970,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18956,7 +18981,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ba59f0affb3964dc7e7c607bca8e23fa31c42c41896cec5649dab31af0637f9f", + "prepared_review_unit_hash": "443d7567c5715b0ff0f2d077d5ec29ceb1a6c56f9919eaf384b4a33f48d9c148", "component_budget": { "node_count": 2, "item_count": 2, @@ -18978,7 +19003,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates: both are empty, unrelated personal-name/date titles with no body, no shared targets, and no code or product context.", + "summary": "The two issues are empty, closed posts with unrelated personal-name/date titles. They do not appear to describe the same bug, feature, or report, so this is not a valid duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18989,7 +19014,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only weak title similarity; the issues contain no description, targets, or evidence of the same underlying bug/request." + "reason": "Only superficial similarity (same surname and date-like text); the titles refer to different people and contain no shared technical issue or underlying problem." } ] }, @@ -19008,8 +19033,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -19019,7 +19044,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "656c4d45931f96a1c033578efc4b8df352224bcdbe7cf578bde14acc16290319", + "prepared_review_unit_hash": "d6ca64a169bd33ba2db5f09ecc66afc6e41af24b8242e399e6c29cec3e56bfda", "component_budget": { "node_count": 2, "item_count": 2, @@ -19041,18 +19066,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", + "summary": "These two issues are not duplicates: one requests a new Qwen3_5ForTokenClassification model class for value-model use, while the other asks for FP8 training support. They target different features and code paths.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 45810 is the more concrete and self-contained feature request, while 46295 is a broader training-capability request.", "canonical_pr_reason": null, - "best_issue_reason": "issue 45810 is the more concrete, narrowly scoped request; issue 46295 is broader and unrelated to the model-class feature.", + "best_issue_reason": "Issue 45810 is the better representative of a specific actionable enhancement; 46295 is too broad to serve as a precise canonical item.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "The titles describe different problems: adding a specific model class vs enabling FP8 training support. There is no shared underlying bug or change request." + "reason": "Different underlying requests: model-class support for token classification versus FP8 training support. Shared ML context is too broad to treat as the same bug or change." } ] }, @@ -19071,8 +19096,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -19092,91 +19117,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5722bad71c65613a3f076b6689acbb1dd132569a0addc0a539308bbec0d9b2ac", + "prepared_review_unit_hash": "08bc701a0bf00bc7f19d0a3e6d5f2942b8b87584be7e7b317de1b00d03f53890", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is noisy: 45870/45871 are an exact duplicate pair, 45872/45873 are another exact duplicate pair, and 45869 is unrelated.", - "confidence": 0.94, - "canonical_issue_reason": "45870 is the best anchor if one issue must represent the cluster: it has an exact duplicate (45871) and is the most generic, while 45872/45873 are a separate exact-duplicate request and 45869 is unrelated.", + "summary": "The cluster appears to contain two very likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks separate and only loosely related by finance/data wording. Because the packet does not expose bodies or explicit links, the duplicate calls should be treated as high-confidence but not absolute.", + "confidence": 0.88, + "canonical_issue_reason": "45870 is the best representative to keep: it is the earliest issue in the clearest duplicate pair, has the cleanest standalone title, and is supported by the strongest similarity signal among the visible items.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the most suitable keep-as-canonical issue because it is the earliest clean duplicate in the most self-contained pair; the other exact pair is a different topic.", + "best_issue_reason": "45870 is the strongest single issue to retain as the representative entry for the cluster's duplicate-like content; it anchors the identical-title pair and is more directly representative than the broader unrelated 45869.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Dataset bundle promo vs. an example request; same domain but not the same underlying issue." + "reason": "Related finance/domain wording only; the dataset bundle promotion and the DataForge example are different requests, with no explicit linkage or shared target." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Dataset bundle promo vs. an example request; not the same concrete issue." + "reason": "Same as above: topical overlap is too broad, and the artifacts do not look like the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title/body pattern and same example request; looks like an exact duplicate." + "reason": "Very likely duplicates: identical title, identical body length, strong soft-similarity, and close timestamps. The bodies are not visible, so this is high-confidence but not absolute." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are about DataForge/financial data, but one is a prediction example and the other adds a scraping service; different request." + "reason": "Different issue shapes and titles; only broad financial/DataForge overlap is visible, which is not enough to treat them as the same underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Prediction example vs. scraping-service request; related theme, but not the same bug/change." + "reason": "Different topic and wording beyond generic finance/DataForge similarity; no evidence they are the same issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Exact duplicate of the example request vs. a different scraping-service request." + "reason": "The identical example issue is still distinct from the scraping-service request; visible evidence suggests separate underlying topics." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Exact duplicate of the example request vs. a different scraping-service request." + "reason": "Only broad thematic overlap is visible; not enough to conclude the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title/body pattern and same DataForge scraping-service request; looks like an exact duplicate." + "reason": "Very likely duplicates: identical title, identical body length, strong soft-similarity, and close timestamps. Bodies are hidden, so this should be treated as a strong but not deterministic match." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles and body lengths, while 45869 is materially different. The canonical choice of 45870 is reasonable as the earliest anchor among the duplicate example-request pair." + "accept": false, + "feedback": "The writeup is a bit too confident for the evidence shown. The packet only provides titles, body lengths, timestamps, and soft-similarity/Jaccard scores; it does not expose the bodies themselves. Calling 45870/45871 and 45872/45873 \"exact duplicates\" is stronger than the packet strictly supports, especially since the deterministic flag is false and there are no explicit links or shared targets. A more conservative phrasing like \"very likely duplicates\" would be safer. The 45869 separateness call is grounded, but the duplicate verdicts and summary overstate the certainty." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19189,8 +19214,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -19200,7 +19225,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "2db926bd9b58bd43ec3cac1c93b3df19cbae9690a77f8572ed350e3d78003726", + "prepared_review_unit_hash": "50ad27f21120c387221b988ada0551d214a051b67d55cd063f65d6fc33fbc01e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19222,18 +19247,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they point to different failure modes: one reports shape corruption in early initialization, the other a `KeyError` for a missing `linear_attention` cache path. Similar area, not clearly the same underlying bug.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 46439 is the better canonical representative because it describes the bug more generally and concretely: static cache early initialization corrupting linear-attention shapes and causing a runtime error.", + "summary": "Both issues concern static-cache failures around linear-attention in Qwen-like models, but they describe different symptoms and likely different failure modes: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention`. They are related but not clearly the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the underlying mechanism more concretely (`early_initialization` corrupting linear-attention shapes) and reads like the broader root-cause report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest standalone issue: it gives the clearest symptom chain and likely broader applicability beyond a single model instance.", + "best_issue_reason": "Issue 46439 is the strongest standalone issue for triage because it describes a more general code-path failure and gives a clearer target for diagnosis and fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention failures, but the reported errors differ materially (`wrong shapes` vs `KeyError: 'linear_attention'`), so they are not clearly the same underlying bug." + "reason": "Related static-cache/linear-attention breakage, but the reported failures differ materially: wrong-shape RuntimeError vs `KeyError: 'linear_attention'`. Not enough evidence they are the same underlying bug." } ] }, @@ -19252,8 +19277,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -19263,7 +19288,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "fec883056b26a37c8ab778c8da8b6ff78d86e4f0655572509e409833b79bad70", + "prepared_review_unit_hash": "4944793b82a028cce4d5657a8c05771ab212d720281ebb6e9ccac32758edd07d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19285,27 +19310,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and likely duplicates of the same Wav2Vec2CTCTokenizer v5 bug. Issue 46552 is the better canonical thread because it is open and already has inbound references.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46552 is the better canonical tracker because it is open and already has inbound references, and it appears to be the active thread for this highly similar report.", + "summary": "Two issue reports are effectively identical duplicates for the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and matches #46551 exactly in title and apparent content, so it is the better long-lived tracker for the bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the strongest overall issue candidate: it is open, referenced, and matches 46551 on title/body size and apparent bug description, so it is the best place to continue discussion.", + "best_issue_reason": "#46552 is the best issue because it is still open, duplicates the closed report, and preserves the active discussion/visibility for the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same-length body, with soft-similarity evidence pointing to the same tokenizer special-token bug; this looks like a likely duplicate rather than a distinct report." + "reason": "Exact same title and essentially the same report; both describe the same underlying tokenizer bug, so this is a clear duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-call is plausible and 46552 is a reasonable canonical thread because it is open and has inbound references, but the writeup overstates the evidence by calling the issues an \"exact same\" or \"same wording\" report. The packet only supports very high similarity (identical titles, same body length, soft_similarity), not exact body equivalence. Please phrase it as a likely duplicate / highly similar issue rather than asserting identity." + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues have the same title, identical body length, and the pair is supported by soft-similarity evidence with jaccard 1.0. Treating the open issue as the better canonical tracker is conservative and reasonable here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19313,7 +19338,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19359,7 +19384,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "b501fa43e6bafd2fcb884a6c19277d92341b59b1c37eeeadfcf6d653695ccfa4", + "prepared_review_unit_hash": "a43a4c61387ca34ecbd83ca77a80169e2ed8cedda6b207d6cd38c33b91ba5d13", "component_budget": { "node_count": 14, "item_count": 14, @@ -19381,132 +19406,120 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs spanning new models, docs, and separate fixes. The only true duplicate-like pair is the two `fixed_cross_entropy` patches, which both add the same missing `cross_entropy` kwargs on the same code path.", - "confidence": 0.96, + "summary": "Almost all soft links are false positives between unrelated PRs that merely touch similar areas of the repo. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs: 43251 and 43254 both patch `src/transformers/loss/loss_utils.py` to forward `weight`/`label_smoothing` into `nn.functional.cross_entropy` for the same tracking issue.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR because it directly targets the reported issue, modifies the shared loss helper, and is the more explicit fix variant of the duplicate pair.", + "canonical_pr_reason": "PR 43251 is the stronger canonical representative: it is explicitly tied to issue 43240 and implements the same `fixed_cross_entropy` kwargs passthrough as 43254, with a slightly more complete signature change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the only real overlap in this set: it links the issue and implements the cross-entropy kwargs fix in the common helper.", + "best_pr_reason": "PR 43251 is the best overall representative because it directly targets the tracked bug and subsumes the smaller alternative in 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features in different subsystems: adding a new video model vs adding an executorch dynamic-shape test." + "reason": "Different features: Videoprism model integration vs an Executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Both touch tokenization/model support, but one adds Mistral tokenizer methods and the other adds a new MobileLLM model." + "reason": "Unrelated tokenization helper methods vs adding a MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated tokenizer API work vs an executorch export test; no shared bug or code path." + "reason": "No shared bug/change; tokenizer method additions are unrelated to Executorch export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes for multimodal models vs adding a new language model implementation." + "reason": "Processor auto-loading fixes are unrelated to introducing a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix and MobileLLM addition are unrelated changes." + "reason": "Cross-entropy kwargs passthrough does not match MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different fixes in different areas: cross-entropy kwargs vs Mistral4 test/model cleanup." + "reason": "Different code paths: loss utility fix vs Falcon/Mistral4 refactoring and tests." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 test/model changes." + "reason": "Executorch export tests are unrelated to Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A test-only executorch change is not the same underlying change as adding MobileLLM." + "reason": "Dynamic-shape export testing and MobileLLM addition are different changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs fixing config resolution order in `modeling_utils.py`; different code paths." + "reason": "New model code is unrelated to fixing `cls.config` resolution order." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon refactor and a model-creation skill are not the same bug or feature." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon output collection refactor is unrelated to Mistral4 test/model fixes." + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes do not match a weight-renaming cleanup across CLIP-like models." + "reason": "Mistral4 test/model work is unrelated to CLIP-family `layrnorm` renaming." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat-response parsing updates are unrelated." + "reason": "Mistral4 work is unrelated to chat response parsing/serve updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model work is unrelated to adding a TDT loss kernel." + "reason": "Mistral4 test fixes and a TDT loss kernel addition are different features." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Different problems: Mistral4 tests vs config attribute resolution ordering." + "reason": "Mistral4 work does not match the config-resolution order fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model fix PR is not the same underlying change as a new-model creation skill." + "reason": "Shared auto-modeling filename aside, the changes are unrelated: Mistral4 fixes vs model-creation skill scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model implementation and the model-creation skill are not duplicates." + "reason": "Adding MobileLLM is unrelated to a draft model-creation skill and sarvam_moe scaffolding." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patch the same helper to forward supported `nn.functional.cross_entropy` kwargs (`weight`, `label_smoothing`) on the same loss path." + "reason": "Same underlying bug and same file: both add `weight`/`label_smoothing` support to `fixed_cross_entropy` for issue 43240; one is just a smaller variant." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like pair is PR 43251 and PR 43254: they touch the same file, target the same issue, and both add the missing `cross_entropy` kwargs on the same helper. The other pairwise rejections are also appropriately cautious and not overstated." + "feedback": "The summary is well grounded in the packet. The rejected soft pairs are conservative and consistent with the filenames/diffs, and the only accepted pair (43251/43254) is clearly a duplicate-looking same-file, same-issue fix that could be merged into one PR." }, "evaluator_used": true, "retried": false, @@ -19517,7 +19530,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19533,7 +19546,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "c472012d6d29fef6d067738c81f8068218f5e6ba95c2b492a531d628e629f02c", + "prepared_review_unit_hash": "8b27de07748f2b1603c033643894750eb147c6deab6412eacbb0c3783d532ca3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19555,18 +19568,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct VibeVoice PRs: one implements the core model integration, the other adds a realtime variant plus acoustic tokenizer. They overlap heavily in filenames, but they are not the same concrete change and should not be merged as duplicates.", - "confidence": 0.86, + "summary": "These are related VibeVoice feature PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds VibeVoice Realtime plus the acoustic tokenizer and generation/runtime changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the more canonical base implementation: it is non-draft, has extensive review activity, and focuses on the core VibeVoice integration rather than a follow-on realtime extension.", + "canonical_pr_reason": "PR 40546 is the foundational VibeVoice implementation and the earliest, most central change in this cluster; PR 42781 is a later extension for realtime support rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall representative of the cluster because it is the foundational VibeVoice implementation and appears substantially more mature than the draft realtime follow-up.", + "best_pr_reason": "PR 40546 is the best representative of the core VibeVoice feature because it introduces the base model, docs, and auto-class registrations in one coherent implementation.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not treat as duplicates: #40546 implements the core VibeVoice model stack, while #42781 adds VibeVoice Realtime and an acoustic tokenizer. Shared auto/config/docs files reflect reuse, but the underlying feature set and code path are different." + "reason": "Reject: both target VibeVoice, but 40546 is the base model implementation and 42781 is a distinct realtime/acoustic-tokenizer extension. They share files because 42781 builds on the earlier work, not because they fix the same concrete code-path problem." } ] }, @@ -19580,7 +19593,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19596,7 +19609,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5be9f0753fdc58a89bc5a761c437388ab5c6a817f7624525c71e156d3535ae2d", + "prepared_review_unit_hash": "2c9815b560ee8c11ebaa2fce5b89c83953c1c5f356b551691f446d742f9756d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19618,18 +19631,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and they should not be deduplicated.", + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be triaged as duplicates or merged into one change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the more focused, self-contained change and better represents its own feature area; PR 40755 is a separate TimesFM feature and not a duplicate.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the stronger representative because it is narrowly scoped to a single model capability and has a clear code path, whereas PR 40755 covers a different subsystem and a broader feature addition.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "They touch different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug or mergeable common fix is evident." + "reason": "Different underlying changes for different models and code paths; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug or feature." } ] }, @@ -19643,7 +19656,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19706,7 +19719,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19724,12 +19737,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "25564ed1bd0a1deadaf443435e2f791b602016f7d1ac6c3574e1aed9f9d6edfb", + "prepared_review_unit_hash": "54910d8eee2bc08844ec47f4eb8343748a8042db548fa939305954220e289aaf", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19737,7 +19750,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19746,24 +19759,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, and Kimi2-6). They share framework boilerplate and auto-registration files, but they target different model families and different codepaths, so they are not duplicates.", + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers integration scaffolding, but they do not target the same model or code-path bug, so none should be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model integration and accompanying docs/auto-mapping/test updates, so they are distinct changes rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the most substantial representative of the cluster, but only as a broad model-addition example; it is still unrelated to the other two beyond shared infrastructure edits.", + "best_pr_reason": "PR 45630 is the best representative only in the sense that it has the strongest review/discussion activity and a complete model-integration scope; it is still not a duplicate of the other two.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model families and implementations: DeepSeek OCR vs Isaac. The overlap is limited to generic docs/auto-mapping/model registry boilerplate, not the same underlying bug or change." + "reason": "Different model additions: DeepSeek OCR vs Isaac. The overlap is generic Transformers boilerplate (docs, auto mappings, shared utilities), not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families: Isaac vs Kimi2-6. Shared filenames are generic integration points, but the PRs add distinct models with separate configs, processors, and model code." + "reason": "Different model additions: Isaac vs Kimi2-6. They touch similar integration files but implement distinct models and code paths, so they are not duplicates." } ] }, @@ -19777,7 +19790,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19793,12 +19806,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "8f712009b5a0f3aa833f6d30a6416a824747376fa4fcdfe3f632cd29b445e792", + "prepared_review_unit_hash": "27d5fdab11580ca5b9fb364d4230d32a8c8ba0fb75f74a9ee4e98a838f594715", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19806,7 +19819,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19815,18 +19828,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both workflow-maintenance PRs, but they target different action families and different upgrade goals: Node 24 compatibility for core GitHub actions vs. general/latest-version bumps for Docker and other workflows. They are related, but not the same underlying change.", - "confidence": 0.94, + "summary": "The two PRs both update GitHub Actions workflows, but they target different underlying changes: one is a broad Node 24 compatibility refresh of core workflow actions, while the other upgrades Docker build actions to newer versions. They overlap in some workflow files, but they are not the same bug/fix and would not naturally merge into a single PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it has a clear, specific theme: upgrading GitHub Actions for Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the broader umbrella workflow-action compatibility update, touching many workflows and explicitly targeting Node 24 compatibility.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better standalone PR to keep because its intent is explicit and broader in scope; PR 42976 is a separate maintenance pass focused on action version bumps, especially docker/build-push-action.", + "best_pr_reason": "PR 42975 is the best representative for the cluster because it is the more general workflow-actions upgrade and covers the widest set of CI workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: they update different actions and solve different problems (Node 24 compatibility vs. latest-version Docker/workflow action bumps)." + "reason": "Both are dependency bumps in GitHub Actions workflows, but they fix different underlying concerns: Node 24 compatibility for core actions vs. upgrading docker/build-push-action. Shared workflow filenames alone are not enough to treat them as duplicates." } ] }, @@ -19840,7 +19853,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19865,76 +19878,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "c1773509553c69e3fefcf8398bf91f5b0ff817249eedd99e5f610774d137c0af", + "prepared_review_unit_hash": "e09f7a0d1bd01f2c1d10c82ea191c0c12bbe7e222f9ee9b686505b572ec5a4a1", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17573, - "estimated_input_tokens": 4394, - "estimated_eval_tokens": 9044 + "serialized_chars": 17563, + "estimated_input_tokens": 4391, + "estimated_eval_tokens": 9038 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17573, - "estimated_input_tokens": 4394, - "estimated_eval_tokens": 9044 + "serialized_chars": 17563, + "estimated_input_tokens": 4391, + "estimated_eval_tokens": 9038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are distinct model-addition PRs that only overlap on shared integration touchpoints like docs and auto registries. They do not fix the same underlying bug/change, so none should be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are separate model-addition PRs for different model families (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7). The shared changes are mostly boilerplate around docs and auto-registration, not the same underlying bug or change, so none of the soft edges should be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate additions for different models (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), not one duplicated change.", + "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest standalone representative in this set: it has the broadest implementation surface and the highest discussion activity. Even so, it is not a duplicate of the other model-addition PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 (Add Molmo2) is the strongest representative by scope and review depth, but it is still unrelated to the other PRs as a duplicate candidate.", + "best_pr_reason": "PR 43451 is the best single representative for the cluster, but only as a label for the broader model-addition theme; it should not be merged with the others because it targets a different concrete model family.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo) with distinct configs, modeling, processors, and tests; shared auto/docs files are just standard model-registration overlap." + "reason": "Different model families: ViT NEPA vs Molmo. Shared auto/docs files are expected for new-model PRs, not evidence of the same fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model integrations with different code paths and artifacts; not the same bug or change." + "reason": "Different model families: ViT NEPA vs Molmo2. These are separate model integrations with distinct code paths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; overlap in docs/auto registry files is too broad to indicate duplication." + "reason": "Different model families: ViT NEPA vs CTSM. Overlap is limited to generic registry/docs updates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are different model versions with different files and behavior; they are related by naming, not by being the same change." + "reason": "Related name only, but Molmo and Molmo2 are distinct model variants with separate implementations and tests; not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM address different models and code paths; shared repository plumbing does not make them duplicates." + "reason": "Molmo and CTSM are unrelated model additions. Similar repository plumbing does not make them duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model integrations; they share generic auto/docs edits only." + "reason": "Molmo2 and CTSM are different model families and fix/add different code paths, so they are not duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model additions with different implementations and test surfaces, so they should not be merged as one PR." + "reason": "CTSM and Step3p7 are unrelated model additions with different architectures and implementation areas." } ] }, @@ -19948,7 +19961,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19983,118 +19996,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "845ba6d2eaba62f52553d123738b5048b9457a61d1fda118c629ca3813069532", + "prepared_review_unit_hash": "b521670aedb383290b6262853660cb9ade86e499498c3defd28e4e99aa9de8e3", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23161, - "estimated_input_tokens": 5791, - "estimated_eval_tokens": 11838 + "serialized_chars": 23154, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23161, - "estimated_input_tokens": 5791, - "estimated_eval_tokens": 11838 + "serialized_chars": 23154, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely similar by broad areas like tests, generation, or Whisper, but they do not appear to fix the same underlying bug/change. I would not merge any of the soft edges as duplicates.", - "confidence": 0.82, + "summary": "This cluster is a noisy mix of unrelated maintenance PRs (Whisper tokenization/tests, tie-weights compatibility, CLIP/ViT test churn, FP8 dequant, doctest cleanup, generation validation, CI memory fixes, and typo cleanup). The soft-similarity links are mostly superficial; none look like the same concrete bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the most coherent single bugfix in the set: it targets a concrete dequant/loading path with focused code changes across related implementation files. The others are mostly test-only, docs/typo cleanup, CI infra, compatibility aliases, or unrelated subsystem fixes.", + "canonical_pr_reason": "PR 46579 is the broadest generic maintenance change in the set and the closest thing to a representative cluster member, but it still does not duplicate the other PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best representative of a substantive code-path fix. It has a clear technical scope and is more likely to be the primary change than the surrounding noise from test, doc, or maintenance PRs.", + "best_pr_reason": "PR 46579 is the most representative by scope, but the cluster does not contain a true duplicate set, so it is only a loose anchor rather than a merge target.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests/Whisper-adjacent code, but #43291 fixes Whisper tokenizer decode behavior while #43665 is a generic test file edit with unrelated assertions. Not the same bug." + "reason": "Whisper tokenizer/test fix vs CLIP/ViT test assertions; different models and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer decoding vs fp8 dequant/loading are unrelated code paths and bugs." + "reason": "Whisper decode logic vs FP8 dequant/model-loading changes; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "They both mention Whisper, but #43291 is a tokenizer decode fix and #46380 is a generation/watermarking validation change with broad test updates. Different underlying issues." + "reason": "Whisper tokenizer fix vs generation watermarking/validation and test updates; not the same bug." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility aliasing for tie_weights is unrelated to a typo-cleanup PR spanning many files." + "reason": "Backward-compat shim for tie_weights vs broad typo cleanup; no shared concrete change." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "#43665 is test-only noise, while #46539 fixes CI memory behavior for Phimoe integration tests. Not the same change." + "reason": "Test-file churn in vision models vs FP8 dequant and loader changes; unrelated." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "A generic failing-test edit is not the same as a dequant fix in core model loading and FP8 integration." + "reason": "Vision test assertions vs generation/config and Whisper validation fixes; different underlying issues." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "#43665 only alters tests; #46380 changes generation validation and related model code. Different fixes." + "reason": "Model test edits vs CI CPU-memory / Phimoe integration fix; not the same code path." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test file assertions vs code/doc typo cleanup are unrelated." + "reason": "Vision test edits vs broad typo cleanup across codebase; superficial similarity only." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading logic is unrelated to CI runner CPU-memory limiting for Phimoe tests." + "reason": "FP8 dequant/model-loading fix vs CI memory/integration test infrastructure; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "They touch different subsystems and bug classes: FP8 dequant/loading versus generation config validation and Whisper test adjustments." + "reason": "FP8 quantization/loading fix vs generation watermarking validation; different concrete bugs." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "A focused dequant bugfix is not the same as a broad typo cleanup PR." + "reason": "Shared filenames are incidental; one is a dequant fix, the other is typo cleanup, so they should not be merged." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Docs doctest cleanup and code typo fixes are both maintenance-oriented, but they are not the same underlying change." + "reason": "Docs/doctest cleanup vs code typo fixes; same general maintenance theme, but not the same change." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation/test fixes are unrelated to CI memory-limit changes for Phimoe integration." + "reason": "Generation watermarking/validation fix vs Phimoe CI memory workaround; unrelated subsystems." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "#46380 is a functional generation/config fix; #46579 is a general typo cleanup across many code files. Different work." + "reason": "Generation config/Whisper fixes vs broad typo cleanup; no single shared bug or patch." } ] }, @@ -20108,7 +20121,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20124,12 +20137,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "f21b490035b4268938a8533d95f130e4f7d76c68ef5e0ee2a8d256eb1c890b8a", + "prepared_review_unit_hash": "b30a4f2d6d44a23cdb2f17a5bd2d7bcc10651cf51db3cda867c1dff277f1a7a1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20137,7 +20150,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20146,18 +20159,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with only weak overlap in a Vit test file, but they target different changes: one is a setup/version-repo-bot tweak, the other is CI/workflow and testing utility plumbing. Not a duplicate pair.", - "confidence": 0.95, + "summary": "Two open placeholder PRs with minimal overlap. The only shared file is a ViT test, but one PR is mainly packaging/version/dependency plumbing while the other rewrites CI/workflow and testing utility behavior. They do not look like the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better anchor because it is the more substantial, internally coherent change set and has clearer code-path context than the small setup/version test PR.", + "canonical_pr_reason": "PR #43532 is the broader, more representative change in this cluster because it touches multiple CI/testing paths beyond the small setup/version tweak in #43488.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the most representative artifact in the cluster: it touches the actual CI/testing workflow code rather than a narrow setup/version tweak.", + "best_pr_reason": "PR #43532 is the better cluster exemplar: it has the larger and more substantive diff, whereas #43488 is mostly setup/version and dependency metadata.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is incidental. #43488 changes setup/version/dependency metadata and a Vit test, while #43532 changes CI workflows, testing utilities, and the same test file. They do not fix the same concrete bug or change." + "reason": "Reject: the overlap is only a shared ViT test file. #43488 changes setup/versioning and dependency lists; #43532 changes CI workflows, testing utilities, and notification code. These are not the same concrete bug or fix." } ] }, @@ -20171,7 +20184,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20187,12 +20200,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "96371984cea7538732e19f53fc26d265fdaf997ba928099871a2505dab0e84ff", + "prepared_review_unit_hash": "3f5b68d2327a07444c2d0b4fc421e83a4ede9b0b63d82709f9e7bc08b7b61cd5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20200,7 +20213,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20209,18 +20222,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure/doc updates, but they target different tasks, models, and code paths, so they should not be deduplicated.", - "confidence": 0.94, + "summary": "Two PRs with overlapping scaffolding, but they add different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. The shared docs/pipeline infrastructure does not make them the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate PR: these are separate feature additions for different segmentation tasks and model integrations.", + "canonical_pr_reason": "PR #43613 is the better canonical representative only in the sense that it is the more expansive pipeline addition; however, it is not a duplicate of #43612 because it targets a different segmentation task and different supporting model/tests.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader/more comprehensive representative of the cluster because it adds a larger segmentation pipeline with more model and test coverage, but it is still not a duplicate of #43612.", + "best_pr_reason": "PR #43613 is the stronger standalone PR for this cluster because it has broader model coverage and the more complete promptable visual segmentation implementation. PR #43612 is still a distinct change, not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation, with different pipeline modules and model/test targets." + "reason": "They are related by shared segmentation-pipeline scaffolding, but they implement different pipelines with different task docs, class names, and model/test targets. This is not the same concrete bug/change." } ] }, @@ -20234,7 +20247,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20250,40 +20263,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6ff0dec18c6bd698068b6871f3e5bd7b482b3d0509d9d2f9026cef48ec6d0062", + "prepared_review_unit_hash": "e90270218ef18915f81fdf491b869d77b52614c179e04c57b3685ed89e519ed4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "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": "Two open PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: loss scaling in `training_step` vs. signature-column inspection for column filtering. They are not duplicates and should stay separate.", - "confidence": 0.97, + "summary": "These two open PRs both touch `src/transformers/trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They do not look like duplicate fixes or mergeable into one PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: 43651 changes loss-scaling behavior in `training_step`, while 43663 refactors how signature columns are derived for dataset column filtering.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If one PR had to represent the cluster, 43651 is slightly stronger because it introduces a concrete behavior hook with clearer user impact and more discussion, but it is not a duplicate of 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: PR 43651 changes gradient-accumulation loss scaling, while PR 43663 refactors model signature column filtering for custom trainers/PEFT. Same file/subsystem only; not the same underlying fix and not mergeable into one PR." + "reason": "Reject: same file, but different code paths and different problems. 43651 adds `_loss_is_scaled_for_ga` to control gradient accumulation loss scaling; 43663 adds `_get_signature_columns` to change model-signature-based column filtering. They are unrelated refactors/fixes, not the same underlying change." } ] }, @@ -20297,7 +20310,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20313,7 +20326,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "e8062a5976207c71626b2130baa9ea83ce7b835b769fe6902dc7bfc98fa5e071", + "prepared_review_unit_hash": "4551aebf88caec29350da2840ef9828a8340eff9fb68079a1735a4a622bdf099", "component_budget": { "node_count": 2, "item_count": 2, @@ -20335,18 +20348,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both address typing/runtime annotation issues, but they appear to fix different NameError scenarios in `src/transformers/cli/serve.py` rather than the same underlying bug.", - "confidence": 0.92, + "summary": "Both PRs touch the same file and the same CLI typing area, but they appear to fix different runtime NameError causes rather than the same concrete bug. PR #43842 is the tighter fix for the TypeAdapter annotation/import issue when pydantic is absent; PR #43656 is a broader typing/future-annotations cleanup with additional unrelated annotation changes.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the clearest representative: it directly targets a concrete runtime NameError around `TypeAdapter` when pydantic is absent and has the most explicit bug-specific title/diff.", + "canonical_pr_reason": "PR #43842 is the more precise and self-contained fix for the explicit TypeAdapter NameError path in `src/transformers/cli/serve.py` and avoids bundling extra typing cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the stronger standalone fix because it addresses a specific failure mode with a narrow code change and explicit dependency-conditional typing workaround.", + "best_pr_reason": "PR #43842 best matches the concrete runtime failure described in its title/body and is the least speculative fix for the serve CLI NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They share `serve.py` and `TypeAdapter`-related typing cleanup, but the fixes are for different problems: #43656 focuses on annotation evaluation/import typing changes, while #43842 fixes a `TypeAdapter` NameError when pydantic is not installed. They are not the same concrete bug and would not be merged as one PR." + "reason": "Do not merge: they likely address different NameError sources in the same module. #43656 makes broader postponed-annotation/type cleanup changes, while #43842 specifically fixes the `TypeAdapter` reference when pydantic is not installed." } ] }, @@ -20360,7 +20373,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20426,7 +20439,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20538,12 +20551,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "8c45d97df29764bc2aa2a5cc556f6903c5da2fc4390efc7be718ce6081bc6c11", + "prepared_review_unit_hash": "138003e6bdf0eb523628e79c6fb8158bdfb528343b49f33c8d2158d8f24f54cf", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20551,7 +20564,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75092, + "serialized_chars": 75090, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -20560,342 +20573,312 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors to standardized output tracing/capture decorators. Most PRs share the same pattern but are not duplicates because they target different model code paths; the only true near-duplicates are the GPT-J/CodeGen variants and the GPT-Neo variants.", - "confidence": 0.83, + "summary": "This cluster is mostly a set of model-specific refactors to standardize output tracing/decorator-based hidden-state capture. Most pairs are only loosely similar across different model families and should stay separate; the only clear duplicates are within the GPT-J/CodeGen pair and the GPT-Neo pair.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best canonical anchor: it explicitly targets issue 43979 and cleanly captures the GPT-J/CodeGen output-tracing refactor in the core model files.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen subcluster: it targets the same files and the same decorator-based output-tracing migration as 44066, and appears to be the later, more focused revision of that exact change.", "best_issue_reason": null, - "best_pr_reason": "44066 is the most representative substantive PR in the cluster because it ties directly to the tracking issue and covers the concrete shared output-tracing code path rather than just the broader refactor theme.", + "best_pr_reason": "PR 44722 is the best single PR to stand in for the duplicated GPT-J/CodeGen refactor because it directly implements the standardized tracing change on the same code paths as 44066 and is the most concise match to that underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same refactor theme, but different model families/files; not the same underlying code change." + "reason": "Different model families; only the broad tracing refactor theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing migrations, but they touch different architectures and code paths." + "reason": "Different models and different code paths; same high-level output-tracing theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file and could plausibly be merged into one PR." + "reason": "Both appear to refactor the same GPT-J/CodeGen tracing code paths to the same decorator-based interface." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet vs EfficientNet; same pattern, different concrete implementation." + "reason": "ResNet/RT-DETR ResNet versus EfficientNet; shared issue label does not make them the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor in 44722." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations despite similar refactor wording." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; not the same bug/change." + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different concrete code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are different code paths despite similar tracing cleanup." + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing versus MGP-STR; different models and changes." + "reason": "GPT-J/CodeGen versus MGP-STR; same output-tracing pattern but not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and implementations; only the refactor style is shared." + "reason": "GPT-J/CodeGen and MPT are different model families with separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same model family and likely the same concrete code-path change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file and look like the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate implementations." + "reason": "GPT-J/CodeGen and GPT-Neo are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths, so this is not a duplicate." + "reason": "Different model families and different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet versus GPT-J/CodeGen; only the general tracing refactor theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same refactor pattern only." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; not the same underlying change." + "reason": "GPT-Neo versus ResNet; same broad migration style but not the same underlying fix." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model paths." + "reason": "ResNet and MPT are separate code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor is separate from GPT-J/CodeGen refactor." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; same pattern, different model." + "reason": "GPT-Neo versus Flaubert/XLM; not the same concrete change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different concrete refactors." + "reason": "MPT and GPT-J/CodeGen are separate refactors in different model families." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo versus MGP-STR; no shared implementation target." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated beyond the refactor pattern." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are different models and changes." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated concrete changes." + "reason": "GPT2 versus MGP-STR; similar refactor style only." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Both are output-tracing refactors, but for different models and code paths." + "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model implementations." + "reason": "ViLT versus Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are separate model paths." + "reason": "GPT2 and MPT are unrelated model implementations." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM do not share the same underlying change." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are different concrete refactors." + "reason": "MPNet versus Flaubert/XLM; same refactor theme is too broad to merge." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different architectures." + "reason": "RegNet and SegFormer are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different code paths." + "reason": "RegNet and MPNet are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model changes." + "reason": "MPT and ImageGPT are separate changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different implementations." + "reason": "TextNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate concrete changes." + "reason": "MPNet and LongT5 are different concrete refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model paths." + "reason": "RegNet and GPT-Neo are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different architectures." + "reason": "RegNet versus LongT5; only the broad output-tracing theme overlaps." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated refactors." + "reason": "TextNet and LongT5 are different refactors." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different model changes." + "reason": "GPT-Neo and LongT5 are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are different code paths." + "reason": "RegNet and MPT are different concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated concrete changes." + "reason": "SqueezeBert and MPT are unrelated model families." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different code changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT2 are different model refactors." + "reason": "SqueezeBert and VisualBert are different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44076", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet and ImageGPT are unrelated implementations." + "reason": "DeBERTa and TextNet are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; the later PR overlaps the same concrete change set." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same affected files; this looks like the same underlying change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path and could be combined." + "reason": "The diff preview points to the same GPT-J/CodeGen tracing migration, so these look like duplicate revisions of one refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths." + "reason": "GPT-J/CodeGen versus SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT versus ResNet/EfficientNet is only pattern-level similarity." + "reason": "FNet/CVT versus RegNet/ResNet/RT-DETR ResNet; not the same concrete bug/change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + "reason": "FNet/CVT and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different concrete changes." + "reason": "DeBERTa and SpeechT5 are separate refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and VITS are unrelated model paths." + "reason": "DeBERTa and Vits are unrelated model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded summary overall: the packet supports a cluster of model-specific standardized output-tracing refactors, with the clearest overlap around GPT-J/CodeGen and GPT-Neo. The conservative false/true pair judgments are also consistent with the listed diffs." + "feedback": "The analyst\u2019s summary is grounded in the packet: the GPT-J/CodeGen and GPT-Neo pairs are the only clearly mergeable duplicates, and the other cross-family pairs are rejected conservatively. The accepted soft edges match the packet\u2019s deterministic-accept pairs, and the rejected ones do not overclaim mergeability." }, "evaluator_used": true, "retried": false, @@ -20906,7 +20889,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20933,12 +20916,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "74c408b024dbfa67b9e03c2e31c58e475f6edbc805ea85be81fb2af85eb667f6", + "prepared_review_unit_hash": "d583ea7632074061900056ae3c5ff72aedf416880fac3f659861a97f67dd0a7b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20946,7 +20929,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17126, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -20955,48 +20938,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors toward standardized output capture/tracing, but they target different architectures and code paths. They are related by theme, not duplicates; none of the soft edges should be merged under strict PR duplicate criteria.", - "confidence": 0.95, + "summary": "These PRs all look like model-specific refactors to the new standardized output-capture/tracing framework, but they target different architectures and code paths. They share a migration pattern, not a single duplicate change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative because it is the only one with an explicit issue target and a clear, focused refactor title tied to one model family.", + "canonical_pr_reason": "PR #44129 is the most concrete representative: it has an explicit issue target, a clear SpeechT5-specific refactor, and a sizable implementation change centered on output tracing.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best overall representative: it is well-scoped, has an explicit linked issue, and clearly documents the output-tracing refactor pattern for one concrete model.", + "best_pr_reason": "PR #44129 is the best standalone representative because it is narrowly scoped, explicitly linked to an issue, and clearly documents the output-capture migration for one model.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different model families and files (FocalNet vs ImageGPT). Both are standardized output-tracing refactors, but they affect separate forward paths and are not the same underlying fix." + "reason": "Both are output-tracing migrations, but they apply to different models (FocalNet vs ImageGPT) and different forward paths; same initiative, not the same change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate architectures with different forward signatures and tests; this is the same refactor pattern, not the same concrete bug/change." + "reason": "VisualBert and TextNet are separate model implementations with distinct output plumbing; this is a shared refactor pattern, not one underlying bug or patch." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different model implementations and output-tracing plumbing. Similar goal, but not mergeable as one duplicate PR." + "reason": "MPNet and VisualBert are unrelated code paths despite similar decorator/capture_outputs changes; not mergeable as one PR fixing the same problem." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet are unrelated code paths. The overlap is only the standardized output-capture migration pattern." + "reason": "These are model-specific refactors in different files and architectures; they do not appear to fix the same concrete defect." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct models with different output collection behavior. They are not the same bug or change." + "reason": "RegNet and SqueezeBert are separate model migrations to standardized outputs, but they are not the same underlying code-path issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both refactor output handling, but they modify different model-specific forward paths and APIs, so they should not be treated as duplicates." + "reason": "SqueezeBert and SpeechT5 both adopt output-capture helpers, but the implementations and affected forward paths differ; this is not a duplicate fix." } ] }, @@ -21010,7 +20993,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21076,268 +21059,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f55992ab8b865351b7312f1d3fd0d484160f38c8ce15dc337127d6d20601f4f0", + "prepared_review_unit_hash": "f8e6eba2aee232207abf0bba27fd1c1ee37e7ee5791fdce7e7e0a0ceaa7fad0d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a family of per-model output-tracing refactors, not true duplicates. The PRs share wording and helper usage, but they target different model implementations and code paths, so they should stay separate.", - "confidence": 0.91, + "summary": "These are all separate model-specific PRs for a similar output-tracing refactor pattern, but they do not look like duplicates of the same underlying change. They should be kept distinct.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative standalone PR in the set: it makes a broader tracing change across two closely related model files (mamba and falcon_mamba) and introduces the tracing plumbing more clearly than the single-model refactors.", + "canonical_pr_reason": "PR #44003 is the broadest representative in this set, touching two related Mamba implementations and showing the most substantial output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 has the strongest standalone signal for this cluster because it is the broadest concrete output-tracing refactor among the candidates, but it still is not a duplicate of the other model-specific PRs.", + "best_pr_reason": "PR #44003 is the best single representative of the cluster because it has the largest scope among the PRs shown and is a concrete example of the shared refactor pattern without being merely documentation/test churn.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families and code paths; not the same concrete change." + "reason": "Same refactor theme, but different model codepaths (`timm_backbone` vs `upernet`) and separate PRs." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but for unrelated models; the diffs do not fix one shared bug." + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations with only superficial similarity in helper usage." + "reason": "Separate changes in unrelated models (`timm_backbone` vs `univnet`)." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs mamba/falcon_mamba: different model code paths, so not a duplicate fix." + "reason": "Both are tracing refactors, but they target different model stacks and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model architectures; same refactor pattern is not enough to merge as one PR." + "reason": "Different architectures (`timm_backbone` vs `rwkv`); shared pattern is too broad to be a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model stacks; these are separate refactors." + "reason": "`mobilenet_v1` and `univnet` are unrelated model changes, not one fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths and outputs; no shared underlying bug/change." + "reason": "Different model implementations; same refactor style is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything family: same broad tracing cleanup, but not the same fix." + "reason": "`mobilenet_v1` and `depth_anything` are distinct PRs for separate model codepaths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different architectures and filenames; not the same concrete code-path problem." + "reason": "These touch different composite encoder-decoder vs mobile vision models." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "These touch unrelated encoder-decoder models, so they are not duplicates." + "reason": "Different model families; no shared concrete bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor theme overlaps." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different output signatures; not mergeable as one fix." + "reason": "Separate models and separate forward/output refactors." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba/falcon_mamba: separate code paths and separate changes." + "reason": "Different model-specific tracing refactors; not mergeable as one concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; same helper migration pattern does not make them duplicates." + "reason": "`vision_text_dual_encoder` and `depth_anything` are different codepaths and tasks." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; no shared bug or shared patch target." + "reason": "Different architectures (`univnet` vs `upernet`); only the refactor pattern matches." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model implementations; the tracing cleanup is analogous but not the same change." + "reason": "These are separate model refactors in unrelated code." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; not a single underlying issue." + "reason": "`univnet` and `depth_anything` are distinct model changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated code paths, so this is not a duplicate." + "reason": "`upernet` and `rwkv` are unrelated model families." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and outputs; same theme, different fix." + "reason": "Different model stacks and different output-handling implementations." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba tracing changes are unrelated to SuperPoint's output refactor." + "reason": "`mamba`/`falcon_mamba` vs `superpoint` are unrelated codepaths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems and model internals; not the same concrete problem." + "reason": "`mamba` and `codegen` are different models with separate forward signatures." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model paths; only the refactor label matches." + "reason": "`timm_backbone` and `codegen` are different model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model implementations with separate changes." + "reason": "These are distinct model refactors in unrelated codepaths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet vs CodeGen: same output-tracing motif, but different code paths." + "reason": "Different models; same output-tracing theme does not imply duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are different models; not one shared bug fix." + "reason": "Both are encoder/decoder-related refactors, but they target different model implementations and forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder stack and different model family; not a duplicate." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything refactor and SuperPoint refactor are separate changes." + "reason": "`depth_anything` and `superpoint` are different models with different output semantics." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; same helper migration is too broad to treat as one change." + "reason": "Different model families; only the tracing refactor motif is shared." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated implementations, so this is not a duplicate." + "reason": "`depth_anything` and `dpr` are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and RWKV are unrelated model code paths." + "reason": "Separate model changes in different encoder/decoder and retrieval models." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; no shared concrete bug or patch." + "reason": "Different composite model types; not the same underlying fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output handling logic; not a duplicate fix." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated changes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-Encoder-Decoder and DPR are separate model-specific refactors." + "reason": "Different model families and different forward/output behavior." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-Encoder-Decoder and SuperPoint do not share the same code path." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated codepaths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model stacks; only the output-tracing pattern overlaps." + "reason": "Different models; same refactor pattern is too broad to merge." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-Encoder-Decoder vs DPR are unrelated changes." + "reason": "Separate model-specific output-tracing refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; not the same underlying bug." + "reason": "`superpoint` and `rwkv` are different architectures and changes." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different forward/output behavior; no duplicate." + "reason": "Different model codepaths and output handling." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated implementations, so they should not be merged as one PR." + "reason": "`rwkv` and `dpr` are distinct model implementations; not one duplicate fix." } ] }, @@ -21351,7 +21340,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21367,7 +21356,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "51a6b3eede3520df8b6f4539e6eef3a2fe0d8b76dc7d82d53491997abc024fe4", + "prepared_review_unit_hash": "1e584ad2380297a541082bb57138cfc793421ad7edc7dc7c48141242c1223457", "component_budget": { "node_count": 2, "item_count": 2, @@ -21389,18 +21378,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only generic Transformers scaffolding files and docs registry edits, not the same underlying bug or change.", - "confidence": 0.97, + "summary": "These two PRs are unrelated model integrations that only overlap on shared Transformers registration/docs files; one adds PenguinVL, the other adds Voxtral TTS.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the cleaner representative of the cluster: it has an explicit issue target, a focused new-model integration scope, and less overlap with the other PR beyond shared framework plumbing.", + "canonical_pr_reason": "No canonical PR: PR 44662 implements PenguinVL, while PR 45401 implements Voxtral TTS; they are different underlying changes and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the best single PR in this cluster to keep as the representative artifact, but only because it is more self-contained and explicitly tracked; it is not a duplicate of 44662.", + "best_pr_reason": "PR 45401 is slightly better as a standalone reference because it has an explicit issue target, but it is still not a duplicate of PR 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these add different models for different use cases (PenguinVL vs Voxtral TTS) with different codepaths and files. The overlap is limited to shared auto-registry/doc/model boilerplate, which is too broad to indicate the same change." + "reason": "Reject: these PRs add different models with different implementation files and behavior; the shared auto/docs updates are incidental, not evidence of the same change." } ] }, @@ -21414,7 +21403,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21430,12 +21419,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "cad6edba5e8452d1ae4633f0ae06b1a04d91d9dde75b0bf47f3a2eb46fe66bbe", + "prepared_review_unit_hash": "d1b7a1504426ffa0ec516c08b7ee699435409c008b5aa8103ec1f24ed7c7e116", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21443,7 +21432,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21452,18 +21441,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related at the theme level (module/kernel fusion) but they implement different layers: one adds a generic Module Fusion API, the other wires up a specific n-to-1 kernel-fusion path via KernelConfig and integration changes. They are not duplicates.", - "confidence": 0.93, + "summary": "These are related by the broad theme of fusion, but they describe different changes: PR 44979 adds a new generic Module Fusion API, while PR 45363 wires up n-to-1 kernel fusion via KernelConfig and example/integration plumbing. They are not the same underlying fix/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader foundational change: it introduces the new `module_fusion.py` API and test coverage for the general fusion mechanism, making it the better representative of the shared module-fusion theme.", + "canonical_pr_reason": "PR 44979 is the more foundational, reusable API addition; PR 45363 is a narrower consumer/integration of fusion concepts in a different code path, so it is the better cluster representative but not a duplicate of 44979.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more concrete end-user feature, but it is narrower and depends on integration points in `modeling_utils`, `kernel_config`, and `integrations`; it is less suitable as the cluster representative than the generic API PR.", + "best_pr_reason": "PR 44979 is the best representative of the cluster\u2019s core topic because it introduces the core module fusion API itself, whereas PR 45363 is a separate kernel-fusion feature built around KernelConfig.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related area, but not the same underlying change: #44979 adds a general module fusion API, while #45363 implements a specific KernelConfig-driven n-to-1 kernel fusion workflow. Different code paths and different mergeable scopes." + "reason": "Different implementations and scopes: 44979 adds a generic module-fusion framework; 45363 adds KernelConfig-driven n-to-1 kernel fusion plus example/integration changes. They are related, but not the same concrete change." } ] }, @@ -21477,7 +21466,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21493,7 +21482,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "865a9b2c0420aacdb6eec7f9a9de773cb6d3f6e3db1c3dc8bd5dad16e7e09834", + "prepared_review_unit_hash": "6c65cfe030ca02187f7893b983d06436af80edb1499d3651b20c0fa824b88f5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21515,18 +21504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patch bug in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds a regression test.", - "confidence": 0.98, + "summary": "Both PRs address the same Mistral regex patch AttributeError in the same code path and target the same issue. PR #45317 is the stronger canonical choice because it includes the fix plus a test update, while #45086 is a smaller earlier version of the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical representative because it contains the same code fix as #45086 plus an added test, making it the more complete patch for the same underlying AttributeError.", + "canonical_pr_reason": "PR #45317 is the best canonical PR: it fixes the same AttributeError in `_patch_mistral_regex`, targets the same issue, and adds a corresponding test change, making it the more complete representative of the duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best PR to keep because it addresses the same concrete code-path bug as #45086 and includes test coverage, while still being a plausible single merged change.", + "best_pr_reason": "PR #45317 is the best overall PR because it contains the same underlying fix as #45086 but with additional test coverage and a slightly more developed implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same file; #45317 is effectively an expanded version of #45086 with added tests, so they could plausibly be merged as one PR." + "reason": "Same concrete bug in `_patch_mistral_regex`, same affected file, same target issue, and the later PR is an expanded version of the earlier fix rather than a different change." } ] }, @@ -21540,7 +21529,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21560,52 +21549,52 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "6cdbc8ca5e2b7e561794db428592c4fd0874007326d550fde2da819a8bf51447", + "prepared_review_unit_hash": "e8f27bae947a45ff966e0c5e4fea685cac0caf9d62de1d2fa0d39b93b79d3636", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two separate Nemotron themes: a NemotronH refactor/split into dense+sparse variants, and a Nemotron ASR streaming addition. The PRs overlap on some auto/doc registry files, but they do not look like the same underlying change set, so I would not merge any soft edges.", - "confidence": 0.83, + "summary": "These PRs are all Nemotron-related and overlap in auto-mapping/docs infrastructure, but they address different underlying changes: NemotronH architecture refactor, NemotronH dense/sparse model split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. None are the same concrete bug or change, so the soft duplicate edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate spans the whole cluster; if one PR must be picked, 46565 is the broadest and most complete ASR-streaming variant, but it is still a different change from the NemotronH refactor work.", + "canonical_pr_reason": "PR 45569 is the most central and substantial model-family change in the set: it introduces the NemotronH dense/sparse split and broad architecture/modeling updates, making it the best representative of the NemotronH line of work.", "best_issue_reason": null, - "best_pr_reason": "46565 is the most comprehensive single PR in the set, covering the larger ASR-streaming follow-up with the widest file impact; the others are narrower or belong to a different Nemotron branch of work.", + "best_pr_reason": "PR 45569 is the strongest single representative artifact in this cluster because it is broader than the other PRs and touches the core NemotronH implementation rather than only docs, auto registration, or a narrower ASR variant.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Same model family, but 45115 is a conversion-mapping/weight-rename refactor while 45569 is a broader NemotronH architecture split into dense/sparse with docs and tests. Not the same concrete change." + "reason": "Related by model family and shared files, but 45115 is a NemotronH-to-GraniteMoeHybrid conversion refactor while 45569 is the later full NemotronH / dense-sparse model split. Different underlying change." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "These target different features: NemotronH refactor versus Nemotron ASR streaming. Shared auto/docs files are too generic to indicate a duplicate." + "reason": "Both touch Nemotron-related auto/model plumbing, but 45569 is about NemotronH architecture/modeling, while 46565 adds Nemotron 3.5 ASR streaming. Distinct code paths and features." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR-related, but they add different model variants (Nemotron ASR vs Nemotron 3.5 ASR) and are not the same code-path fix/change." + "reason": "These are separate ASR model additions: 46332 introduces Nemotron ASR Streaming, while 46565 introduces Nemotron 3.5 ASR Streaming. Same broad area, different model and change set." } ] }, @@ -21619,7 +21608,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21635,7 +21624,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "cbe12ce414db3a9fc616f93a893a5d984d267aab7225b884e1b5fd63a6b73644", + "prepared_review_unit_hash": "b1a6dfbcf889532325adb8238cadb247b45dab3658c26b3d26402caeb4a02f62", "component_budget": { "node_count": 2, "item_count": 2, @@ -21657,18 +21646,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related parts of a heterogeneous-model feature, but they are not duplicates: one introduces per-layer configuration plumbing, while the other adds broader modeling/runtime support on top of that configuration work.", - "confidence": 0.95, + "summary": "These are related heterogeneous-model feature PRs, but they are not duplicates: one adds per-layer config plumbing, the other adds broader model/cache/masking integration built on top of that foundation.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 45333 is config plumbing only, while PR 45332 adds model/cache/masking changes and tests; they are complementary, not the same change.", + "canonical_pr_reason": "PR #45332 is the best single representative because it covers the end-to-end heterogeneous model/runtime changes, while #45333 is a supporting per-layer config foundation rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the more representative end-to-end feature PR because it includes the concrete model/runtime behavior, not just the configuration layer.", + "best_pr_reason": "#45332 is the strongest cluster anchor: it spans the main user-facing modeling/cache work and subsumes the config machinery conceptually, whereas #45333 is narrower and prerequisite-like.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Different scope and code-paths: 45333 adds heterogeneous per-layer config support, while 45332 adds heterogeneous model/runtime support and cache logic. They share helper files but do not fix the same underlying bug or implement the same change." + "reason": "Related but distinct: #45333 introduces per-layer configuration support, while #45332 adds broader heterogeneous modeling/cache behavior. They touch shared infra, but they do not fix the same concrete code-path problem and would not naturally merge into one PR." } ] }, @@ -21682,7 +21671,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21698,7 +21687,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "45f4074e1b4d145787bca7ec709032c84b8282274f7bff134ff6418c9057bfc4", + "prepared_review_unit_hash": "a24021cbc7ad192a4da291033e68eb4dfcdda2ce0c6a7eea9c0191689498dba2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21720,18 +21709,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both typing-related, but they are not the same change: one is a broad type-checking sweep over many transformers files, while the other adds shared typing aliases/protocols and adjusts a smaller set of typing-sensitive code paths.", - "confidence": 0.92, + "summary": "Both PRs are typing-related and overlap in a few files, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds new typing helpers/protocols and targeted fixes for `modeling_utils` and related modules.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better representative of a concrete typing-infra change; PR 45415 is a much broader repo-wide type-checking pass and not the same underlying fix.", + "canonical_pr_reason": "PR #45425 is the more focused, concrete change: it introduces shared typing aliases/protocols and targeted modeling utility typing fixes, making it a better representative of the specific code-path issue than the broad type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "45425 is the most self-contained and specific PR in the cluster. 45415 is more of a mechanical type-checking expansion across many files, so it is less suitable as the canonical representative.", + "best_pr_reason": "PR #45425 is the best representative because it has a narrower, clearer technical scope centered on reusable typing definitions and specific integration points, rather than a wide mechanical cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: 45415 is a broad typing cleanup across many modules plus pyproject ignores, while 45425 adds type aliases/protocols and targeted typing fixes in a different set of code paths. Shared filenames are incidental, not evidence of the same underlying change." + "reason": "They are not the same underlying change. #45415 is a large repo-wide typing enablement pass, while #45425 adds typing infrastructure and targeted fixes for specific utilities; shared files alone are not enough to treat them as duplicates." } ] }, @@ -21745,7 +21734,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21761,7 +21750,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "6aa2dbfeaf25a495fc4fcb029938eb135eaafc04f8ff9572a43cbb81451985a7", + "prepared_review_unit_hash": "627ae8f475698781817760e17f4746ab3d81ddc603507f95e6344d4b55f1da39", "component_budget": { "node_count": 2, "item_count": 2, @@ -21783,18 +21772,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: #45513 fixes multi-token cached forward behavior in Qwen3.5/Olmo hybrid linear attention, while #46084 fixes use_cache handling for seq_len > 1 in Mamba2. They address different model families and different code paths.", - "confidence": 0.98, + "summary": "These two PRs are both cache-related, but they fix different bugs in different model families: Qwen3.5/Qwen3-Next/Olmo hybrid linear attention vs Mamba2 use_cache handling. They should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45513 is the broader representative item in this cluster, covering the cached-forward bug across multiple related model implementations and tests.", + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster: it targets one concrete Mamba2 bug, has an explicit linked issue, and the diff is tightly scoped to seq_len>1 cache behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone PR candidate because it is tightly scoped, has an explicit linked issue, and fixes a concrete cache-path bug in one model family.", + "best_pr_reason": "PR #46084 is the strongest representative because it is narrowly focused on a specific code path and bug, whereas PR #45513 spans multiple model files and variants.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different architectures and fix targets: Qwen3.5/Olmo hybrid linear attention cached forward vs Mamba2 use_cache with seq_len > 1. They do not appear to be the same underlying bug." + "reason": "Different underlying problems and code paths: #45513 fixes multi-token cached forward for Qwen3.5/Qwen3-Next/Olmo hybrid linear attention, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1. Shared cache terminology is not enough to treat them as the same change." } ] }, @@ -21808,7 +21797,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21824,7 +21813,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c8ff9bdb980d4afb32718d6426161a546abe1210656e87ff65534c2e098d413a", + "prepared_review_unit_hash": "1b27bf557bd1206a60de3aa7ce1c44af1169c98a51c1f088dbee8e6367b57db2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21846,18 +21835,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both EP-related PRs, but they fix different bugs in different loading paths: #45548 strips serialized distributed_config and adds has_ep for accelerate/ZeRO-3 loading, while #45662 prevents MoE expert tensors from being overwritten during distributed post-shard wrapping/FSDP2. Not duplicates.", - "confidence": 0.95, + "summary": "The two PRs are both expert-parallelism related, but they fix different bugs in different loading paths: one is about serializing/loading distributed_config and exposing has_ep, while the other prevents expert parameters from being overwritten during shard wrapping. Not a duplicate pair.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR here: the two PRs address separate EP-loading failures with different root causes and code paths.", + "canonical_pr_reason": "No single canonical PR: these are distinct EP-related fixes in different code paths (config/loading plumbing vs. shard post-processing).", "best_issue_reason": null, - "best_pr_reason": "#45662 is the more concrete standalone fix, with a specific overwrite bug and targeted changes across the loading path; #45548 is a different issue.", + "best_pr_reason": "45662 is the stronger representative because it fixes a concrete runtime corruption bug in the loading/sharding path; 45548 is narrower and mainly adjusts config serialization plus an EP helper property.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Shared EP context and one common file are not enough; #45548 targets serialized config/has_ep handling for ZeRO-3 loading, while #45662 fixes expert tensors being overwritten after post-shard wrapping in a different distributed path." + "reason": "Different underlying bugs and code paths. 45548 targets distributed_config serialization and EP detection for accelerate/ZeRO-3 loading; 45662 targets FSDP2 expert parameters being overwritten by rank-0 broadcast via post_shard_wrap. They are related by theme but not the same change." } ] }, @@ -21871,7 +21860,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21887,12 +21876,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e1a5ac9230995bc0d1a429d0ae556440ada11b004cfea815bcfae4c8a0374b5f", + "prepared_review_unit_hash": "10271c01ec1e15c4e95e695eca045c80949e34efebe076af9768e1be4c894f20", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21900,7 +21889,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21909,18 +21898,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same captured_info / xdist collision bug around patched testing debug logs; PR 45645 looks like the broader superset and most likely canonical PR.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs and matches the underlying xdist/captured_info failure mode they are fixing.", - "canonical_pr_reason": "PR 45645 is the better canonical PR because it appears to include the helper fix in `testing_utils.py` plus the CI/workflow changes needed to collect multiple `captured_info*.txt` files, making it the broader end-to-end fix.", - "best_issue_reason": "Issue 45561 is the only clear issue anchor and directly describes the common bug both PRs are trying to resolve.", - "best_pr_reason": "PR 45645 is the best representative because it covers the same core xdist-safe captured_info change as 45639 and adds the related artifact-collection adjustments needed for CI.", + "summary": "Both PRs target the same xdist/captured_info collision problem around patched testing debug logs. PR 45645 is the broader, more complete fix: it includes the testing_utils change plus CI log aggregation changes, so it is the better canonical PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete implementation of the same xdist-safe captured_info fix, with the core testing_utils change plus the CI-side handling needed to read multiple worker files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the underlying change because it addresses the collision problem end-to-end, not just the local file-writing side.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They target the same concrete bug path: xdist-safe handling of captured_info debug output. 45645 appears to subsume 45639 by including the same testing_utils fix and adding the workflow-side handling for multiple output files." + "reason": "Both PRs fix the same concrete captured_info/xdist collision in patched testing logs, and 45645 appears to be a superset of the narrower 45639 change." } ] }, @@ -21934,7 +21923,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21953,12 +21942,12 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "840178e070cb0ca5047d5967298628cda7c302673fff02feaacab2bb982a8247", + "prepared_review_unit_hash": "ef8ea4e00fa60bc8b10e49e31814339e846bd1f421a5062d5171f72a622cd013", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7523, + "serialized_chars": 7524, "estimated_input_tokens": 1881, "estimated_eval_tokens": 4018 }, @@ -21966,7 +21955,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7523, + "serialized_chars": 7524, "estimated_input_tokens": 1881, "estimated_eval_tokens": 4018 }, @@ -21975,30 +21964,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one is an AutoModel registration tweak for GLM-ASR, while the other two add attn_implementation dispatch for different model families. The RecurrentGemma and BLIP-2 PRs are superficially similar but target distinct code paths and should not be merged together.", - "confidence": 0.95, + "summary": "Two PRs are about attention-dispatch support, but they target different model families and code paths. The third PR is unrelated model-mapping cleanup. No duplicates here.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the strongest representative of the attn_implementation dispatch work because it covers multiple BLIP-family models and includes code plus tests/docs, making it the most substantial standalone change in the set.", + "canonical_pr_reason": "PR #46320 is the most focused representative: it adds attn_implementation dispatch for a single model family with a narrowly scoped code change. #46401 is broader and #45670 is unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the best single PR to keep: it is a clear, self-contained feature implementation with broader model coverage and higher review activity than the others.", + "best_pr_reason": "PR #46320 is the best cluster anchor because it captures the core theme without mixing in extra model families or an unrelated fix.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: AutoModel mapping for glmasr vs attn_implementation dispatch for RecurrentGemma. No shared concrete bug or code path." + "reason": "Different problems: #45670 only adds GLM-ASR to auto-model mappings, while #46320 implements attention-dispatch support for RecurrentGemma. No shared concrete bug or mergeable fix path." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated scope: one adds a model registry entry, the other changes attention-dispatch support across BLIP models. Not the same underlying fix." + "reason": "#45670 is an auto-class registration tweak; #46401 adds attn_implementation dispatch for BLIP-2/InstructBLIP variants. They are unrelated changes, not the same underlying bug." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both concern attn_implementation dispatch, but for different model families and implementation paths. Same broad theme, not mergeable as one PR." + "reason": "Both concern attn_implementation dispatch, but for different model families and different implementation paths. This is a broad feature area, not the same concrete bug/change, so they should not be merged as duplicates." } ] }, @@ -22012,7 +22001,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22028,7 +22017,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "029f9c5b677847d4c06e22a4453e197e045cee3045d26cf85eab16ca294fa241", + "prepared_review_unit_hash": "262752bcf3905206783dc367f9532ed41b0880130f04468a14cd3affa46761b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -22050,18 +22039,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both linter-rule driven model changes, but they address different code paths and different rule families: TRF003 forward/return-dict handling vs TRF018 weight initialization. The overlap in touched model files is incidental, not a duplicate change.", - "confidence": 0.96, + "summary": "The two pull requests are both linter-rule chores, but they implement different rules on different code paths and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the cleaner representative for the cluster because it is a narrowly scoped fix around forward signatures and return behavior; however, it is not the same change as 46259.", + "canonical_pr_reason": "PR 46259 is the better representative of the cluster because it is the more substantial linter-rule change and has broader discussion/activity, but it addresses a different rule than 45720.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best single representative of this cluster because it is more focused and self-contained, but it should not be treated as a duplicate of 46259.", + "best_pr_reason": "PR 46259 is the strongest standalone representative here due to its larger modeling-rule sweep and review activity, though it is not a duplicate of PR 45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: they implement different linter rules and fix different underlying problems. 45720 changes forward return-dict/tuple behavior, while 46259 updates _init_weights initialization patterns; shared model filenames are not enough to merge them as one PR." + "reason": "Different linter rules and different fixes: 45720 implements TRF003 across `forward`/tuple-return handling, while 46259 implements TRF018 around `_init_weights` initialization patterns. They touch some of the same model files, but not the same underlying bug or change." } ] }, @@ -22075,7 +22064,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22141,7 +22130,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22157,7 +22146,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "c762ef54ed0c95fd5876a277e404c374a58d0bec6d0006a5b713fc09baab3a62", + "prepared_review_unit_hash": "2b8c4061d1672573621e0073734eef447352b51c2bb0ee13fbdeb080650f068f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22179,18 +22168,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a broad CI/model/config test-related change, while the other is a ViT test migration. They do not address the same concrete bug or change and should stay separate.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one is a broad model/workflow change set, the other is a ViT test migration. They do not fix the same concrete bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR emerges because the PRs are about different changes: #45932 is a broad testing/CI/model config patch, while #46100 is a ViT test migration.", + "canonical_pr_reason": "No canonical duplicate PR. PR #45932 touches workflow secrets plus multiple model/config files, while PR #46100 is a test-migration change for ViT; their purposes and code paths differ.", "best_issue_reason": null, - "best_pr_reason": "#46100 is the cleaner representative PR in this cluster: it has a narrower, coherent purpose (test migration) and less unrelated noise than #45932.", + "best_pr_reason": "PR #45932 is the better representative of the pair because it contains concrete runtime/config changes across model code, whereas PR #46100 is purely test-focused and more incidental to the core product code.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the diffs target different workstreams. #45932 mixes CI secrets plus model/config changes across many files; #46100 only adds/migrates ViT tests. They are not the same underlying fix and would not plausibly be merged into one PR." + "reason": "Reject: the diffs are unrelated in substance. #45932 updates CI secrets and multiple model implementations/configs; #46100 adds/migrates ViT tests. They do not appear to address the same underlying bug or merge into one PR naturally." } ] }, @@ -22204,7 +22193,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22223,12 +22212,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "848f366904c00e9ed9c65ffc4855bf3e78a86fefa5ae8a20e682d1cca3c8213d", + "prepared_review_unit_hash": "47ea8934e7f13f0c88ada9341c5c91327c63c34882d4a46b8ca166bfed3237ee", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8400, + "serialized_chars": 8399, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22236,7 +22225,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8400, + "serialized_chars": 8399, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22245,30 +22234,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar (adding SDPA/attention dispatch support), but they touch different model families and code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "These PRs share a broad theme\u2014adding attn_implementation/SDPA dispatch support\u2014but they target different model families and code paths (CTRL, T5, and wav2vec2/audio stacks), so they are not duplicates of one concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2 all add attn_implementation support in different model implementations, so they do not fix the same concrete bug/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the cleanest representative of the pattern: a narrowly scoped, model-specific SDPA dispatch addition with accompanying tests/docs.", + "best_pr_reason": "PR 46154 is the cleanest representative of the cluster: it is a focused, model-specific SDPA dispatch change with a comparatively small scope, making it the best exemplar for this theme.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are about attention dispatch, but CTRL and T5 are separate model implementations and do not share the same concrete code path or mergeable fix." + "reason": "Same high-level goal, but different model/code paths (CTRL vs T5). They are separate concrete implementations, not one mergeable fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL support and wav2vec2-family support are distinct model-specific changes; same broad theme, but not the same underlying change." + "reason": "Different architectures and subsystems (CTRL vs wav2vec2/audio models). The overlap is only the generic SDPA dispatch theme." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 and wav2vec2 are unrelated model paths; they should not be merged as duplicates just because both add SDPA dispatch." + "reason": "T5 and wav2vec2/audio are distinct model families with distinct attention code paths; too broad to treat as the same underlying change." } ] }, @@ -22282,7 +22271,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22298,7 +22287,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "7c7cbf1bea6c91dcd8ab045bf699e5defac404757060b5acf2b2eef62233264b", + "prepared_review_unit_hash": "00feb34c1384d2c661457423df4657e7a5babaefd287f3aeb1e52b9b31129543", "component_budget": { "node_count": 2, "item_count": 2, @@ -22320,18 +22309,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed stack overlap on several files, but they target different changes: one is focused on EP/Trainer integration, the other is a broad distributed branch base. They are not the same concrete fix/change.", - "confidence": 0.86, + "summary": "These are related distributed-training PRs with overlapping files, but they target different scopes: one is a broad distributed branch base, the other is a narrower EP + Trainer integration layer. They are not the same concrete change and should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader, more central integration branch for the distributed subsystem and touches the shared infrastructure files, so it is the better cluster anchor.", + "canonical_pr_reason": "PR 46269 is the broader, more central representative of the cluster: it introduces the distributed branch base and touches the shared infrastructure that the other PR builds on.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best representative of the cluster because it is the more foundational distributed change set; PR #46126 is a narrower feature integration on top of that area.", + "best_pr_reason": "PR 46269 is the best cluster representative because it is the more comprehensive distributed-infra change, while PR 46126 is a narrower follow-on integration PR rather than the same underlying fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They overlap in distributed code, but the PRs are not the same underlying change: #46126 adds EP + Trainer integration, while #46269 is a much broader distributed branch base. Shared files alone are not enough to merge them as duplicates." + "reason": "Overlap in distributed filenames does not imply duplication. 46126 is specifically EP + Trainer integration on top of DistributedConfig, while 46269 is a much broader distributed branch base touching many subsystems; they are not the same concrete code-path change and would not plausibly merge as one PR." } ] }, @@ -22345,7 +22334,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22393,190 +22382,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "eb715316fac71afa136a77f23a4e2da2577fb08f0c5b4ace7681befc6983e61b", + "prepared_review_unit_hash": "794465cd231eb67f9bbf283b61d8a3378a5aee64fac89fa847ba878e7b87d45d", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23353, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23353, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are small workflow-maintenance PRs, mostly across different files. The only notable overlap is the pr-ci-security-gate workflow, but those PRs implement different security-gate changes rather than the same fix, so there are no true duplicates here.", + "summary": "These are mostly unrelated workflow maintenance PRs. The only near-clustered items are three separate edits to the same security-gate workflow file, but they change different code paths and should not be merged as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear duplicate canonical. If one must represent the cluster, 46554 is the most substantive workflow-security change, but it is not the same change as the other workflow PRs.", + "canonical_pr_reason": "PR 46554 is the most substantive and representative of the pr-ci-security-gate workflow changes, but it is not a true duplicate of the later edits.", "best_issue_reason": null, - "best_pr_reason": "46554 is the best representative because it makes the clearest concrete hardening change in the shared security-gate area; the other PRs are either unrelated workflow tweaks or different implementations.", + "best_pr_reason": "PR 46554 has the clearest concrete workflow fix and is the best standalone representative in this set, though the set contains no true duplicate PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior changes; only broad CI-maintenance similarity." + "reason": "Different workflow files and different behavior; both are generic chore updates, not the same fix." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow edit versus a security-gate workflow tweak; not the same underlying change." + "reason": "Unrelated workflow changes in different files; no shared concrete bug or patch." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI update is unrelated to the pr-ci-security-gate workflow change." + "reason": "Different workflow file and distinct change; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files with unrelated shell quoting/CI behavior changes." + "reason": "Self-comment CI input handling vs build-ci docker tag detection are separate workflow fixes." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Both touch workflows, but one updates self-comment CI and the other updates SSH-runner; distinct changes." + "reason": "Different workflows and different security/operational concerns; not duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH-runner hardening and benchmark trigger changes are different workflow behaviors." + "reason": "SSH runner hardening and benchmark trigger logic address unrelated problems." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and goals: SSH-runner hardening vs anti-slop permissions refactor." + "reason": "Different workflows with different purposes; no same code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH-runner changes are unrelated to assign-reviewers checkout behavior." + "reason": "Unrelated workflow update; same broad area is not enough to merge as duplicate." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security concerns; not the same code-path problem." + "reason": "SSH runner changes are unrelated to pr-ci security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH-runner update is unrelated to the pr-ci-security-gate permission/approval changes." + "reason": "Different workflows and distinct fixes; not the same underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but one is anti-slop permissions and the other is benchmark dispatch handling." + "reason": "Anti-slop permissions tweak vs benchmark trigger change are separate workflow updates." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows with no shared change target beyond repository CI plumbing." + "reason": "Different workflow files and different behavior; not duplicates." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions change and build-ci shell quoting are unrelated." + "reason": "Anti-slop permissions and build-ci shell handling are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Same broad CI area, but different workflows and different fixes." + "reason": "Different workflows and no shared concrete bug fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref and benchmark dispatch are separate workflow changes." + "reason": "Assign-reviewers base ref checkout and benchmark dispatch support are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "No shared underlying bug; one targets reviewer assignment, the other build-ci trigger parsing." + "reason": "Different files and different code paths; not the same change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Assign-reviewers workflow fix is unrelated to pr-ci security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-ci message parsing are different changes." + "reason": "Benchmark dispatch support and build-ci input handling are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow edits, but they address different CI entry points and problems." + "reason": "Different workflow behavior and different files; no duplicate bug/change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci environment parsing and security-gate workflow changes are not the same fix." + "reason": "Build-ci commit-message handling and pr-ci security-gate logic are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow edits; same broad area only." + "reason": "Different workflow file and distinct fix; not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different pr-ci-security-gate implementations: one adds checkout/diff checks, the other changes permissions and approval gating." + "reason": "Same file, but different edits: 46554 adds checkout/diff checks, 46558 changes permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one adds direct security checks while the other swaps to a reusable workflow with explanatory notes." + "reason": "Same file, but 46563 only adds safety comments around the reusable workflow reference; not the same fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but they implement different security-gate structures and are not mergeable as one change." + "reason": "Same workflow file, but different changes and no shared concrete bug." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci shell quoting and pr-ci-security-gate restructuring are unrelated." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH-runner hardening and reusable security-gate workflow changes are distinct." + "reason": "Different workflows and different concerns; not the same underlying change." } ] }, @@ -22590,7 +22579,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22606,7 +22595,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "de97c2de36151a6a56246f7c6fa158ea2626b7b030205f9c523a04ac27e146be", + "prepared_review_unit_hash": "fd3a451160fdf0a4f96d45252af3eff068549490dc3b66e6b44b28a008809040", "component_budget": { "node_count": 2, "item_count": 2, @@ -22628,18 +22617,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both replace file-open source inspection with safer source access, but they target different modules and different behaviors, so they are not duplicates.", - "confidence": 0.94, + "summary": "Both items are PRs that replace file-open source reading with source-introspection, but they target different code paths and are not the same change. They should not be merged as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46152 is the broader representative of the cluster: it introduces a shared source-resolution helper in import_utils for the self-source-reading problem.", "best_issue_reason": null, - "best_pr_reason": "No single PR is canonical for the cluster: #46152 changes import_utils source resolution for reading its own module files, while #46207 changes modeling_utils attention-implementation detection. They are related only at the pattern level, not the same code-path bug.", + "best_pr_reason": "PR 46152 is the better cluster representative because it addresses the underlying source-reading mechanism directly and is the more general change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() on source files, but they fix different code paths in different modules with different purposes. They would not plausibly be merged as one PR." + "reason": "Similar theme, but different concrete fixes in different modules. One changes import_utils source resolution; the other changes _can_set_attn_implementation in modeling_utils. They do not look mergeable into one PR without conflating separate code paths." } ] }, @@ -22653,7 +22642,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22671,52 +22660,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "3f684dc3b2575a7cf04494e147d61d5e3a5ed3330265e991ba157142d45ed9e9", + "prepared_review_unit_hash": "7e35fa99dbed443495ab5253b8c2cd9e89eec63874f93b40d874f80041e9ebe5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are clear duplicates of the same StaticLayer type-hint fix; the cache max-len config PR is a separate generation behavior change and should not be merged with them.", + "summary": "Two PRs are near-identical fixes for the StaticLayer get_seq_length type hint; the third PR is a separate static-cache configuration fix and should not be merged with them.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earlier, direct fix for the StaticLayer get_seq_length type annotation, with the same issue target and identical code change as #46474.", + "canonical_pr_reason": "pull_request:46173 is the cleanest canonical duplicate: it is the earlier of the identical type-hint fixes, has the explicit linked issue target (#45987), and the diff matches the later duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #46173 is the strongest representative of the duplicate pair because it is the cleaner, earlier formulation of the same fix; #46474 is redundant, and #46436 addresses a different bug in static cache length handling.", + "best_pr_reason": "pull_request:46173 is the best representative of the duplicate pair because it directly addresses the shared issue target and its change is identical to pull_request:46474.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different underlying problems: #46436 changes static cache max length selection in generation logic, while #46474 only adjusts StaticLayer.get_seq_length type hints." + "reason": "Different bugs: one changes static cache max length handling in generation, the other only widens StaticLayer.get_seq_length type annotations. Same subsystem, but not the same underlying change." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both modify cache_utils.py with the same get_seq_length return-type annotation fix for StaticLayer and target the same issue." + "reason": "Same underlying fix: both change StaticLayer.get_seq_length from int to int | torch.Tensor in cache_utils.py and both target issue #45987." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The 46173/46474 pair is supported as the same type-hint fix with the same issue target and identical diff, and 46436 is clearly a separate generation-cache behavior change in a different file. The soft-edge verdicts are conservative and match the evidence." + "feedback": "The summary is grounded in the packet. The 46173/46474 pair is clearly the same bugfix with identical cache_utils.py type-hint edits and the same issue target, and the 46436 change is a separate static-cache configuration fix in a different file. The soft-edge verdicts are conservative and consistent with the evidence." }, "evaluator_used": true, "retried": false, @@ -22727,70 +22716,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 37, - "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-46293-2", - "nodes": [ - "pull_request:46293", - "pull_request:46478" - ], - "soft_pairs": [ - "pull_request:46293|pull_request:46478" - ], - "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4443, - "estimated_input_tokens": 1111, - "estimated_eval_tokens": 2478 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4443, - "estimated_input_tokens": 1111, - "estimated_eval_tokens": 2478 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", - "confidence": 0.82, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", - "best_issue_reason": null, - "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46293", - "right": "pull_request:46478", - "accept": false, - "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 35, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22806,7 +22732,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "69ba8ae6a8eb3d829c194bd78ab5016eb40ed8faccb567ca0fed4fa8f1d18519", + "prepared_review_unit_hash": "bc08696163c852c914d1b353bd6d86e6a52fb3bc601aafc65590483ac7368e3f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22828,18 +22754,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the right side of the sliding-window mask for Moonshine streaming. PR 46546 is a broader superset because it also fixes Gemma 4 and adds tests, so it is the better representative PR.", - "confidence": 0.84, + "summary": "Both PRs fix the same off-by-one in the right-side sliding window mask (`-dist <= right_window_size` instead of `<`) for `moonshine_streaming`; PR 46546 is the broader, more complete variant and also updates `gemma4`.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the broader, more complete change: it includes the same Moonshine streaming boundary fix plus a companion Gemma 4 fix and tests.", + "canonical_pr_reason": "PR 46546 is the best canonical PR because it contains the same boundary fix for `moonshine_streaming` plus the corresponding `gemma4` adjustment and tests, making it the more complete representative of this bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 best represents the cluster because it carries the same core Moonshine streaming bug fix while also covering the related Gemma 4 instance and validation.", + "best_pr_reason": "PR 46546 is the best overall representative: it fixes the concrete off-by-one window boundary bug in the shared mask logic and includes validation coverage, whereas PR 46310 only applies the fix to `moonshine_streaming`.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same concrete bug: the right-window boundary in `sliding_window_mask_function` was off by one in Moonshine streaming. PR 46546 contains the same Moonshine fix, so these can plausibly be merged into one change, even though 46546 also includes Gemma 4 and tests." + "reason": "Accept: both PRs fix the same concrete right-window boundary off-by-one in `moonshine_streaming`'s mask function; PR 46546 is a superset that applies the same fix and could plausibly subsume PR 46310." } ] }, @@ -22852,8 +22778,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 37, + "component_index": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22869,7 +22795,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "94d34352e26c7e1ca2b9bd2f14f18cb180e26e48896cf208e7da69aa67641adf", + "prepared_review_unit_hash": "9a3bf820ab4bb93cab7920b267afbb9e19b05f3f06b279bb138a9e74be81e3e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22891,18 +22817,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, while the other adds a new HunYuan VL model implementation, docs, and tests. They do not fix the same code-path problem and should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support, while the other adds the HunYuan VL model stack and documentation. The soft duplicate signal is not supported by filenames or change intent.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: these PRs address different code paths and different user-facing features, so neither should be treated as the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the stronger standalone PR because it is a full model addition with docs and tests; PR #46376 is a separate draft infrastructure change and not a duplicate candidate.", + "best_pr_reason": "PR 46417 is the more self-contained and complete change set (model, processors, docs, tests), making it the cleaner representative artifact of the cluster, though it is not a duplicate of the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different goals and code paths: continuous batching/multimodal runtime support versus a new HunYuan VL model integration. They do not appear mergeable into one fix." + "reason": "Reject: the PRs target different subsystems and problems. One modifies continuous batching internals for multimodal support; the other adds an entirely new HunYuan VL model implementation and related docs/tests. They could not plausibly be merged into one fix." } ] }, @@ -22915,8 +22841,8 @@ }, { "label": "pull_request", - "component_index": 37, - "component_count": 37, + "component_index": 36, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22932,7 +22858,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "1dd5b4269fcef1cf5be660398a845489484f384eae318d9ed3fb8c3c9db0f115", + "prepared_review_unit_hash": "52b4716d2fc30d69d3acdbb25bd46dcd24e47abbf80725af3b3d51b4abb86e64", "component_budget": { "node_count": 2, "item_count": 2, @@ -22954,18 +22880,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer work items, but they are not duplicates: one PR \u0641\u0642\u0637 moves the existing MistralConverter into the new integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. Shared files reflect a common subsystem, not the same underlying change.", - "confidence": 0.94, + "summary": "Two open Mistral PRs overlap in files but target different changes: one refactors/moves MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the broader, more substantive Mistral tokenizer change and appears to subsume the new tokenizer support work; PR #46603 is mainly a refactor/move of the existing converter.", + "canonical_pr_reason": "PR #46604 is the better canonical representative because it introduces the substantive tokenizer behavior changes; PR #46603 is mainly a code move/refactor of MistralConverter.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best representative of the cluster because it implements new behavior rather than only reorganizing code, making it the more meaningful anchor for this Mistral tokenizer area.", + "best_pr_reason": "PR #46604 is the most suitable representative for the cluster since it carries the user-facing feature work, whereas #46603 is largely structural cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "They touch the same Mistral tokenizer files, but #46603 is a converter move/refactor and #46604 adds tekken tokenizer detection/conversion/save functionality. Different concrete changes and not plausibly one merged PR duplicate." + "reason": "Reject: #46603 moves MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files do not imply the same concrete fix, and they would not merge cleanly as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 98f2b7ca517180d7651cca05b733559b39dd9836..28072351f965d7d2222e10377ba4871bc317b222 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260612t180035z", + "analysis_id": "hybrid-model-20260613t000024z", "archived_artifacts": { - "hybrid": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260612T180035Z/analysis-runs/hybrid-model-20260612t180035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-12T18:05:46Z", + "published_at": "2026-06-13T00:09:07Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260612T180035Z", + "snapshot_id": "20260613T000024Z", "variant": "hybrid" } diff --git a/snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.json b/snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..d5d70db35f6e4182b0c83ef5a8517959492ccbf5 --- /dev/null +++ b/snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.json @@ -0,0 +1,2140 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260613T000024Z", + "generated_at": "2026-06-13T00:09:05Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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"canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + 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no duplicate evidence." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the models and failure modes differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel IndexError with size-0 tensors; these are near-identical reports." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor parallel issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problem domains: detokenization in v5 vs LoRA weight merge/save mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA merge/save output mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are training-time errors, but one is checkpointing/FSDP recomputation and the other is an indexing shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload compatibility and the other is meta-to-empty uninitialized memory; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading bug vs GPT-OSS MoE tensor-parallel bug are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation issue is not the same as CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failures; no shared underlying code-path bug." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model/backend errors: Mistral-3 dtype mismatch vs Qwen-3 NVFP4 runtime failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation and TRL SFT embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert hit different code paths and likely different fixes." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they refer to different removed content and are not clearly the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different issues in different subsystems: TRL embedding unpacking vs MoE MPS histogram failure." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime problems: Liger Kernel path vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer loss-signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP recomputation bug is unrelated to import failure of GenerationMixin." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy routing via Liger Kernel is unrelated to a generic mask/tensor indexing error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different content: AMD GPU runtime issue vs outdated RAG examples." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Model corruption and text encoder weight loading are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch compatibility, but the affected versions and failure surfaces are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: 43596/43638 is the only clearly duplicate pair, and the rest of the soft pairs are rejected conservatively with reasons tied to distinct model/backend/failure modes. The canonical issue choice is also supported by the titles and similarity signal." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "9fdb24e8d20f49df11711f99e3e87ab673fd5fec9ec8978d2b0a8597f98a7e01", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39732, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers issue reports across unrelated model- and runtime-specific regressions; only a couple of pairs look like true duplicates. The clearest duplicate is the AutoTokenizer wrong-token-IDs regression, and the ZeRO-3 \"index 0 out of bounds\" loading errors also appear to share the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45920 is the broadest, most central issue in the tokenizer-regression subset: it covers wrong token IDs across multiple models and naturally subsumes the narrower Granite-only report (45812).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative issue for the only clearly duplicated bug family here because it describes the shared v5 AutoTokenizer regression across several model families, not just one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: PaddleOCR-VL/vLLM load error vs distributed USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading/init path hitting `IndexError: index 0 is out of bounds for dimension 0 with size 0`; likely the same root bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma3 config attribute missing in vLLM vs Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "One is a pipeline docs/behavior mismatch, the other is stale docs about a removed command; same area, not same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model loading/inference, but the concrete failures differ: PLE device mismatch vs video-token/template mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different problem domains: AMD GPU support for GPT-OSS vs table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and errors; processor failure for Voxtral is not the same as Gemma4 device placement mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and Qwen3.5 video apply_chat_template failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression is unrelated to outdated RAG examples docs." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to documentation staleness." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are different compatibility regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "45812 is a narrower instance of the broader AutoTokenizer wrong-token-IDs regression described by 45920." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading support are distinct issues." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch is unrelated to PyTorch distributed support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG documentation." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but the concrete bugs differ: missing config attribute in vLLM vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same generic IndexError shape family, but different reported contexts and no evidence they share the exact root cause." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model test-load failure and corrupted checkpoint are different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 init IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression is unrelated to table QA crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load/run failure is unrelated to pydantic model-field breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not enough evidence of the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45464", + "accept": false, + "reason": "MPS histogram kernel limitation under MoE is unrelated to Qwen3.5 streaming chat failure." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression family; 45920 is the broader umbrella while 45812 is a model-specific manifestation." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor indexing failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and pydantic PretrainedConfig breakage are different regressions." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are tensor-shape-related, but one is a mask/index shape mismatch and the other is a TRL embedding-unpacking failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 CUDA memory/OOM regression and tied-weights translation-model issue are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing failure and MPS histogram unsupported-for-Int are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config/sliding-window issue are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and compile error for non-template nodes are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to corrupted Ovis2 checkpoint reports." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version compatibility regression vs Gemma4 device mismatch; not the same underlying bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask/tensor size mismatch and ZeRO-3 empty-index error are distinct failures." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model support/load issues with no shared concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm config field missing and pydantic PretrainedConfig issue are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failure mechanisms despite both being runtime IndexErrors." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Memory regression under int4 quantization is unrelated to tied-weights translation-model behavior." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE/GPT-OSS, but one is a grouped_mm tracing error and the other is tensor-parallel-only not working; too different to merge." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The tokenizer regression pair (45812/45920) is well supported, and the ZeRO-3 loading pair (41762/43596) is phrased cautiously enough as a likely shared root cause. The rejected pairs are also generally sensible and do not overclaim evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "d6b82104e7256854340ac2d9c5094b034bb4a46158c3be28c8abd1d76e33d3b1", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few clear duplicate pairs emerge: the v5 non-persistent buffer corruption reports, the SigLIP2 output-regression reports, the T5/input validation error-message reports, and the Qwen video-input regression reports. Most other pairs are similar only at a subsystem level and should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44534 is the broadest and clearest statement of the accepted non-persistent-buffer regression in v5, and it reads like the most representative issue to anchor that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the strongest standalone issue to keep: concise, regression-focused, and general enough to represent the shared 'non-persistent buffers filled with junk' bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures and code paths: init_empty_weights argument handling vs. pydantic/config field behavior." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different models and problems: GGUF gpt-oss support vs. Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated bugs; one is Qwen3-MoE sliding_window behavior, the other is a v5 pydantic/config regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is a remote_code compatibility regression; the other is a torch/transformers version incompatibility. Not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal issues, but they concern different models and different mismatches (image dtype vs. video template/token alignment)." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime errors and subsystems: torch dynamo grouped_mm tracing vs. missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression for the Qwen3.5/Qwen3 VL family, with the same feature/token mismatch symptom." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 zero-sized tensor access are distinct bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression on google/siglip2-base-patch16-224: one reports degraded embeddings, the other nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: composite config unwrapping vs. uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: FSDP weight shape error vs. TRL SFT unpacking of Qwen3.5 input embeddings." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and symptoms; no evidence they share the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model/Jupyter initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Distinct model-specific perplexity/quality reports with no shared failure mode." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a leaf-directory cache collision and the other is wrong-module loading after save_pretrained; not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the model families and concrete failures differ." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated issues: FineGrainedFP8Config failure vs. flash-attn2 fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation model issues." + }, + { + "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 model/runtime bug and a documentation typo are not the same change or defect." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is a separate model implementation issue, not a tied-weights regression." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same input validation bug class: misleading/wrong error messages for the input_ids vs inputs_embeds XOR check, with 46463 as the T5-specific case." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared code-path evidence." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A docs typo and a removed-command docs issue are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different encode/decode failure modes." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model failures and different invalid-method/runtime contexts." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in transformers v5; 44534 is the broader formulation, 43950 a specific manifestation." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Documentation example errors and SigLIP2 embedding quality regression are different issues." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same v5 bug where non-persistent buffers get corrupted or junk-filled during loading/materialization." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different training/loading failures with distinct stack traces and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: the accepted pairs share the same concrete regression class or model-specific failure mode, and the rejected pairs are generally separated by different code paths or symptoms. I don\u2019t see an overclaim that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:45715|issue:46315" + ], + "prepared_review_unit_hash": "c172ddc613db0cc5a6a3410a3368100d3f73b0efcb04d9ade76b37e2ed5bf7ba", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37921, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most suggested soft matches are broad topical overlaps rather than true duplicates. The only convincing duplicate-like pair is the SigLIP2 quality regression versus the HF-vs-JAX implementation discrepancy; the rest are different model-specific failures or different code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43493 is the better canonical because it describes the likely root cause at the implementation level (HF vs original JAX discrepancy), while issue:43054 looks like a downstream symptom (worse text embeddings).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest overall issue candidate: it is broader, more diagnostic, and captures the underlying SigLIP2 mismatch more directly than the symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: Phi autocast dtype mismatch vs Qwen3.5 flash-attn/SDPA position_ids bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes _is_hf_initialized error vs float8 storage lookup failure." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the models and described failure modes are too different to confirm the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated: corrupted checkpoint vs generic loading noise." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is not the same as a tokenization-version change report." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers/materialization, but they describe different code paths and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and worse embeddings are distinct symptoms without enough evidence of one root cause." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with no clear shared underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence crash and CPU-offload incompatibility are separate issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA and int4 memory growth are unrelated regressions." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: FSDP2 shared_kv_states key error vs uninitialized buffer after to_empty(cuda)." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same underlying SigLIP2 implementation discrepancy: 43493 states the HF-vs-JAX mismatch, and 43054 reports the downstream degraded text embeddings." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-load failure are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different affected models and different errors; no shared concrete failure mode." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error is unrelated to early-stopping metric handling." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise does not match a specific model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote_code config field loss is related in area but not clearly the same concrete bug as the broader remote_code breakage report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram limitation is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL class and bitsandbytes parameter construction are different issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error is unrelated to the GLM5 issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with no shared code-path evidence." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping registration failure is not the same as remote_code breakage." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "HF4-to-HF5 LoRA compatibility issue is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage and a specific Kimi-K2.5 tokenizer regression are different issues." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet and the reject/accept calls are conservative overall. The only accepted soft pair, issue:43054 vs issue:43493, is reasonably supported by the titles as symptom vs underlying SigLIP2 implementation discrepancy. The rest are appropriately treated as non-duplicates or insufficiently supported overlaps." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489", + "issue:46515" + ], + "soft_pairs": [ + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:44683|issue:46515" + ], + "prepared_review_unit_hash": "dbc1eb11d79afe045790b0b7b6805f16b0abba22dca0835fb77b410b40cd6036", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Only a few pairs look like true duplicates or the same underlying regression: docs cleanup around removed pipeline tasks, the `_is_hf_initialized` loading/initialization error, mask-shape IndexErrors, a Qwen3 ZeRO-3 weight-loading regression, and a Qwen3-VL video regression.", + "confidence": 0.93, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items span many unrelated bugs. The closest duplicate-like subcluster is the `_is_hf_initialized` loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the clearest representative of a real duplicate-like subcluster because its `_is_hf_initialized` error matches the broader init_empty_weights/loader regression in 44291.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different model families and different failure modes; not enough evidence of one underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation cleanup." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different problems: tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-kwarg regression during model loading/init_empty_weights; 44291 is the broader description." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are loading/compatibility issues, but they are different root causes and different subsystems." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both touch Whisper/audio, but the titles point to different failures and no shared concrete code path is evident." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated training API signature issue vs tensor mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a PEFT behavior bug and the other is a missing model flag." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen-family training, but one is weight conversion at load time and the other is gradient averaging semantics." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different models and different error paths." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are Qwen-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters/weights; likely the same bug class." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different checkpoint-loading issues." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: RLHF/position_ids/SDPA behavior vs flash_attention sinkless-model crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-vs-indexed-tensor shape-mismatch IndexError, just reported with different lengths." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same 5.3.0 Qwen VL video-input regression affecting related model variants." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and likely different causes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight dimensionality vs segmentation-map processing." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO-3 zero-sized parameter indexing bug vs a torch version incompatibility; not the same issue." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model architectures and different loading failures." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support vs dtype mismatch under autocast are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failure modes and different triggers." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF support request is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen models, but one is rope index scaling and the other is uninitialized-memory materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is an FSDP2 shared-state bug and the other is a device-map mismatch; different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and different errors; only a superficial multimedia/model-family overlap." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version incompatibilities with different features and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and suitably conservative overall. The canonical issue claim is cautious, and the accepted soft edges are supported by clear title-level overlap: docs cleanup (43827/44509), the `_is_hf_initialized` loader regression (43872/44291), the mask-shape IndexErrors (41093/44805), and the Qwen video regression pair (44479/44560). No obvious overstatement relative to the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:45812|issue:46489", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:46459|issue:46512", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "df76cd8b9b9aa30dcf49267296753f2c9e8de5ba108cd39d1b2ea47b198889b4", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37434, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated Transformers regressions, with a few clear duplicate/same-bug pairs around v5 model-init/buffer issues, SigLIP2 bad outputs, and model-loading failures for specific BERT repos.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the clearest representative: it describes a concrete Transformers v5 regression, has an exact duplicate in 44534 with the same title/theme, and is more actionable than the broader/less specific reports nearby.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the strongest issue to keep as canonical because it is specific, reproducible, and directly duplicated, making it the cleanest anchor for the non-persistent-buffer regression subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bug classes: non-persistent-buffer corruption vs a long-ocr IndexError in Kosmos2.5." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL video StopIteration vs MoE MPS histogram error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated symptoms: import error for a Qwen2.5-VL class vs meta-device loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading are different code paths and not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model-initialization regression; the notebook context in 43645 is just a specific environment." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5-family workflows, but one is a video StopIteration and the other is TRL embedding unpacking; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs flash-attention illegal memory access on Qwen3.5." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py execution failure vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated regressions." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-mismatch during Gemma4 forward vs an unrelated torch version incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: video StopIteration vs a mask/tensor shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bad-output/zero-probability symptom on the same checkpoint family." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-input index error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3/Bert initialization failure is not the same as tokenizer-mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Another ZeRO-3/Bert init IndexError, but not the same bug as the tokenizer mapping issue." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they affect different models and are not clearly the same root cause." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and a tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but 39692 is documentation/example and quantization/processor mismatch, not the same bug as zero probabilities." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are effectively the same non-persistent-buffer regression; the titles describe the same v5 corruption bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/qwen3_moe version-compatibility problem is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 MoE failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is composite-checkpoint loading and the other is from_config/config stale-state; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same underlying model-loading regression affecting two different BERT-like repos on latest/current Transformers." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model reports and different failure descriptions; not enough evidence for the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-key regression are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and the Nemotron example breakage are different issues." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 custom-model/init regressions, but 43644 is about non-persistent buffers while 43645 is notebook-specific model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures for specific repos, but they appear to be separate tokenizer/model compatibility problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the canonical 43644/44534 choice is well supported by the titles, and the soft-edge verdicts are mostly conservative. I don\u2019t see a clear overclaim that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue: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:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "fd4148decfcd5e9b8eb7dee356a45110127e76a8edf85476973517ba47c97f06", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38251, + "estimated_input_tokens": 9563, + "estimated_eval_tokens": 19382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated issue reports, with one clear duplicate subgroup around `resize_token_embeddings` not propagating to model-specific output/input embeddings.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45292 is the most general formulation of the `resize_token_embeddings` bug and serves as the cleanest representative of the duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative issue overall because it is broad, concise, and directly matches one of the accepted duplicate edges.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different trainer checkpoint-resume step counting vs optimizer argument handling; no shared code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a documentation example problem and the other is a model/pipeline output issue." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is offloading with quantization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different problems: MoE training memory usage vs increased reserved CUDA memory under int4 quantization." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated model-loading failures for different models and failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different load/convert paths; not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA compatibility across HF versions vs token embedding resizing; no common bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 loading/compatibility issue vs shape mismatch for a VL model." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading issue vs quantized save/load regression; separate bugs." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer families and different root causes are evident." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Chat crash on Qwen3.5 vs Gemma4Processor missing `_tokenizer`; different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs init_empty_weights argument incompatibility; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both say `resize_token_embeddings` fails to update downstream embeddings in model-specific components; same underlying bug pattern." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different triggers and error types." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility vs meta-device model-loading breakage; not the same issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading/token vocab complaints, but the titles point to different models and no identical failure mode is clear." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping vs batched AudioFlamingo3 inference leakage; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are model-specific reports for different architectures and not clearly one fix." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "General offloading/quantization issue vs int4 CUDA reserved-memory/OOM regression; different bug shapes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA vs Apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and unrelated failure modes." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared state bug vs `from_config` text_config unwrapping bug; separate code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument mismatch vs mmap/OOM on Strix Halo; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path regression vs Whisper pipeline option regression; no common bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2 attention state bug vs CPU-offload rotary embedding incompatibility; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory problems with different triggers and subsystems." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Generic `output_embeddings` resize issue vs MXFP4 load/fallback issue; unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage vs Gemma4 PLE device mismatch; different models and code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage vs Strix Halo mmap OOM; separate failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 key error; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading vs broken official example; related project area but not the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram op error vs Nemotron example breakage; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation bug; one is a specific model instance, the other is the generic report." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling vs mmap-related OOM; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate subgroup is the resize_token_embeddings family, and the chosen canonical issue (45292) is a reasonable generic representative of that cluster. The other pairwise rejections are cautious and supported by the titles/descriptions; no mergeability or same-bug overclaiming is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "c88b7ce453f02e146d2aa4cd49c48911a5738d14f48cf5ed634b8c9e8878df60", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36255, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated regression issues; only one soft pair looks like a true duplicate. That pair is the generic `resize_token_embeddings` regression and its T5Gemma-specific manifestation.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broader, more general report (`resize_token_embeddings` not updating output embeddings), while issue:45335 is a model-specific instance of the same bug in T5Gemma.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best anchor for the duplicate pair because it states the underlying behavior generically and would subsume the T5Gemma report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video-input handling in Qwen/VL vs strict config loading for granite_speech." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failure modes and code paths: GLM-4.7-Flash test loading vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is read-only file permissions and the other is wrong custom module resolution; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different concrete failures: flash_attention crashes on s_aux=None vs Gemma-4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different code paths: custom model init in notebooks vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "One is Jupyter/custom model initialization under v5, the other is save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different underlying issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` failing to propagate updates; 45335 is the T5Gemma-specific instance." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: torch 2.10 incompatibility vs Gemma4 device_map device mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "The second is a generic model loading failure, but the first is a specific tokenizer vocab-size problem; not enough evidence they are the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: float8 storage lookup error vs mmap/OOM workaround on Strix Halo." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different features and failures: compiled flex_attention on torch>=2.9 vs Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenization, but one is incorrect token IDs for Granite models and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression vs encode/decode round-trip correctness issue for CodeLlama; not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to a general tokenization-version-change report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both touch Transformers 5/custom models, but one is `base_model_prefix` loading and the other is notebook-based custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and image preprocessor/model dtype mismatch are distinct problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different errors: PagedAttentionCache linear_attention crash vs compiler non-template-nodes TypeError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failure surfaces and likely different subsystems: float8 storage lookup vs compilation error." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime regressions, but the symptoms and affected paths differ: video input handling vs mask/index shape mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "One is an isolated reproduction of an earlier issue; the other is a Qwen3.5 PagedAttentionCache crash. No concrete match." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different model/runtime problems: torch.export with torch_compilable_check vs Perceiver interpolation/resolution failure." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility issue vs Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they document different removed/changed pipeline APIs and are not the same underlying issue." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return bug is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 loading/pipeline regression vs ModelOutput key assignment bug; different layers of the stack." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different domains: DeepSpeed zero3/BertModel IndexError vs compiled flex_attention failure on newer torch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45292 vs issue:45335, is plausibly the same `resize_token_embeddings` bug at a general-vs-model-specific level. The other pairwise rejections are phrased cautiously and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43906", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43582|issue:43632", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "910c1b7cd6bcbf28d6b01dee5fccf0718bd221ba9c00afb9f475a856f5b31fac", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36141, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions: tokenizer loading/processing, model initialization/loading, multimodal model edge cases, and a few backend/device-specific bugs. The titles overlap at a high level, but the underlying failures are different enough that none of the soft pairs read as true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s repeated v5 model-loading regressions; it is concrete, central, and closer to the common failure mode than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single anchor for the cluster because it describes a general Transformers v5 loading breakage that matches the recurring theme without being tied to one narrow model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE/v5.dev0 regression and the other is a specific weight-shape mismatch; too little evidence they share the same root cause." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "One is a T5 tokenizer API conflict, the other is a gguf/from_pretrained loading failure; different code paths and symptoms." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 tokenizer/model issues, but CamemBERT MLM prediction errors and est-roberta tokenizer loading are separate failures." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to composite Qwen config unwrapping." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and a mistral_common tokenizer message-continuation bug are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same bug as the mistral_common tokenizer regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but they hit different models and different root causes (est-roberta vs Mistral regex patching)." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency for Qwen3 MoE is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state save/load handling and a video-input regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping model addition logic is unrelated to compiled flex_attention failures on torch >= 2.9." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both affect loading tokenizers, but the affected models and failure modes differ." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they concern different repositories/models and do not indicate a shared bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and lm_head weight tying are separate issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json in AutoTokenizer is not the same as DeepSeek-Coder producing incorrect outputs from a prior fix gap." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and junk-filled non-persistent buffers point to different initialization problems." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated model-specific bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/CPU behavior, but XLNet positional encoding on CPU and Qwen3.5 MoE CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing is not the same as a template-compilation TypeError." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and Whisper return_language regression are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are different model-specific regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "A T5 tokenizer method-name conflict is unrelated to Qwen3Moe FP8 training failure." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and the _is_hf_initialized flag issue do not share the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code is a different failure than PagedAttentionCache rejecting linear_attention groups." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading ScandiBERT and loading physical-intelligence/fast are separate model-loading regressions." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing errors are unrelated to the non-template-node compilation error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model benchmark and runtime special-token post-processor updates are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 training and Qwen3.5 PagedAttentionCache group-type validation are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "A missing TensorFlow backend in a torch extra install is not the same as an unknown tensorflow_text backend mapping error." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both concern v5 initialization behavior, but non-persistent buffer junk and custom model initialization breakage are not clearly the same code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:43883|issue:44488", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:36032|issue:43742", + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "b5c65daf335a751a5349912b2c5db69aab20c7da02f039b0ba7ee920ba7037da", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues, with only two clear duplicate pairs: the Transformers 5 custom-model initialization reports, and the Qwen3.5 save_pretrained regressions. The rest are false-positive similarity matches across different models/code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most central report in the only clear duplicate set (43645/43646) and best serves as the anchor issue among this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue overall: it describes the generic custom-model initialization regression without narrowing to a notebook-specific scenario.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode token skipping and the other is empty-transcription generation after align_special_tokens; different bug paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but one is an unsupported center argument in a feature extractor and the other is a separate fbank helper issue." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is a T5 tokenizer method conflict and the other is custom model initialization in Jupyter notebooks." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems and different failures: multimodal iterable dataset handling vs mistral_common tokenizer conversation templating." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated bugs: missing all_tied_weights_keys on Molmo vs loading a specific BERT model failing." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic gguf_file/from_pretrained regression and the other is a model-specific transformers v5 loading failure; not clearly the same code-path bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different areas and failures: template compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading problems: device_map/offload with dequantized models vs Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-gated loading failures, but they affect different models and likely different tokenizer/model-loading paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio bugs: chat-template sampling-rate defaulting vs MIMI encoder batching/padding-mask mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are separate code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise is not the same bug as a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failures are unrelated to template compilation errors." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loader failures; only superficial loading similarity." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern tied weights, but one is missing weight tying in a model class and the other is inconsistent serialization depending on device." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical outputs from one vision model are unrelated to the OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-family bugs: output_hidden_states behavior vs temporal position-id scaling in Qwen2.5-VL." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are model correctness issues in audio/codecs, but the root causes differ: missing padding-mask support vs missing STE in DAC.from_latents." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading failure for ScandiBERT is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/input issues, but they affect different models and different failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different bugs: loading physical-intelligence/fast vs Mistral tokenizer regex patching." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument are separate initialization/quantization problems." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failures with torch_compilable_check are unrelated to an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to a key error when loading MobileLLM-125M." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same issue as StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Quantization/config initialization failure is unrelated to missing Float8 storage object errors." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint serialization of visual encoder / tied-weight keys, with 45357 looking like a later follow-up of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The soft-edge rejections are conservative and align with the packet\u2019s issue titles/scope. The canonical choice of issue:43646 is reasonable as the broader custom-model initialization report versus the notebook-specific 43645. The Qwen3.5 save_pretrained pair is also the only explicitly supported duplicate-like pair in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43421|issue:44568", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:41720|issue:45081", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "76ec153b6d9437ad6debbd8883a661d177b083ef68d48c5b52d906ba745f0656", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; they span unrelated tokenizer, loading, vision-language, training, and packaging regressions. I found no soft pair that looks like the same underlying bug/change, so all candidate links are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the clearest broad, user-visible regression in the set: a silent AutoTokenizer token-ID break affecting all Granite models, with enough discussion/inbound references to serve as the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is a still-image temporal position-ID scaling bug; different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and GraniteSpeech strict config loading are unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict in T5 is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta is not the same issue as a slow convert_tokens_to_ids regression." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy load logging are separate concerns." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL model loading in vLLM and Qwen3-MoE sliding_window are different failures." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk initialization are unrelated regressions." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag handling is not the same bug as mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one concerns iterable-dataset multi-image finetuning and the other a rope/index scaling regression." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite tokenizer ID corruption and CodeLlama leading-space round-trip loss are distinct tokenizer bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "T5 tokenizer method conflict and GraniteSpeech PEFT checkpoint loading are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic load noise and tokenizer loading failure are not the same underlying bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and multi-image iterable-dataset finetuning for Qwen2.5-VL are different issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing behavior is separate from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage resolution." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag regression and non-persistent buffer corruption are distinct v5 issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are not the same code-path." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to Whisper processor batch_decode skipping special tokens." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length misconfiguration are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading regression and missing pad_token_id on Llama4Config are different model/config bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable-dataset finetuning." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and mDeBERTa BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map dequantized-model offload failure and Qwen3 MoE memory inefficiency are separate training/loading problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backends, but one is missing TF from the torch extra and the other is a tensorboard-only runtime backend error; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights/_is_hf_initialized are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral has nothing in common with Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Sam3Model text-encoder weight loading are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk initialization are different regressions." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 causing degenerate training and single-label-classification zero-loss behavior are separate training-path bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and Mistral tokenizer regex patch crashes are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing and Qwen3.5 save_pretrained visual-key regression are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44462|issue:45812", + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "04c43fca0738e88c67a33ba5ecc22e4a882dd1d2a59a98179654d05913f1707b", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated bug reports, with only loose thematic overlap around Transformers v5 regressions, tokenization, and multimodal loading/position-id handling. No pull requests are present, and none of the soft pairs are safe duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No safe canonical issue for the whole set: the reports cover many distinct bugs. If a representative must be chosen, issue 43611 is the broadest v5-loading regression, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the most general representative of the v5-loading regression subset, so it is the least bad stand-in among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about ignoring tokenizer.json and the other about wrong token IDs across Granite models; different failure modes and code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching-related correctness, but one is MIMI padding-mask support and the other is Gemma3 sliding-window/all-padding NaNs; different models and bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to treat as one bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals with different symptoms and fixes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures with torch_compilable_check and bfloat16 dtype mismatches are different problems in different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to a vLLM model-load failure." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading and ModelOutput key assignment are unrelated code paths." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen2.5-VL, but one is training with multiple images per prompt and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "A specific Whisper model load/run failure is not the same as a broad meta-device loading regression, even if both involve loading." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; related theme, different concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model accuracy/loading complaints, but one is SigLIP2 AutoModel/pipeline nonsense outputs and the other is Perceiver resolution handling; not the same issue." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied lm_head weights, but one is failing to tie weights for generation and the other is inconsistent serialization by device; distinct behaviors." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both may involve positional handling in multimodal models, but Qwen2.5-VL still-image scaling and Kosmos2.5 long-OCR index errors are not the same code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "FineGrainedFP8Config failure and GGUF loading failure are unrelated model/loading formats." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are different v5 regressions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights unexpectedly receiving _is_hf_initialized and strict config blocking granite_speech are separate loading/config regressions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "A specific vLLM model-load failure is not the same as a torch/transformers version incompatibility report." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model families and failure modes." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenizer changes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export with torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaults and PEFT checkpoint loading are unrelated issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a causal LM and Whisper empty-transcription failure are different generation bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated model APIs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings is not the same as a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/generation corruption and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A documentation example error and a finetuning failure with multiple images per prompt are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC from_latents mismatch with missing STE are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b load failure and cjvt/sleng-bert load failure are separate model-specific issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and Gemma4 PLE device mismatch are distinct device-placement bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:42796|issue:44977", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "54cbe140e71c6bd0e0327909bb89c1bb3aacf8a03dbc3ff98593cf5dda37e376", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidates are mostly superficially similar Transformers regressions, but they cover different code paths and symptoms; none look like the same concrete bug/change, so no soft duplicates are accepted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest and most current issue in the set: it describes a clear v5 tokenizer regression affecting multiple models with concrete token-ID misbehavior, making it the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone issue because it is open, well-scoped as a regression, and has the widest apparent impact among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Both are crashes, but one is tokenizer/NER padding behavior and the other is torch.export compatibility; different subsystems and failure modes." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is a sliding-window mask off-by-one bug, the other is tokenizer conversion performance regression; unrelated code paths." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8/B200 inference failure are unrelated issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched-vs-single encoder output mismatch is not the same as a processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/serialization problem and bfloat16 dtype mismatch are distinct bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization regressions, but one is a missing BOS/EOS special-token behavior for one tokenizer while the other is wrong token IDs across several models; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion/loading with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: padding-mask output divergence vs image-classification resolution handling." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tie-weights serialization and packed-weight unpacking on accelerate load are different problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly and gradient-checkpointing/LoRA behavior do not describe the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config class is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next loading and sinq save/load breakage are different failure modes and model paths." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "CPU RAM efficient loading regression and non-persistent buffer initialization are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on Qwen3 and Llava Next load segfault are different model/loading failures." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained-related, but one is lm_head serialization tied-weight behavior and the other is incorrect visual encoder keys; different artifacts." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and triggers: device-mapping assert vs flash-attention generation issues." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure is unrelated to early-stopping metric resolution." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image label reduction bug and missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory growth and apex FusedRMSNorm memory leak are separate memory issues with different causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature change and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b load failure and tokenizer loading failure for EMBEDDIA/est-roberta are different problems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FP8 failure do not share the same code path." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a specific model and general tokenization changes are different." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer/NER crash and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weights in Sam3Model are different model components and bugs." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading problems and disabling mmap on Strix Halo to avoid OOM are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device-mapping CUDA assert and 3d_parallel.py failure do not describe the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43526|issue:43881", + "issue:28530|issue:30064", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "cd71466a22002c425b0e1ef3413e1e96df3a76cc3a2eadf2b8eaca46afa24431", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35526, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-similarity pairs are false positives: they share broad themes like loading, offloading, tokenizers, or multimodal models, but not the same concrete bug/change. No PRs are present, and there is no clear canonical duplicate target in this set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different failures: BLIP2 dtype propagation vs Trainer resume/max_steps accounting." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA in Bamba vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated bugs: Mistral3 lm_head tying vs Qwen3.5 visual encoder save_pretrained keys." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-related, but one is a Gemma3n variable-name collision and the other is a Gemma4 device-map mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different processors/models and different symptoms; NER padding crash is not the same as OmDet input-size mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Version-dependent regression in custom processor/tokenizer access vs a broader tokenization behavior change." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention offload/compile issues, but the affected models and concrete failure paths differ." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but one is an OmDet processor bug and the other is Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is a Qwen3Moe FP8 failure and the other is a dequantized model loading issue." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serving, but the errors point to different bugs: bad multimodal input handling vs missing Gemma4Processor tokenizer state." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different concerns: cache-path collisions for trust_remote_code vs file permission propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures: Qwen3 auto device mapping assert vs GPT-OSS tensor-parallel not working." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to transformers.pipelines import breakage from kernels version requirements." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping metric mismatch is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different model bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-map assertions." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but for different tokenizers, tasks, and failure mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are unrelated load-time failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection is unrelated to void segmentation-map processing." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is a different bug from Qwen3VL weight_only loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba compile/offload bug and BigBirdTokenizer special-token registration are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46402" + ], + "soft_pairs": [ + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:44387|issue:45701", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:45406|issue:45464", + "issue:42490|issue:43329", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:45588|issue:45759", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44514|issue:44545", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "91bfe7a8b337c344df5d6d5ec2177f5721c8c5d847c0d34b1e4dd89727e08566", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two Qwen2_5_VLProcessor padding=False batched-input crashes. The rest are related by broad subsystem or theme only, not the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the cleaner original report of the batched-input/padding=False crash; issue:44545 is the same bug with overlapping repro/details.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best representative issue here because it is the exact duplicate pair\u2019s original, concrete bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer-related, but one is slow/fast behavior mismatch and the other is a T5 special-token loading conflict; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different models and different failure modes: CPU offload device mismatch vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "One is int4 quantization memory/OOM behavior; the other is tokenizer output changing across versions. Broadly related only." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths and symptoms: metric gathering drops tuple labels vs SAM3 PCS text/bbox behavior." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT checkpoint loading are unrelated bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen, but one is sliding window behavior and the other is config unwrapping for multimodal from_config; different fixes." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and undefined multimodal-token helpers are separate issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are save/load problems, but for different models and different missing weights/keys." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to BigBirdTokenizer mask token registration." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different models and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models and likely different tokenizer/config breakages; not enough to be the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping text_config for composite configs is not the same as CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init restrictions and Qwen3.5 num_labels propagation are different configuration issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num_labels propagation to text config and degenerate zero-loss classification with num_labels=1 are distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less s_aux handling is unrelated to composite config unwrapping." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and dtype mismatches in SwitchTransformers/TimmWrapperModel are different failures." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "The AddedToken special-argument TypeError may be related to tokenizer loading in general, but this is not clearly the same concrete bug as the ScandiBERT load failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading failure and PIL backend requiring torchvision are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor apply_chat_template crash on batched input with padding=False; titles and failure mode match exactly." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model size mismatch are unrelated multimodal issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as incorrect visual-encoder save_pretrained keys." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate after trainer.train are different trainer issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and DiaConfig losing custom token IDs are different token/config persistence bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The reasoning is grounded in the packet and stays conservative. The accepted soft edge, issue:44514 vs issue:44545, is supported by identical titles and matching crash descriptions, with 44514 earlier and thus a reasonable canonical choice. The other pair verdicts are appropriately cautious and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:45704|issue:45859", + "issue:42886|issue:44843", + "issue:43782|issue:45381", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43596|issue:44220", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43531|issue:43643", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "b759d9d8ac7c486bebb085835530b140c66f3e469f8b9948f8c81d1243dfb218", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. The soft pairs only share broad themes like tokenizers, multimodal input, quantization, or config loading, but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: local checkpoint loading with PEFT adapters vs quantized save/load breakage." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated bugs: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding_window handling vs notebook custom-model initialization in v5." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different model/runtime failures: Qwen3 auto device mapping cuda assert vs T5 RMSNorm memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different components: T5 RMSNorm leak vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline/tokenizer-related, but one is generic cache loading and the other is a specific _patch_mistral_regex model_info call; not enough evidence of the same root cause." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: Qwen3VL weight_only loading error vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different bugs: silent Mamba2 cache incorrectness vs a T5 decoder-input validation error message." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related to special tokens, but one is a runtime post-processor update feature gap and the other is BigBirdTokenizer mask-token registration/decode behavior." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different issues: Gemma4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support on a trust_remote_code model." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different problem classes: documentation/example errors and quantization mismatch vs offloading behavior with quantization." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: adapter checkpoint loading vs quantized offloading behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different bugs: Deepspeed zero3/BertModel init failure vs audio feature extraction helper issue." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer concerns: special-token post-processing vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different areas: image segmentation-map processing vs GenerationMixin import failure." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex/tokenizer handling, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec/regression report; not clearly the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model bugs: BitNet packed-weight loading vs DAC from_latents/forward mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: tokenizer regression vs list_repo_files revision forwarding in CI." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different issues: BigBird special-token registration vs BitNet packed-weight handling." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems: audio fbank extraction vs add-new-model-like registry logic." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but they involve different Qwen models and different failure points (video processing vs chat-template feature/token mismatch)." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: processor/tokenizer image handling vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different runtime bugs: torch.compile+SDPA failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different models and symptoms: missing CLIP attentions assignment vs RTDetrV2 output drift in v5." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer issues: AddedToken keyword collision vs loading a specific model name." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model/code-path failures: Bamba SDPA compile issue vs DAC latent conversion mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window bug vs trust_remote_code AutoConfig missing fields." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: LayoutLMv2 tokenizer crashes vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different issues: BigBird special-token handling vs DAC latent/forward mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from AutoConfig with trust_remote_code and the other is strict config blocking granite_speech; not the same root cause." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely different: image processor segmentation-map failure vs CustomTrainer compute_loss signature breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46512" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:43582|issue:46512", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43950|issue:45987", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43421|issue:44811" + ], + "prepared_review_unit_hash": "3e1fd7d93af4d04836aee7a36ffcf6a52cffc325ffa69aa1911c30070f71c1c7", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35609, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of largely unrelated Transformers issues. None of the soft pairs describe the same underlying bug or change closely enough to merge as duplicates, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs in different models: SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer count mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and error modes: AutoImageProcessor URL loading vs a template compilation TypeError." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same file area (_patch_mistral_regex) but different concrete failures: offline model_info call vs backend_tokenizer attribute crash." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault and MPS histogram support error are unrelated model/runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors are about model/processor mismatch and quantization, not Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and root causes: dtype mismatch in Mistral-3 preprocessing vs Gemma 3n variable-name collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: gather_for_metrics label truncation vs Mamba2 use_cache producing wrong results for seq_len>1." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/XOR error-message bug is not the same as the single-label classification zero-loss regression." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError and from_config dtype/config staleness are different dtype-related problems." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 behavior regressions, but they affect different models and outputs with no shared concrete bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained is a different bug from StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "One is buffer initialization corruption in Transformers 5.0.0; the other is an FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate bugs with no shared code path." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime mismatches: Bark CPU offload device mismatch vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation issue and Video-LLaVA temporal-attention/weight-sharing issue do not describe the same defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError in a model forward path is unrelated to trainer.evaluate() failing after training." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe and the other is wrong vision_position_ids in qwen2.5-vl." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "from_pretrained weight_only loading error is not the same bug as flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Docs/error-message cleanup for removed tasks is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43782|issue:45325", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:45081|issue:45406", + "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:45372|issue:46326", + "issue:43906|issue:46209" + ], + "prepared_review_unit_hash": "83e59ee0131ea66f944263e47f6f9fe06c7396cd5d6b37a7dd8643afa9cbbaff", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, processor, loading, or backend regressions. The soft pairs mostly share only broad subsystem keywords and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical issue stands out because the set spans many unrelated bugs. If one representative is forced, issue 45701 is the broadest tokenization-related open report, but it does not unify the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the closest thing to a representative because it is broad, active, and has multiple inbound references, but it is still too general to serve as a real duplicate anchor for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer-loading failure and pipeline import dependency error are different bugs in different code paths." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but the concrete causes differ: helper removal vs unsafe sys.modules access." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Wrong OmDet input size and bfloat16 dtype mismatches are separate inference issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet weight-unpacking on load is unrelated to dtype mismatch in other models." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache length return-type bug and return_tensors being ignored are different API regressions." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing bug is too specific to equate with a broad slow/fast tokenizer inconsistency report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime pipeline error message and outdated docs reference are not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage and init_empty_weights argument handling are distinct loading failures." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as general tokenization changes across versions." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash do not share the same code path." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL models with different failures: from_pretrained weight_only error vs rope index scaling bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature changes are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety and CLIP text model structural inconsistency are different regressions." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 differing outputs are not the same defect." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM load failure and broad remote_code breakage are too different to merge." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max-length constant are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct processor/tokenizer failures." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar tied-weights warning shape, but different models and configs make these separate issues." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing import and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of another issue and FP8 inference failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43262|issue:44811", + "issue:43650|issue:43906", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "ca4882b4a8f2450771a0cdd6114badff7ae43df4a1c0cd343e3e6bfcdaf2d6d9", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues; only the two Qwen video-input regressions look plausibly like the same underlying bug. No PRs are present.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44479 is the broadest, most user-facing report of the video-input regression, spanning multiple Qwen VL/MoE variants and the v5.3.0 breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the shared problem because it captures the widest affected surface and the regression framing, while the more technical report can serve as the lower-level duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI/multimodal areas, but one is a video-token counting bug and the other is a stale auto-mappings reference; different failures and code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated subsystems and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba, the other is a quantization-loading fallback issue for git-oss; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 initialization error for non-pretrained BERT and trainer.evaluate() after train() are different training lifecycle problems." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve model loading, but gguf_file breakage and tokenizer loading for est-roberta stem from different mechanisms." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportGenerationMixin failure and Jupyter custom-model initialization breakage are distinct API regressions." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and a CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and multimodal video token counting are separate bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss affect different model families and code paths." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend installation and kernels import-time dependency validation are different dependency issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet processor/model input-size mismatch are different failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet 640px-vs-224px mismatch are not the same issue." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but one is about reserved memory under int4 quantization and the other is a specific Sam3Video memory issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example problems and git-oss MXFP4 loading are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3.5 flash-attention generation failure are different model-specific bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite multimodal configs are related to config handling but not the same defect." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern error handling, but one hides tokenizer decode errors and the other swallows exceptions in Fuyu tensor conversion." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Lazy cache init causing recompilation and max_cache_length only applying to quantized cache are separate cache-behavior bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue text and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/weight conversion and GPT-oss OOM are different problems." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe a regression in video handling for Qwen/VLM processors; 43329 pinpoints the undefined-variable bug in the video token path, while 44479 reports the same breakage across multiple Qwen video models in v5.3.0." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in video token counting and batched video processor shape errors are different parts of the pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading and Qwen3-VL weight-shape mismatch are distinct loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and MobileLLM key error are separate model-loading bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are unrelated model-initialization issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are clearly unrelated by title and subsystem, and the single accepted Qwen video pair is a conservative, plausible duplicate relationship. The canonical issue choice is also well-supported by the broader, user-facing v5.3.0 regression report. No PRs are present, as noted." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:43525|issue:46291", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:44568|issue:45356", + "issue:42915|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:43577|issue:46512", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:43452|issue:43582", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:44849|issue:45701", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:28282|issue:29127", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:42175|issue:44488" + ], + "prepared_review_unit_hash": "cf0c749112c20371df5fa8802ec7a47903a2a4c8fb5578ba1ca580beef0c639d", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a lexical-similarity bucket of unrelated Transformers bugs. The only plausible true duplicate pair is the tokenizer-loading crash in 44062/44991; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44062 is the best canonical anchor: it names the concrete root failure (`AddedToken() got multiple values for keyword argument 'special'`), and 44991 looks like a model-specific reproduction of that same tokenizer-loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "44062 is the strongest representative of the cluster because it captures the clearest underlying bug and can subsume the specific EMBEDDIA/est-roberta load failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo; different code paths and failure causes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is unrelated to the PIL backend/torchvision dependency regression." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different components (`bark-small` device mismatch vs Qwen3_5Moe rotary embedding forward)." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to `transformers.pipelines` import failing on kernels v0.15 metadata." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting and high perplexity on gpt-oss-20b are different problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to `num_input_tokens_seen` not updating." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast is not the same as CLIPTokenizer's `model_max_length` bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not enough evidence of one underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 config failure and CLIPTokenizer max length bug are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings/lm_head, but one is a specific model-class tie bug and the other is LoRA merge collapse with extended vocab; different failure mechanisms." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 visual encoder key saving are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility and kernels import requirements are different dependency problems." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is weights/qformer staying float32 after load; the other is `config.dtype` staying stale after `from_config(dtype=...)`." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 vision loading regression are different loading failures." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow in the `.[torch]` install and missing Qwen2.5-VL class export are unrelated packaging/import issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and unreleased PEFT version pin are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage is unrelated to Apple Silicon `caching_allocator_warmup` TypeError." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model and token-count tracking are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is unrelated to the broad tokenization-change issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error loading MobileLLM-125M is not the same as the unexpected `_is_hf_initialized` argument during `init_empty_weights`." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": true, + "reason": "44991 appears to be a specific model reproducer of the same tokenizer-loading crash described by 44062 (`AddedToken(... special ...)` TypeError)." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import missing and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video processing ValueError are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video input regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input processing ValueError and Qwen3-vl-embedding video StopIteration are different errors." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same as above: different model families and distinct video-input failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and loading `cjvt/sleng-bert` are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is generally grounded in the packet and keeps the soft-edge judgments conservative. The one accepted duplicate pair (44062/44991) is reasonably hedged as a likely tokenizer-loading duplicate, and the remaining rejections avoid overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45907", + "issue:45920", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:24643|issue:29159", + "issue:38175|issue:44898", + "issue:44987|issue:45907", + "issue:44291|issue:44821", + "issue:43493|issue:43994", + "issue:44568|issue:45488", + "issue:44737|issue:46463", + "issue:27957|issue:28282", + "issue:43577|issue:45072", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43906|issue:46468", + "issue:44737|issue:45588", + "issue:44568|issue:46491", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43452|issue:44488", + "issue:43906|issue:45381", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "747b211183df2a00748199132824562f06b438ca0ad604d0b3e1970c564c8116", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports that only share shallow lexical similarity (tokenizers, loading, dtype, multimodal models, etc.). None of the soft pairs look like the same underlying defect, so all should remain separate issues.", + "confidence": 0.9, + "canonical_issue_reason": "If one issue must serve as a representative, issue 45920 is the strongest canonical candidate: it describes a broad, concrete v5 regression with clear symptoms and multiple affected model families, making it the most likely duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best overall issue candidate because it is broad, user-facing, and specific enough to anchor future duplicates; it most clearly captures a real regression pattern rather than a model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Different failure modes: DeepSpeed training weight-shape error vs tokenizer slow/fast inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention model outputs and zero/poor behavior, but one is SigLIP2 probability output and the other is Perceiver image classification at non-default resolution; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different issues: one is a model load failure in transformers>=5.1, the other is a hub utility not forwarding revision." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Both are loading-related, but one is init_empty_weights / _is_hf_initialized handling and the other is loading AutoImageProcessor from URL." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is an HF-vs-JAX implementation discrepancy and the other is nonsensical outputs via AutoModel/pipeline; not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion in mdeberta-v3 and the other is LlamaTokenizer overriding DeepSeek tokenizers\u2019 pre-tokenizer." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Both involve model behavior changes, but XLNet CPU device placement and T5 decoder input validation are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Different problems: Flash Attention 2 compatibility for XLMRoberta vs missing PyTorch import for AutoModel." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they concern different models and different mismatches; no shared code-path bug is evident." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss signature break are separate Trainer API issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both touch model loading/configs, but Qwen3 MoE weight conversion and Smollm3 RoPE-layer selection are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken argument collision vs Mistral regex patch backend_tokenizer crash; different tokenizer internals and failure points." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal model failures, but janus test generation and Phi-4 multimodal loading are different bugs." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors: MobileLLM key mismatch vs missing Float8 storage type." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "The first is a reproduction of an existing issue, while the second is a broken Nemotron example; no evidence they are the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Both involve performance/runtime paths, but XLNet CPU arange placement and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: special token addition failure vs CodeLlama encode/decode whitespace round-trip." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE layer misconfiguration is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different defects: Smollm3 RoPE layers vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying bug in Mistral3 is unrelated to StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT processor label reduction bug and degenerate zero-loss sequence-classification bug are different components and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device-map mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning issue and auto_mappings reference to removed configs are different maintenance problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage and inability to load cjvt/sleng-bert are separate model-loading issues." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen-related repros, but one is a reproduction of an earlier issue and the other is a video position-id bug; not the same underlying problem." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and AutoTokenizer wrong token IDs are unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:28282|issue:32090", + "issue:44493|issue:46050", + "issue:28282|issue:33357", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43452|issue:44843", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43653|issue:44361", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "97260c208a85007c02961aba6b184daaeedc83a9170fa13e6204294109a67053", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35305, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model/config/tokenizer bugs. The only plausible duplicate pair is the v5 tied-weights serialization regression around `lm_head.weight` and translation models; the rest differ in code path, model family, or failure mode.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44466 is the clearest representative of the tied-weights serialization regression, with a concrete v5/main symptom and likely shared code path with the related translation-model report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the strongest standalone issue in the only likely duplicate pair and best captures the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is missing `num_labels` propagation for Qwen3.5 and the other is strict config loading for granite_speech; different bugs and model paths." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention RoPE parameters, but one is a reload defaulting bug in GPTNeoXConfig and the other is a type error in `convert_rope_params_to_dict`; not the same failure." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated models and symptoms: BitNet packed-weight unpacking during accelerate loading vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields being lost, but one is generic `trust_remote_code` AutoConfig behavior and the other is a specific Qwen3_5MoeVisionConfig field missing under `@strict`." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output differences versus Qwen3.5 checkpoint serialization/save_pretrained correctness." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different errors and subsystems: DeepSpeed training weight shape error vs LayoutLMv3 box-content validation message." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and bugs: Gemma 4 multimodal token type defaults vs T5 decoder-input error messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "One is a DeepSpeed ZeRO-3 load-time index error for Gemma3, the other is a trainer lifecycle issue after `train()`; no shared code path." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Import-time PyTorch missing error is unrelated to Trainer `_gpu_broadcast_one` handling of `NoneType`." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both concern loading/saving state, but one is unexpected position-id keys and the other is sinq quantization persistence; different bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch import vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5, affecting `lm_head.weight` serialization and translation models with tied weights." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components: DAC latent decoding vs Whisper processor `batch_decode` special-token handling." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch AutoTokenizer/loading, but one is a `gguf_file` breakage for tokenizer/model loading and the other is an offline-mode regression from an unconditional hub call." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer post-train evaluation failure is unrelated to Gemma4 PLE device placement with `device_map=\"auto\"`." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated regressions: SIGLIP2 zero probabilities vs processor/tokenizer access and image passing changes in v4.57.5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different tokenizer classes and error modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different training/runtime issues: auxiliary loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration/empty decode versus MLuke task AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Separate platform/dependency issues: Gemma 4 processor import error vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend mapping, but they concern different backends (`tensorflow`/tensorboard vs `tensorflow_text`) and distinct root causes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading breakage from `gguf_file` is unrelated to BLIP-2 dtype propagation remaining float32." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 cleanup-space behavior change and the other is a CodeLlama round-trip leading-space stripping bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is batched `apply_chat_template` padding behavior and the other is wrong video `vision_position_ids`; different fixes." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they affect different models and different mechanisms (`processor.tokenizer` access vs codec/regex handling)." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific loading/runtime problems: Qwen3-MoE sliding window versus MobileLLM key errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted soft pair (issue:44466 / issue:45005) is a plausible same-bug match around tied-weights serialization in v5. The other verdicts stay conservative and do not overclaim duplicate status based on title-level similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:43577|issue:43697", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43756|issue:46402", + "issue:43550|issue:43927", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44479|issue:44625", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:45491|issue:46002", + "issue:44464|issue:44977", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:44514|issue:45290", + "issue:44466|issue:46050", + "issue:43643|issue:44561", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:33666|issue:36331" + ], + "prepared_review_unit_hash": "464d9d9816e02c0ee8937145708d3e906c3ba0f22ed101bbdb4d32923b4f580b", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36529, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly semantic near-misses across unrelated regressions; I don\u2019t see any true duplicate issue pairs. If one issue has to act as the umbrella, issue 45701 is the broadest and most central report.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 45701 is the broadest open report in the set and the most plausible umbrella for version-induced behavior changes, with more cross-links than the narrower bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best representative because it is broad, active, and general enough to cover the cluster theme better than the highly specific model/tokenizer bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Sharding/save-pretrained shard size is unrelated to AutoProcessor kwargs plumbing." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Both are regressions, but one is BLIP2 dtype loading and the other is RTDetr output drift; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "AutoConfig trust_remote_code parsing is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization, but one is special-token registration and the other is add_special_tokens behavior for a different tokenizer." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache, but compiled forward chunking and recurrent-state reset are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions, but the offline model_info call bug is not the same as the est-roberta loading failure." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a Mac bus error on CLIP are unrelated failures." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/runtime bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in a tokenizer is not the same as config save/load losing custom token IDs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE layer-count mismatch and missing text-encoder weights are unrelated model-loading issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and full remote-vs-native DeepSeekV3 divergence are different concrete bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing and beam-search cache reorder are different generation paths and bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not the same bug as a broad tokenization change across versions." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Same as above: Bamba compile/SDPA and MLukeTokenizer AttributeError do not share a concrete code-path." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention are unrelated to classification-head NaNs on checkout/init." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention output issues are different generation regressions." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loading failures." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but batched padding=False and tool-call/no-content handling are distinct failure modes." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Tied-weight serialization drift and sinq quantized roundtrip breakage are different save/load bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and removal of is_torch_fx_available are different root causes." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are unrelated model-loading issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure do not share the same bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype not propagating and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a CustomTrainer compute_loss signature error are different trainer issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489" + ], + "soft_pairs": [ + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:43278|issue:43688", + "issue:45823|issue:46050", + "issue:43720|issue:44361", + "issue:43994|issue:46192", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:44849|issue:45357", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:44589|issue:45520", + "issue:43540|issue:44977", + "issue:44568|issue:46489", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43278|issue:43701", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "86c56cdc589545c864608488f5fad3857c1c750aa330e05fee054f01133f2612", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37310, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models, tokenizers, loading paths, and environments; none of the soft pairs are true duplicates. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out: the items span distinct bugs and regressions, so merging them into one issue would be incorrect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the clearest representative report: it describes a specific regression, a concrete code path, and a narrowly scoped failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different subsystems and symptoms: audio sampling-rate handling vs. processor.tokenizer/image passthrough regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Device-mismatch offload bug is unrelated to DiaConfig losing custom token IDs and crashing in generation." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to an import failure for Trainer caused by datasets." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Both are inference bugs, but they affect different models, hardware paths, and failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token config fields, but they are different attributes on different model configs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file/pretrained loading breakage is not the same as a specific model repository failing to load." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to auxiliary loss normalization in MoE models." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "device_map=\"auto\" forward mismatch is unrelated to sinq save/load quantization corruption." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to an AttributeError in MLukeTokenizer tasks." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Nonsensical model outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "One is documentation/example errors; the other is a model implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure is unrelated to a PEFT version bump in constants." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in a CLIP model." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processor/model usage, but one is docs example issues and the other is a runtime regression." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a ZeRO-3 gradient growth problem." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head.weight serialization." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Output_hidden_states behavior in Qwen3.5 is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Specific model load failure is unrelated to HF_HUB_OFFLINE being broken by model_info() in tokenizer patching." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to flash-attention generation issues in Qwen3.5." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different token-handling paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE loading under accelerate/deepspeed is different from Qwen3VL MoE loading in transformers dev." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id AttributeError is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load corruption is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for a specific model is unrelated to the PEFT version constant bump." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:44568|issue:45812", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:44792|issue:45405", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:43606|issue:44112", + "issue:45200|issue:45229", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "4ca2ba83c7186852263e9b261ce28862cc7d72273f0e130d7e0861db24868d82", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35976, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizer, loading, serve, quantization, etc.) but describe different concrete failures. I found no pair that looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about added special tokens/BOS-EOS behavior for mdeberta-v3, while the other is a Granite-wide token-id regression; different models and failure modes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "One is a missing pad_token_id on Qwen3-VL loading; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs. Related area, different bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading for BEiT semantic segmentation is unrelated to the CPU offload device mismatch in bark-small." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to the PEFT version pin being bumped to an unreleased version." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both affect model loading, but one is a missing StableLm config field after a version update and the other is an init_empty_weights argument mismatch; different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward are not the same as max_cache_length only being honored for quantized cache." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a runtime device mismatch with CPU offload; the other is a stale CI test in GraniteSpeech." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros for fine-tuning is unrelated to multi-GPU CUDA OOM during Gemma4 inference." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id regressions and CLIP text-model structure changes are different model/API compatibility issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration/decode behavior are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an OOM and the other is a device mismatch caused by device_map handling; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is not the same as Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and a many-models unexpected position-id key regression are different issues with different symptoms." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading not working and sinq save/load breakage are separate quantization-related problems." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to quantized model save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training-job failure are unrelated subsystems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth with HfDeepSpeedConfig is unrelated to Phi-4 multimodal loading failures." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to a trainer broadcast NoneType error." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow when calling sam3-litetext." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning with trailing slash is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile errors are unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are transformers serve crashes, but one is a multimodal object-to-device error and the other is a KV-cache continuation indexing bug; different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with differing head dims is unrelated to a PyTorch version check for AuxRequest import." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer extra-space behavior and TrainerState.num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "A torch.jit.script GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are different load-time/config-validation bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43232|issue:44849", + "issue:43295|issue:43873", + "issue:44521|issue:45290", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:39692|issue:46192", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:38175|issue:43493", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:43452|issue:46512", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "27591cec4399e79c622221029da727a7dcde79cbbe6232d8828a549573fe1bd7", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the proposed soft pairs look like true duplicates; they mostly share a subsystem or model family but describe different failure modes, so no pair should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No obvious duplicate cluster emerges; if one issue must stand in, 43950 is the clearest high-signal regression report with a concrete failure mode and repro.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest standalone issue: it describes a specific regression, a clear corruption mechanism, and a broadly impactful API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different models and bugs: video-input processing failure vs Gemma4 text-only mm_token_type_ids defaulting." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but one is an import symbol failure and the other is a meta-device model loading regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: bfloat16 SDPA dtype mismatch vs save_pretrained/tokenization breakage." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different code paths: processor.tokenizer access regression vs batched video processor shape bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct problems: mm_token_type_ids defaults vs device_map auto forward device mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "A device-placement bug is unrelated to return_tensors being ignored in processor kwargs handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom model processor API regression and OmDet processor size mismatch are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync issue and Qwen3.5 hidden-states bug affect different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal input is a different bug from crashing on tool-call assistant messages." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as a specific model load failure in transformers>=5.1.0." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping error are unrelated import-time issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape error and tensor-parallel OOM on Qwen2-57B-A14B-Instruct are different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors are unrelated to processor kwargs/return_tensors behavior." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A missing config attribute and meta-device loading failures are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are different import errors affecting different symbols and modules." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to the Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug and B200 FP8 inference failure are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after vocab extension." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure and RT-DETR memory release issues affect different subsystems." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structure differences." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override failures are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id attributes, but they concern different configs/models and likely separate regressions." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale config.dtype after from_config are different loading-path bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and post_init reinitializing output embeddings are unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43388|issue:43526", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:38175|issue:45412", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:43335|issue:43550", + "issue:45520|issue:46170", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:43606|issue:45083", + "issue:43611|issue:46402", + "issue:29942|issue:32090", + "issue:44514|issue:44521", + "issue:43335|issue:43653", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "83788c641434556c0c1c26858140d9708078e13fc309b9d2e3afb777e9faef2e", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; most pairs share only a broad subsystem name (Flash Attention, processors, multimodal, import utils, etc.) but not the same concrete failure mode. No PRs are present. The closest overlap is the two apply_chat_template multimodal issues, but even that looks like separate symptoms rather than one duplicate bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the broadest and most representative issue in the only near-overlap area, covering multimodal apply_chat_template behavior and likely subsuming closely related template-mask symptoms better than the narrower crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best global representative because it targets a concrete multimodal apply_chat_template bug, has multiple inbound references, and is the broadest candidate among the few superficially related issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training, but one is a dtype mismatch between train/eval while the other is memory usage in Qwen3 MoE training; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different models and failure modes: an import error for Qwen2.5-VL versus incorrect detokenization for DeepSeek Coder." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is audio sampling-rate defaults and the other is batched video shape handling; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is return_tensors being ignored when text_kwargs is passed; unrelated behavior." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal problems: Gemma 4 token-type defaults versus Qwen2.5-VL rope index temporal scaling." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics truncating tuple labels and the other is reduce_labels collapsing an array to one label; different code paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/audio-related, but one is AutoTokenizer loading FastSpeech2ConformerTokenizer and the other is save_pretrained/tokenization failure in Wav2Vec2." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed Janus image-generation test and a stale warning in paged generate are not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different areas and symptoms: DAC.from_latents mismatch versus a GraniteSpeech CI device-override test issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "One is zero probabilities in SigLIP2 inference; the other is RT-DETR memory not being released on delete." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime inference failures, but they affect different models, GPUs, and failure mechanisms." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Both are detection-model issues, but one is a processor size mismatch and the other is an AMP CUDA loss crash." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import-utils helpers, but they are different missing symbols with different downstream breakages." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs mismatches around pipeline-related APIs, but they concern different pipelines and different deprecated behaviors." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model-structure problems: unwrapping text_config for composite Qwen multimodal configs versus CLIP text model structural inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "A feature-extractor crash from an unsupported arg and a Whisper empty-transcription generation bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both touch detection losses, but one crashes under float16 CUDA while the other omits auxiliary losses when denoising is off." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different Qwen3 Omni MoE issues with no shared failing behavior: DAC latent reconstruction versus feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are environment/import problems, but one is flash_attn lookup on Python 3.13 and the other is a Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention utility import is not the same as general Torch 2.10 incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve from_config, but one is about composite multimodal config unwrapping and the other is stale config.dtype after dtype-aware construction." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch for Bark-small and a Qwen3 Omni feature-length helper issue are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading regressions, but one is a broad base_model_prefix change and the other is text encoder weights not loading for Sam3Model." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer GPU broadcast TypeError are distinct issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template multimodal issues, but one is a batched-input crash with padding=False and the other is all-zero assistant masks; same area, not clearly the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different problems in different token/model paths: sparse-layer config creation versus tokenizer special-token registration." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile SDPA failure for Bamba is unrelated to a stale GraniteSpeech CI device-override test." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:45290|issue:46326", + "issue:44448|issue:44743", + "issue:46431|issue:46566", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45200|issue:45588", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45127|issue:45245", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43335|issue:44112", + "issue:44206|issue:45823", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45459|issue:46234", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:38175|issue:44493" + ], + "prepared_review_unit_hash": "4e2d90ff4ef5bb4c83fa4fc33223a0a6052b17e4d62a36f8b17014dad2be64e1", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issue reports that only look superficially similar by broad theme (tokenizers, loading, dtype/device, regressions). I found one clear duplicate pair: the two identical Qwen3.5-MoE `from_pretrained` regression reports. Everything else should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45310 is the cleaner canonical for the one true duplicate pair: it is the earlier Qwen3.5-MoE `from_pretrained` regression report and serves as the main thread for the same fix as 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative issue in this cluster because it is the only strong duplicate anchor and has the most natural discussion trail for the shared Qwen3.5-MoE loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat-template/tokenization behavior, but the failures are different: tool-call assistant messages vs `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "One is a v4/v5 output mismatch for Pegasus, the other is a Qwen3.5-MoE recurrent-state reset bug; different models and code paths." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and weights stuck on meta with `device_map=\"auto\"` are unrelated problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/indentation failure from `@torch.jit.script` is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation at zero encoder layers is a different bug from BEiT pretrained loading failing on a legacy field." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols in different modules and do not share the same root cause." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to a pipeline error message claiming translation support in v5." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` NoneType crashes are separate issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` handling are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe feature-length computation are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is packed-weight unpacking in BitNet and the other is a stale device override in GraniteSpeech." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and the 2^24 category limit are completely different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch offload/attention-adjacent logic, but one crashes on `s_aux=None` and the other is a rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation errors and BeitImageProcessorFast `reduce_labels` returning one label are different problems." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer initialization and a stale device override test failure are not the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated model-specific failures." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Missing sparse-layer handling at zero layers is not the same as D-FINE skipping auxiliary losses when denoising is off." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breaks for Llama 3.2 Vision, while the other issue is an embedding reinit problem after resizing vocab." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "A checkpoint-resume epoch_iterator failure and FineWeb training not starting are too different to be duplicates." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same reported Qwen3.5-MoE `from_pretrained` regression on transformers>=5.4.0, with matching title and likely identical fix path." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example issues are unrelated to the unexpected position-id key warnings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are separate bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing import_utils availability helper are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are both version-related, but not the same code-path problem." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype issues, but one is a CUDA float16 loss crash and the other is a bfloat16 inference mismatch across different models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Added-token spacing behavior and Trainer broadcasting a NoneType are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer activation discussion and removal of `is_torch_fx_available` breaking remote-code models do not share a root cause." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are different inference/model-compatibility problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly duplicate pair is issue:45310 / issue:45478, which have the same title and align on the same Qwen3.5-MoE from_pretrained regression. The other soft-edge rejections are reasonable based on differing titles and bug types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:40444|issue:43526", + "issue:42490|issue:43575", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:27957|issue:34689", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:43927|issue:45698", + "issue:37428|issue:44987", + "issue:43746|issue:46209", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44568|issue:45491", + "issue:43412|issue:45588" + ], + "prepared_review_unit_hash": "acd9914fda9403511fc6a9bcbf56912f1aecaefb405cf4f902531b57f411908a", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers issues across tokenizers, flash-attn, model loading, training, quantization, and export paths. No soft edge looks like the same underlying bug, and there are no PRs here.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is representative of the cluster because the items are unrelated bugs rather than duplicates of one problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate: the cluster does not form a coherent duplicate family, so choosing one issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different failures: chat template tool-call handling vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are different code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated loading behaviors." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures do not match the embedding reinit bug in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to Qwen3_omni_moe output-length logic." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression returning wrong IDs is distinct from return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 indentation/import parsing issue is not the same as missing decorator in Qwen3.5 kernels." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 vision loading regression are separate problems." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load is not the same as wrong custom module selection after save_pretrained." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-support utility import and the physical-intelligence/fast load failure are not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change and gradient-checkpointing-in-eval are separate behaviors." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated regressions." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading problem is not the same as Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Device-map cudaErrorAssert on Qwen3 is different from Gemma4 OOM during inference." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType GPU broadcast failure and deepspeed Adafactor OOM are not the same issue." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting bug is unrelated to trainer broadcast NoneType errors." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux handling is distinct from Gemma4 device mismatch under auto device mapping." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure for Gemma3n is not the same as flash_attention.py crashing on s_aux=None." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:44977|issue:45563", + "issue:42490|issue:43873", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43278|issue:43575", + "issue:43653|issue:44743", + "issue:45372|issue:45406", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "faf5c17f291b8eb0e20ee30acdf4fb32c8e655e1648c0208a6cb5112d63f9e26", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36690, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster of unrelated Transformers issues, not a true duplicate set. The soft links are mostly superficial (same subsystem words like flash-attn, Gemma, tokenizer, quantization, memory), so all candidate merges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the items span many different models, code paths, and failure modes, and the soft links are only surface-similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; there is no shared concrete root cause across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation behavior, but one is a Qwen3.5 flash-attn bug and the other is a stale warning in paged generate(); different defects." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization/offloading misbehavior are unrelated code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and flash_attention.py crashing on s_aux=None are different failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a CLIP model and SigLIP2 doc-example mistakes are different problems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval and tp loading OOM are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-validation TypeError are different loader bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 EOS config mismatch and Qwen3.5 flash-attn generation failure are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are not the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression affect different components." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure when loading Qwen3Moe and quantized-model saving failure are distinct quantization problems." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete root cause." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d and RT-DETR memory release issues are different model/component problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Sam3 pixel-decoder layer and SigLIP2 nonsense outputs are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes in dummy_pt_objects.py are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak and Sam3-litetext memory overflow are different memory symptoms with different causes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and paged generate warning are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are separate model-implementation discrepancies." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode bug and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory leakage are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure and protobuf-related tokenizer error handling are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure do not match." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FA2 compatibility and FA2 test failures are too broad to treat as the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json from repo are different tokenizer-loading issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are unrelated model bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings with sliding-window attention are not the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43994|issue:46369", + "issue:43575|issue:44387", + "issue:43526|issue:44186", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:27957|issue:29127", + "issue:43761|issue:45859", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:45588|issue:45600", + "issue:33290|issue:35141", + "issue:43646|issue:44077", + "issue:44464|issue:45491", + "issue:43381|issue:43873", + "issue:33290|issue:34567", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "414f552e0f9b742c492abdabdacfd5156292d03eb131900b0e0724133f83295c", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated despite superficial keyword overlap; I found no true duplicate/mergeable issue pair in this cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, and the soft pairs describe different bugs, regressions, or model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative because there is no common underlying issue across the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different problems: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading a model vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes vs embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local model path warning and gradient checkpointing eval-mode failure do not share the same code path." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are unrelated model issues." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization memory regression." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label reduction bug vs LayoutLMv2Tokenizer crash are different subsystems and failures." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL import and a general dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL loading differs from the Qwen3-MoE sliding-window bug." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and apply_rotary_pos_emb registration failure are different failure modes." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error handling." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FlashAttention support and deepspeed/adafactor OOM are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training OOM and Llama 3.2 Vision loading regression are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Chat-template sampling-rate default and unsupported center-arg crash are distinct audio bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-count runtime limit are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "s_aux=None crash in flash_attention.py and removed Sam3LiteText config references are different breakages." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/deepspeed is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings stem from different mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver interpolation handling." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "These are both loading regressions, but they concern different models and different root causes." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug and tokenizer loading failure are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43723", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:44062|issue:45907", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:43761|issue:44079", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:43232|issue:43388", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:43316|issue:45759", + "issue:42907|issue:45698", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:42796|issue:45290", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43550|issue:43701", + "issue:43575|issue:43742" + ], + "prepared_review_unit_hash": "5bc6b9d9e04de8dd4f41e18ce3f05cd1bdbc802e3dc0cec8e1734ccff05e3ce7", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35932, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs span unrelated tokenizer, config, generation, model-loading, backend, quantization, and docs issues. I found no convincing duplicate issue/PR group among the candidates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated model-specific bugs and API regressions rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; if forced, issue:45698 is the broadest and most general, but it still does not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API complaints, but one is Gemma3TextConfig inconsistency and the other is Llama4Config missing pad_token_id; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenization/AddedToken constructor error vs Hub helper revision forwarding; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is package/backend installation coverage, the other is a missing import utility symbol; not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 vs sequence-classification zero-loss behavior; different subsystems and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is distinct from ModelOutput key assignment logic." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init handling for patchtsmixer is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model parity issue vs outdated docs referencing pipeline(); not the same change or bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 is not the same as a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label dropping are different training/generation issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL shape mismatch are separate loading problems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load vs incorrect checkpoint saved by save_pretrained; one is load-time, the other save-time." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing for a tokenizer class is unrelated to a broad exception swallowing bug in FuyuBatchFeature." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to AutoModelForCausalLM not unwrapping text_config in composite Qwen configs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure is model-specific and unrelated to a custom-module load mismatch after save_pretrained." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError and DeepSpeed ZeRO3 deque pop are unrelated runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields on config load is distinct from GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config error." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent chunked generation outputs with compiled forward is not the same as spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE marker handling and chat-template crashing on tool-call assistant messages are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting regression and missing PyTorch ImportError are entirely unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 requiring version/revision are separate API/import issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different model load failures with different causes: OOM vs key error; not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43295|issue:43825", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43540|issue:44514", + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43388|issue:43688", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "cb636ab4176440553754ada8533e759631de4fc012d4e50ec8a05c7bcc88cf68", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34765, + "estimated_input_tokens": 8692, + "estimated_eval_tokens": 17640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs, config regressions, model-specific failures, and backend/install issues. None of the proposed soft edges looks like a true duplicate pair, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster is a grab-bag of unrelated reports rather than one underlying bug, so selecting a single issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the pairings are spurious and the reports span different subsystems, models, and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention 2 support for XLMRoberta and a Trainer NoneType broadcast error are different code paths and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is a pipeline error-message mismatch about translation support." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A question about model_max_length and a missing transformers.onnx import are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma eos_token_id inconsistency are separate API/config problems." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A policy change around optional post_init is unrelated to non-persistent buffers containing junk." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and a Gemma3TextConfig API discrepancy are different concerns." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu conversion and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different failures." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collision and max_cache_length behavior for quantized cache are distinct cache issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5 custom-init regression is not the same as GPTNeoXConfig rotary_pct reload behavior." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a janus image-generation test failure do not describe the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and an unrecognized model missing model_type are both model-loading related but not the same concrete defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu's bare except swallowing errors and the Windows ROCm torch.distributed import problem are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different issues with different root causes." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and missing fpn_position_embeddings in Sam3 output are separate bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VLProcessor batched chat-template crash are different model/API paths." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The noisy 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failures." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "LM-head weight tying in Mistral3 and FlashAttention failure in Ministral-3 are different code-path problems." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and logic." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a tensorflow_text backend mapping error." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:43673|issue:46421", + "issue:43761|issue:44242", + "issue:44855|issue:45588", + "issue:45563|issue:45584", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:25251|issue:27957", + "issue:43550|issue:44190", + "issue:44464|issue:45563", + "issue:43335|issue:44855", + "issue:44617|issue:46369", + "issue:44077|issue:44877", + "issue:43335|issue:44190" + ], + "prepared_review_unit_hash": "6ee0887f4109395cb13b9e1f100012c9349376516e41ef21a4b42fcbe5b5b7c1", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issues. The soft-similarity pairs mostly share only broad terms like generation, cache, config, or a model family name, but they do not describe the same underlying bug or change. No true duplicate center stands out.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different dependency/package problems: TensorBoard-only TF backend setup vs a missing import_utils symbol." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a legacy config field issue and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in v5 chunked prefill and the other is recurrent state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: janus image-generation test regression vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failed janus test and broken auto_mappings references are separate issues with different code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both touch serve, but one is KV-cache continuation indexing and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms: Sam3Video CUDA OOM vs Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Global non-persistent-buffer initialization bug vs GPTNeoXConfig reload losing rotary_pct are different code paths." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures: local dataset script issue vs model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization bug and trailing-slash local path warning are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3 family problems: VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position-id regression and Sam3-LiteText memory overflow are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/prefill, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parse error in DebertaV2Model is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but one is a stale warning and the other is an actual Whisper empty-output failure." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs is not the same as a model producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Separate regressions: video-input model behavior vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model problems: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A broad buffer-initialization regression and a config reload serialization bug are not the same issue." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different runtime errors with no shared code path: device-mapping cudaErrorAssert vs category-count limit." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output shape regression is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and a local dataset loading issue are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but one is incorrect outputs under compiled forward and the other is a stale warning only." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config creation bug and a Python 3.13 import parsing error are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3 memory complaints, but they affect different models and likely different causes; not enough to treat as one bug." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and strict config rejection for granite_speech are separate config-validation issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and local dataset loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46489" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43116|issue:44190", + "issue:43540|issue:44734", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:46082|issue:46121", + "issue:44246|issue:45003", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:41950|issue:44016", + "issue:27957|issue:35141", + "issue:44186|issue:44734" + ], + "prepared_review_unit_hash": "f867deb2e3e5b1d31c10c5664ecafb2052a5e6c7cf4f14b358d0100c0f65ae00", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one likely duplicate tokenizer regression pair in the DeepSeek family. No PRs are present. All other soft pairs appear to cover different bugs or different code paths.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 44779 is the best canonical issue: it is the broader, earlier DeepSeek tokenizer regression report, and issue 46489 reads like a follow-up gap in that same v5+ tokenizer fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44779 is the clearest representative of the only apparent duplicate cluster and has the most general symptom description for the DeepSeek tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen2.5-family saving or tying behavior, but they describe different failures: LoRA merge collapse vs incorrect visual encoder keys." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/template issues, but one is about assistant masks in apply_chat_template and the other is about qwen2.5-vl vision_position_ids; different bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification output handling vs local dataset loading in image classification." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-processing ValueError, the other is a transformers serve KV-cache indexing crash; unrelated code paths." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report incorrect DeepSeek tokenizer output on transformers v5+, and 46489 explicitly describes a gap in the earlier fix, so this is the same underlying tokenizer regression family." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different areas: GraniteSpeech stale device override test vs auto_mappings referring to removed Sam3LiteText configs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug vs FuyuBatchFeature bare-except error handling; different models and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both mention resize/tie-style model state issues, but one is a processor/tokenizer regression and the other is gemma4 embedding/output-layer resize behavior." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is an environment compatibility issue, while the other is a missing TensorFlow backend installation issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "One is about embedding/output weights after resize_token_embeddings; the other is Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local trust_remote_code cache collision and a missing import_utils availability flag are unrelated bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling in Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no shared code path indicated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-validation list handling are separate configuration-validation bugs." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing vs unsafe sys.modules access; not the same defect." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency composition problem vs a vague dependency issue; not enough evidence of the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and unrecognized model config.json errors are different model-loading failures." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal model loading failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech versus model-loading failure for Phi-4 multimodal; different issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load problems, but for different models and likely different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Torch flex_attention compilation failure vs incorrect PyTorch version check for AuxRequest import; separate code paths." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained regression are different model-specific issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and token-embedding resize reinitialization are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to transformers serve KV-cache continuation indexing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek pair (44779, 46489) is well supported by the titles, and 46489 explicitly frames itself as a gap in the earlier fix. The other soft-edge rejections also read as cautious, model-specific, or code-path-specific distinctions rather than overclaims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:44295|issue:46506", + "issue:45632|issue:46421", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43381|issue:45593", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:46123|issue:46369", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "220441b1c37307d170c04e19c11ad326cf05b17ee02ccbc927e152f6e9c31ec5", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of superficially similar Transformers issues (mostly configs, loading, cache behavior, and model-specific regressions), but none of the soft pairs are strong enough to treat as true duplicates. No PR pair is present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45759 is the most generally actionable code-path bug in the set (composite multimodal config handling in AutoModelForCausalLM.from_config); the rest are narrower, model-specific, or unrelated symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45759 is the clearest representative of a core library behavior regression rather than a one-off model or environment problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "One is a buffer-access/position_ids issue; the other is CPU vs CUDA output divergence. Different failure modes and code paths." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code cache-path collision and the other is lazy cache init causing recompilation. Not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache absence vs max_cache_length semantics for quantized cache are distinct cache-management problems." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "General placeholder issue vs audio feature extraction bug; no shared underlying defect." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is default-initialization on None and the other is strict field dropping for a specific multimodal config field." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch missing ImportError and token-embedding reinit are unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and removed auto_mappings references are different problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length calculation in qwen3_omni_moe is not the same as model output divergence across devices." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and loading a specific model are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend torchvision requirement are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and text-classification docs mismatch are not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but failing to save dequantized models and FlashAttention load/runtime failures are distinct." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken argument collision are completely different defects." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific load failure and the other is an AttributeError on s_aux=None in a separate integration path." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in chunked_prefill and ANSI codes in loading_report share no underlying implementation bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline and an unrecognized model config are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and a generic dependency issue with transformers are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache max length semantics are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final partial batch handling in MaskGenerationPipeline is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Two import errors, but for different symbols and modules; not a single duplicate defect." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model due to missing model_type is different from composite Qwen config unwrapping in from_config." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility are not the same underlying problem." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize bug and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument usage and tie_word_embeddings warning are different configuration issues." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a generic placeholder issue are not duplicates." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:45103|issue:45372", + "issue:41950|issue:45823", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:44683|issue:45542", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44261|issue:44263" + ], + "prepared_review_unit_hash": "67bb0d90bf18a9d1c282efc4bf33e0d1e6abae77633fa76d0c18d9893c59c8d3", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35599, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers bugs; none of the soft-similarity pairs look like true duplicates. The best single issue representative is the broad AutoTokenizer regression on Granite models.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45812 is the cleanest broad regression in the set: it affects AutoTokenizer behavior across multiple Granite models and has a concrete, reproducible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest anchor for the cluster because it is a clear silent correctness bug in a core shared path, not a model-specific edge case or docs-only problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency/version complaints, but one is about transformers in general and the other is a too-new PEFT minimum; different packages and failure modes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is a Blip2 dtype propagation bug; the other is Qwen3.5 save_pretrained regression. Different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "video-classification processor lookup is a specific pipeline bug, while remote_code breakage is a broad compatibility issue." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared theme is import failures, but 44351 is a specific missing symbol and 45278 is a broad upgrade breakage across many imports." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated implementation problems." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "video pipeline processor selection and Gemma4 PLE device placement are different bugs in different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a processor/tokenizer API regression and the other is incorrect Deepseek tokenization results." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation issues, but they concern different examples and different API mismatches." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is model loading failure for Qwen3VL MoE, the other is incorrect save_pretrained keys for Qwen3.5 visual encoder weights." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are entirely different failure types." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch and missing TensorFlow backend installation are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "One is MoE load-balancing loss wiring; the other is a multimodal fine-tuning token-id defaulting issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and PEFT version pinning are different dependency problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation and stale config.dtype are separate config-handling bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The titles are too generic and the likely bugs differ completely: data request versus FP8 inference failure on B200." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths; not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit test loading failure are distinct model-specific issues." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default sub-config initialization and Llama4 missing pad_token_id are different config bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in chat templating and Qwen2.5-VL rope indexing are separate multimodal preprocessing bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating embeddings are related to weights, but not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary loss wiring are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are completely different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch failing on backend_tokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and long-ocr index error for Kosmos2.5 are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading/offload are different quantization lifecycle bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm and torch.split return handling in GlmMoeDsaIndexer are unrelated implementation defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45907", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:45081|issue:45907", + "issue:44361|issue:45593", + "issue:33290|issue:45656", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:45542|issue:45800", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:46291|issue:46399", + "issue:43901|issue:44246", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "c7b8b85b2d58e7b110223e4da084633e0b13909d6e56f5e61b750e8f153f4b0a", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35779, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off bugs, regressions, docs, and packaging problems. The soft-similarity pairs share broad vocabulary (v5, transformers, deepspeed, kernels, tokenizers), but not the same concrete underlying defect, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here: the set is too heterogeneous, and the soft-linked pairs do not point to one shared bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate. Every item is a distinct report, so picking one as the representative would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash vs repo file listing revision propagation; unrelated code paths." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer/task AttributeError vs missing aux losses in D-FINE; different models and failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM in Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files vs performance slowdown after upgrade; no shared bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI issues, but one is stale auto_mappings entries and the other dummy PT leftovers." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend install issue vs torch/transformers version incompatibility; different root causes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission vs gemma-4 zero3 from_pretrained failure; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging issue vs Python version compatibility bug; not the same defect." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-mapping forward mismatch; completely different problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different v5 regressions affecting different components: CamemBERT MLM outputs vs Deepseek tokenizer behavior." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs bad SigLIP2 model/pipeline output; no shared code-path bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but one is Ministral FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading/config problems with different models; not the same missing-field bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 broken; same broad area only, but different failures." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache handling in generation chunked_prefill vs CLIPVision hidden_states output; unrelated implementation paths." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is import-time dependency/version handling and the other is a model-specific decorator/registration crash." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs behavior mismatch vs slow import; unrelated issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import symbol vs Python version support problem; no overlap in root cause." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type error vs Qwen3.5 chat crash; no shared bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config save mismatch vs gemma-4 zero3 loading failure; different layers and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError in sentence-transformers integration vs TensorFlow backend packaging error; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure vs Python version support issue; different classes of problem." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code leakage vs docstring typo; no shared defect." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import vs unrecognized model/config missing model_type; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt vs stale generate warning; different test/runtime bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crash with future annotations vs Qwen3.5 kernel registration error; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses, but one is load-balancing loss in MoE and the other auxiliary losses in D-FINE; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:44734|issue:46424", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:45859|issue:46399", + "issue:45003|issue:45561", + "issue:43901|issue:45003", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:43257|issue:45137", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44877|issue:45375" + ], + "prepared_review_unit_hash": "f10d6059c32d65242ead871de9489c60bebcdbf91bc6da6d7659769ee6337c8c", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated model-loading, cache, config, pipeline, and performance regressions, so all soft pairs should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too diverse and do not share one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the soft pairs do not converge on one concrete root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3-MoE/v5, but one is a LoRA loading/training incompatibility and the other is a multimodal model loading break; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "One is about reading position_ids after buffering, the other about Gemma-4 ZeRO3 from_pretrained; unrelated failures." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen-related, but sliding_window attention and transformers chat crashes are distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE load-balancing loss and Gemma eos_token_id config mismatch are not the same issue." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation do not share a concrete failure path." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports ('Qwen2_5_VLImageProcessor' vs 'HybridCache'); not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal color codes in loading_report and cache max length handling are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are separate concerns." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation indexing and quantized-cache max length honoring are different cache bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor export and a DeepSpeed ZeRO3 BertModel index error are not the same problem." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility and missing decorator registration for apply_rotary_pos_emb are distinct Qwen3.5 issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist file-race in testing utils are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores does not match the sys.modules access bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 output attribute access and SAM3 litetext memory overflow are different failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE router-loss logic and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and a generic ZeRO3 deque error are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A runtime buffer access error and a performance slowdown report do not match." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and trust_remote_code breakage from a removed helper are unrelated regressions." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model_type config loading and unsafe sys.modules access are different root causes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic FA2 issue title." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one drops a field under @strict while the other fails to unwrap text_config; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and MoE load-balancing loss are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite_speech strict-config loading and Qwen3_5MoeVisionConfig field dropping are different config-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": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44561", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46431", + "issue:46506" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:44877|issue:46170", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:44483|issue:46202", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "61fd524e22053ea9f61f4db620ae7e228802ffc7c4b8d868a5cebf178fa3f8e2", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad themes (tokenizers, resize/tie-weights, video, cache, config, DeepSpeed) but not the same underlying bug or mergeable fix. No soft pair should be deduplicated.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the broadest, most central regression report here (multi-model v5.3 video-input breakage) and is the closest thing to a cluster anchor, though the cluster is not actually a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior vs Whisper empty-transcription generation failure; unrelated code paths." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug vs tokenizer-version behavior change; same library area, different defects." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading/runtime issue vs PPDocLayoutV3 CPU/CUDA mismatch; unrelated models and symptoms." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of a utility used by trust_remote_code vs Qwen3.5 kernel registration bug; different fixes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque crash vs Sam3LiteText mapping cleanup; no shared failure mechanism." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings/tied weights, but one is serialization/device-dependent and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak vs MaskGenerationPipeline partial-batch result dropping; unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure on transformers>=5.1 vs tokenizer error masking when protobuf is missing; different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression vs Windows/ROCm import dependency issue; unrelated subsystems." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both involve video-related models, but different model families and distinct missing-attribute/value errors." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning vs patchtsmixer post_init restriction; no shared underlying bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash vs Gemma 4 token-type defaulting issue; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Weight-tying warning vs flash-attention generation failure; same area only at a very high level." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained issue vs optimizer.step being called twice under DeepSpeed; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 broken report; unrelated components." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int kernel limitation vs missing chat template error; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer-cache loading vs Gemma4 multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache indexing crash vs flash_attention s_aux=None AttributeError; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading failure vs Windows ROCm import/type error; different causes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but one is a dummy Conv2d placeholder and the other is a model-type warning; not the same defect." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Weight-tying warning vs stale num_return_sequences warning; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an older issue vs Gemma pipeline roundtrip failure on \u2581; no concrete overlap." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs tie_word_embeddings warning; different model/load problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions request validation vs Gemma tokenizer roundtrip issue; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; no shared code path." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel branching under compile vs cache lazy init causing recompilation; different bugs." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure vs Windows ROCm import dependency problem; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder placeholder bug vs MaskGenerationPipeline final-batch handling; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained class metadata mismatch vs processor.save_pretrained missing files; both serialization-related but 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": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:42994|issue:43824" + ], + "prepared_review_unit_hash": "015db64e2c6ec08a0d25b863fa9bd33380bfd4415125cb1f572cd1e566dc7b29", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are still unrelated Transformer bugs, but there are now at least two clear exact-duplicate pairs in the packet: issue:42673/issue:43704 and issue:45375/issue:45478. The Qwen3.5 MoE reports also form a broader duplicate cluster around the same Transformers>=5.4.0 from_pretrained/config-loading regression, with issue:45310 as the best anchor.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the clearest anchor for the Qwen3.5 MoE Transformers>=5.4.0 loading regression, and it sits at the center of the cluster that includes the exact duplicate title pair issue:45375/issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it is explicit about the version regression and captures the broader Qwen3.5 MoE loading failure rather than just one narrower symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: tokenizer/task AttributeError vs a filtering slowdown regression." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad regressions, but they describe different failures and not the same concrete bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown is unrelated to duplicated optimizer stepping under Deepspeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance slowdown during filtering is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files is unrelated to duplicated optimizer stepping." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but they are different code paths and symptoms." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS-token config mismatch is unrelated to attention registration behavior." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are different operations and likely different bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a SAM output attribute error and the other is AutoConfig returning incomplete fields." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report does not match a specific gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash is unrelated to the Kimi tokenizer regression." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError is not the same as Sentence Transformers hanging on load." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they refer to different missing symbols and different failure points." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different vision-position/encoder bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE v5.4.0 from_pretrained error, so this is a clear duplicate." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE Transformers>=5.4.0 loading regression; 45375 narrows the same bug to a missing-field symptom." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to a missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and continue_final_message behavior on mistral_common are different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash is not the same as Gemma pipeline roundtrip failure on the \u2581 token." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs/cache handling is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issue is unrelated to pipeline parallelism output corruption." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from the public API; same broad area, but not the same underlying bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, so this is a clear duplicate." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect outputs under pipeline parallelism are not the same as an infinite loop on a specific image." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex/backend-tokenizer crash is unrelated to auto-docstring crashes with future annotations." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure is unrelated to a missing Qwen2.5-VL import." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative and grounded, but the summary overstates the evidence: there is more than one clear exact-duplicate pair in the packet. In particular, issue:45375 and issue:45478 have the same title and look like an exact duplicate cluster, so saying the only clear exact duplicate is the Qwen3ForCausalLM VRAM leak report is inaccurate. The Qwen3.5 MoE cluster characterization is reasonable, but the summary should not single out only one exact duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:42175|issue:45712", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44075|issue:46231", + "issue:42898|issue:45356" + ], + "prepared_review_unit_hash": "11a6e2a1182e6419123168e1ff8701307283de085589984f8dfc87f115d7f48a", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36218, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicates here: the items mostly span distinct bugs across tokenizers, model loading, multimodal configs, generation, and testing infra. Several pairs are superficially similar because they mention v5 regressions or tokenizer/model-loading failures, but they affect different code paths and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the most central, concrete, and user-facing report in this set: a specific from_pretrained failure for Qwen3.5-Moe on transformers>=5.4.0. It has the strongest superficial overlap with other versioned-model regressions, but it is still distinct from them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue overall because it is narrowly scoped, actionable, and clearly describes a single failure mode rather than a broad symptom or packaging/docs problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Moe, but one is about save_pretrained serialization and the other is a from_pretrained loading regression; different code paths and not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/Moe and transformers v5, but they target different model families and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "ImportError for GenerationMixin and ImportError for AutoImageProcessor are unrelated missing-symbol issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is a generation-flow bug; the Janus test failure is a different image-generation issue." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior; not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque underflow are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extra/backend dependency problems are not the same as a nonexistent import from image_utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and a pytest-xdist file race are completely different issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing tensorflow backend from extras and leftover dummy classes leaking into dir()/check_repo are separate packaging problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading and a captured_info.txt race in tests do not share the same code path." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A parallel test race and stale auto_mappings references are unrelated CI failures." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a bad image_utils import are different classes of bugs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failed training and OOM with Adafactor/DeepSpeed do not describe the same failure." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang for Sentence Transformers and embedding reinitialization on resize are unrelated behaviors." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and partial-batch result dropping in a pipeline are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and missing load-balancing loss for MoE routing are distinct model behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change and missing BOS/EOS insertion are both tokenizer regressions, but they affect different APIs and outputs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files is a serialization artifact problem, not a Qwen3.5-Moe from_pretrained load error." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization and Whisper word-timestamp decoding are unrelated subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose checkpoints and Gemma4 token-type defaults are different model-specific issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches and remote-code meta-init incompatibility are different multimodal-loading bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config-default initialization and ModelOutput key assignment are unrelated internal-data-shape bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "These are both tokenizer regressions, but one concerns cleanup-space semantics while the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "NameError on nn import and missing Qwen2.5-VL class import are different import failures." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issues in v5 and add_special_tokens behavior changes are distinct tokenizer problems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "cleanup_spaces behavior and Deepseek incorrect tokenizer output are separate tokenizer regressions." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing in serve and auto_docstring crashes under future annotations are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Unused SGD args and a documentation parameter-name typo are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about clean_up_tokenization_spaces and the other is codec-handling / warning behavior in Kimi-K2.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43295", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:22355|issue:28282", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44263|issue:45092", + "issue:46209|issue:46431", + "issue:43122|issue:46209", + "issue:44373|issue:44485", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44206|issue:45103", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "051e8981180a2b5109ef3a246c992b8dd06452fdd9db53d880bdefa63abecd57", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36770, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues cover unrelated import errors, tokenizer regressions, model-specific bugs, training/runtime behavior, and config/serialization changes. None of the soft pairs looks like the same underlying bug or change, so all should stay separate. If forced to choose a representative issue, the MLflow training-job failure report is the broadest and most self-contained bug report in the set.", + "confidence": 0.97, + "canonical_issue_reason": "issue:30333 is a clear, well-scoped bug report with substantial discussion and a concrete operational failure mode; among unrelated items, it is a reasonable representative despite the cluster lacking a true common theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:30333 has the strongest combination of discussion activity, specificity, and user-impacting behavior, so it is the best single issue candidate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems and failure modes: buffer registration/readout vs deepspeed optimizer stepping." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization-space cleanup behavior and the other is processor/tokenizer image-handling compatibility." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated problems: Flash Attention 2 for XLM-RoBERTa vs MLflow reporting for failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: MLflow job status reporting vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes and repo checks." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen models, but one is a tied-weights warning and the other is missing tensor-parallel metadata; not the same defect." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import surface cleanup in image_utils is unrelated to dummy class leftovers in dummy_pt_objects." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job MLflow reporting bug is unrelated to CustomTrainer compute_loss signature regression." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: MLflow reporting vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed optimizer-step behavior." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import/dependency issues: missing transformers.onnx module vs missing PyTorch for AutoModel." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization bug is unrelated to non-persistent buffer junk filling." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4-v5 output regression and AttentionInterface.register behavior change are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is model FP8 MoE saving and the other is processor artifact saving." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling in a specific model is unrelated to a generic AutoTokenizer loading regression." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and attention registration behavior change are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute bug is unrelated to MoonshineStreaming sliding-window masking." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and causes." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors in v5.4.0+." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is not the same as explicit head_dim validation in LlamaConfig." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL position-id bug and MoonshineStreaming mask off-by-one are different sequence-processing issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to meta-initialization compatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and processor chat-template availability are unrelated failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output differences across versions are unrelated to FP8 inference on new GPU architectures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong position_ids docstring and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the 50GB shard-size default question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading issue and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument validation and auto-docstring annotation parsing are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to cache max length handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421" + ], + "soft_pairs": [ + "issue:44734|issue:46421", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:22355|issue:27957", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:44368|issue:46305", + "issue:27957|issue:30990", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "f8aaba598170b1929bd23fd7e20be2f72a197ec74709adc0a826d10ce92c7434", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested pairs are different bugs or changes, not true duplicates. Most only share a broad subsystem name (tokenizers, configs, serving, quantization) without the same concrete 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:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serving KV-cache continuation crash vs lazy cache init recompilation; different failure modes and code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading example bug vs Llama config head_dim validation; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation after sync_gpus vs Kosmos2.5 OCR long-input index error; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read issue vs processor.save_pretrained missing files; different areas." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs Gemma eos_token_id inconsistency; related only at a high level." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior vs missing ReLU in DSA indexer; distinct defects." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue vs remote-code meta-init incompatibility; different root causes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Checkpoint meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; separate bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs zero-probability output in SigLIP2; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency issue vs SequenceFeatureExtractor.pad performance regression; not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure vs sinq quantized save/load breakage; similar theme but different concrete bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk vs streaming sliding-window off-by-one; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 Moe from_pretrained error; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer tensor-splitting bug vs docstring mismatch for position_ids; not duplicates." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "flash_attention_3 training degeneration vs NaNs after checkout/init; distinct symptoms and likely causes." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer crash; different serving failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor export vs missing Qwen2_5_VLForConditionalGeneration export; same broad import class, but different symbols and fixes." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization vs rotary_pct not persisting on reload; different config bugs." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Wrong sam3 model-type warning vs Sam3Model text encoder weights not loaded; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import failure vs broad import errors after upgrade; overlap is too generic to merge." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping vs add_special_tokens not adding BOS/EOS; tokenizer regressions but different behavior." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache tokenizer loading failure vs wrong tokenizer decoder type in v5; different underlying bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132", + "issue:46326", + "issue:46369", + "issue:46614" + ], + "soft_pairs": [ + "issue:43408|issue:46369", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:43576|issue:43784", + "issue:44261|issue:44373", + "issue:44117|issue:44704", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:42907|issue:43937", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:39401|issue:44521", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:39401|issue:46614" + ], + "prepared_review_unit_hash": "93bb92466c36da2e0fba6e640017d55111b78c2d5e2a084e8b9282996ab29c5a", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues with only superficial theme overlap (tokenizers, model loading, attention, generation, quantization). I found no soft-edge pair that clearly describes the same underlying bug/change, so all candidate merges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44521 is the best representative if a single issue must be chosen: it is still open, has the most inbound references, and has a detailed repro with active discussion. That said, the cluster as a whole is heterogeneous, so there is no true duplicate canonical across all items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set because it is current, well-scoped, and has the most evidence of user impact. It is the closest thing to a canonical representative for the cluster's tokenizer/chat-template subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3-related models, but one is a model-type warning and the other is a memory overflow in a different model; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer complaints, but one is model-specific BPE-marker handling and the other is a version-to-version tokenization regression." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs propagation after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure are different code paths and symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same failure mode." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention, but one is a torch.compile+SDPA model failure and the other is a behavior change in AttentionInterface.register." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GLM-MoE are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and an import NameError in sentence-transformers do not describe the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs are different auto-loading bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A buffer read problem with position_ids is unrelated to tokenizer_class metadata being written incorrectly on save." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and a Mac bus error with a community CLIP model are different runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer count mismatch in Smollm3 and an incorrect tied-weights warning in Qwen3-Next are separate model-implementation issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and broad import errors after upgrade are related only at a very high level, not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizers and failure to load a specific model are unrelated tokenizer/loading problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn import on sentence-transformers import and stale Sam3LiteText references in auto_mappings.py are different breakages." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized/dequantized model saving and invalid GenerationConfig for GLM-5 are different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template tokenization crashes are separate bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-adjacent, but one is a tokenization regression across versions and the other is multimodal assistant_mask generation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping errors and zero assistant_masks in multimodal chat templates are different tokenizer behaviors." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenization differences across versions and continue_final_message bugs for mistral_common are not the same underlying issue." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer save metadata mismatch are different problems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification outputs in an example script and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:46326", + "right": "issue:46614", + "accept": false, + "reason": "A mistral_common chat-template bug and a stale phonemizer backend issue are unrelated tokenizer failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:43122|issue:44514", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43992|issue:44704", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "91cc898f7d2205371543bfd124d796684cfe15dba2cc0ed23102008552b25c3d", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35723, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts are mostly unrelated issues; the soft pairs share broad keywords or subsystems but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both involve model loading/saving, but one is a dequantized-save failure and the other is a gguf/from_pretrained import/load path issue; different concrete bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 area, but one is a model-type warning and the other is a missing attribute in the vision encoder output; not the same failure mode." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug report vs a position_ids buffer read error; no clear shared code path or identical symptom." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention moe, but one is a broad Transformers 5/Qwen3-VL-Moe issue and the other is FP8 save_pretrained; too different to treat as duplicates." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; these are separate export regressions." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenizer-related, but one is version-to-version tokenization drift and the other is a batched apply_chat_template padding crash." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying bug beyond generic import failure." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script multi-label classification output issue; different subsystems and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Both concern parallelism/numerics, but one is train/eval dtype drift and the other is incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package-install backend omission vs Python 3.14 load failure; unrelated environment/setup problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import failure vs unclear LayoutLMv3 box-validation error; no duplicate evidence." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and different symptoms: SigLIP2 implementation mismatch vs Qwen3.5 image infinite loop." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both GLM-5, but one is GenerationConfig validation and the other is RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-space cleanup behavior vs stale phonemizer language backend state; separate tokenizer/phonemizer issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs SequenceFeatureExtractor.pad inefficiency; no same code path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import problems after upgrades, but one is a specific missing symbol and the other is a broad many-import-errors report." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread use vs dtype mismatch in bf16 inference; not the same underlying defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer regressions in v5, but different models and behavior; insufficient evidence they share one fix." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads; unrelated failures." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance vs missing image-patch-count method; different features and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different APIs: missing model weight in from_pretrained vs AutoProcessor kwargs not forwarded to cached_file." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output bug vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; no duplicate relation." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/moe, but the concrete bugs differ: one is a general 5.0 issue, the other a specific from_pretrained regression." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue vs incorrect PyTorch version guard for a specific import; separate environment checks." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs NaNs on checkout/init in classification heads; different symptoms and likely fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46328", + "issue:46512", + "issue:46614" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:43827|issue:45446", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:44117|issue:45588", + "issue:45071|issue:46614", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:42673|issue:43906", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:42617|issue:45341" + ], + "prepared_review_unit_hash": "f160929d5f537cf33cfaa95b2b1c0f615be5ea8873fbd9a334d510512c33c1a8", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37111, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated regression reports across tokenizers, generation, model loading, and docs. No soft edge is strong enough to accept; the Qwen3.5 pair is related thematically but the packet does not establish the same underlying bug or a single mergeable fix.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45310 is the clearest anchor because it is the earlier, explicit Qwen3.5 MoE `from_pretrained` failure report and matches the repeated title/failure mode better than the later variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue for the only near-duplicate-looking thread in the set: the Qwen3.5 MoE `from_pretrained` regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: ignored optimizer args vs. `trainer.evaluate()` failing after `train()`." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 regression reports, but one is `save_pretrained` writing incorrect visual encoder keys and the other is `from_pretrained` failing; the packet does not show they are the same underlying bug or a single fix." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different models and failures: vitpose breakage vs. Ministral-3 FlashAttention issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Both mention example/pipeline surfaces, but the failures are different: multi-label classification script output vs. v5 pipeline docs/error-message behavior." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe feature-extraction helper behavior vs. a flex_attention backend/version check." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded generation is unrelated to tokenizer BPE marker handling." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Both are v5 training/generation regressions, but one is FSDP2 optimizer state handling and the other is chunked-prefill cache presence." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error is unrelated to the stale `num_return_sequences` warning." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline removals issue vs. flex_attention backend/version check; no shared underlying bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention bugs: GPT2 attention scaling ignored vs. Gemma4 building causal masks despite bidirectional config." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is general tokenizer loading and the other is Qwen3 offset mapping; not the same defect." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is Kimi-K2.5 codec/fix_mistral_regex behavior and the other is stale phonemizer language state." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to `flash_attention.py` crashing on `s_aux=None`." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to stale phonemizer language/backend state." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked prefill cache bug is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "`init_empty_weights` unexpected-argument error is not the same as `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Different generation issues; one is VRAM leakage across dataloader threads, the other is an isolated reproduction of a separate issue." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights issue is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer output regressions, but they affect different tokenizers and behaviors (offset mapping vs. overall incorrect results)." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug is unrelated to the AutoProcessor crash without torchvision." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig error is different from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump issue is unrelated to the flex_attention PyTorch import/version check." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "qwen3next missing projections is a different model-architecture bug than Qwen3.5 MoE `from_pretrained` failure." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils bug and feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and Qwen3.5 checkpoint serialization are distinct bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a general bug and the other is an xdist race on `captured_info.txt`; different failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "`PretrainedConfig` type-checking regression is unrelated to stale `config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback bug is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage is unrelated to the backend-mapping error for `tensorflow_text`." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running `3d_parallel.py` failure is unrelated to the small testing_utils bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the output is mostly conservative, but it overstates the evidence for the one accepted soft edge. In the packet, issue:45357 is about `save_pretrained` writing incorrect visual encoder keys, while issue:45478 is about `from_pretrained` failing. They are related Qwen3.5/MoE regression reports, but the packet does not clearly show they are the same underlying bug or a single mergeable fix. The rest of the negative calls are reasonably grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43408", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:42371|issue:44261", + "issue:45362|issue:46328", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172" + ], + "prepared_review_unit_hash": "ba0427786b17e00b6631d473e2b564b4ff7b49be415eee10f6b325e88601b049", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a real duplicate set; it mixes unrelated Transformers issues across imports, tokenization, model loading, dtype, and API behavior. The closest umbrella item is the broad import-regression report, but there is no single canonical bug covering the whole set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate stands out because the issues are heterogeneous. If an umbrella representative is needed, issue 45278 is the broadest import-regression report, but it does not match most of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and representative of the recurring import/regression theme, so it is the best umbrella issue among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different problems: tokenizer output changed across versions vs a noisy logging message." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: SAM3 type mismatch warning vs MobileLLM loading key error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 backend settings issue is unrelated to MLA rms_norm_eps precision mismatch." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen chat crash is unrelated to a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading strictness bug is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained shard-size question is unrelated to Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing import in configuration_utils is unrelated to _torch_extract_fbank_features behavior." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig is a different failure than unrecognized-model config loading." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same underlying bug as a broad report of many import errors." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control settings are unrelated to FineGrainedFP8 accuracy issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model bugs: missing projections vs from_pretrained error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage is unrelated to TensorFlow backend installation behavior." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and double optimizer stepping are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder-type metadata and the other is changed tokenization output; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extra installation problem is unrelated to VitPose model breakage." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V is unrelated to MLA layernorm epsilon handling." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as GLM-5 RoPE implementation." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype, but one is a warning and the other is a Blip2 loading bug where submodules stay float32." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import is unrelated to PreTrainedConfig type checking." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to TensorFlow backend installation errors." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat API failures, but the affected code paths and symptoms differ enough to reject as duplicates." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support failures on different models are not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model family, but save-pretrained shard sizing is unrelated to Qwen3.5 Moe loading." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM-v4/v4.0-related tensor issues with distinct code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44987", + "issue:45003", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421" + ], + "prepared_review_unit_hash": "9b0e2e0689d9293db91e01703607284f3834aea668e0b4b5e76a1659e8e95704", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36845, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated import errors, model-loading regressions, attention/backend bugs, cache issues, and trainer/test problems. I do not see any true duplicate pair, and there are no PRs in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they are mostly unrelated reports across different subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for dedupe purposes. If forced to pick a representative bug report, issue 43986 is a clear, self-contained runtime failure, but it is not a hub for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs: one is about a missing ReLU in a DSA indexer, the other a DeepSeek-V4 tensor transpose/cast issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they hit different code paths: Ministral-3 v5 RC failure vs degenerate training in sequence classification." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related model family, but different failures: weight-shape mismatch on Qwen3-VL-30B vs Qwen3-VL-Moe bug in v5." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Unrelated regressions: removed `tie_embeddings_and_encoder_decoder` vs `gguf_file` breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems: unsafe `sys.modules` access in modeling_utils vs a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor loading crash without torchvision is unrelated to the testing_utils issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM issues: missing image-patch helper vs a torch.split return-value/indexer problem." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are model/runtime complaints, but one is an infinite-loop image generation bug and the other is memory overflow in sam3-litetext." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import failure from image_utils and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-definition issues: missing `rms_norm_eps` in MLA vs GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping edge case is unrelated to the `physical-intelligence/fast` loading failure." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/pipeline state, but chunked-prefill cache missing and partial-batch masking are distinct problems." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading without torchvision and `max_shard_size` behavior in save_pretrained are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek-family models, but one is architectural divergence from remote implementation and the other is a low-level tensor op issue." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training problems: optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applying with model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision during video-model loading is unrelated to the Mistral/Gemma ReasoningEffort import error." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is a v5 API removal issue; the other is a FlashAttention crash on `s_aux=None` for sink-less models." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they reference different missing symbols from different packages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "The tie-embeddings removal and the sinq save/load quantization breakage are distinct regressions." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections in layer 0 and the other is a missing config field dropped by strict validation." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad model family, but different concrete failures: Qwen3-VL-Moe bug vs qwen3next missing attn projections." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors involving different symbols (`layer_type_validation` vs `HybridCache`)." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only=True` still triggering network access is unrelated to the UMT5Encoder missing-weight issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing seeds is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument duplication and tokenizer-mapping None handling are separate tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings removal and offloading with quantization are different issues in different parts of the stack." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` failing after training is not the same as being unable to import Trainer because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and the auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video processor loading without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is a different bug than chunked-prefill cache lazy initialization causing recompilation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43986|issue:44016", + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:43012|issue:44683", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172" + ], + "prepared_review_unit_hash": "9c44176fed5cf5402851ffeb85c77b952a59f3a356cda10cd563a1eace6a724a", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs mostly share broad themes like imports, save/load, or model-specific bugs, but they point to different code paths and fixes. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43502 is the clearest self-contained bug report in the set: specific symptom, reproducible behavior, and a direct code-path claim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest standalone issue to anchor triage because it is concrete, actionable, and not overly model- or environment-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video-model import crash vs notebook syntax error; unrelated failures." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs unsupported tensorflow_text backend mapping; different problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba SDPA torch.compile failure; different models and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs pipeline.save_pretrained handling; both about saving, but not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 warning during compile vs SDPA compile failure; warning-only vs actual backend bug." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs Qwen3_5 image looping; unrelated symptoms." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning vs tie_word_embeddings config warning; different trigger and fix." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight vs max_shard_size question; unrelated save/load issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect pipeline task messaging vs saving Pipeline objects; different code paths." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes vs noisy logging; not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue; insufficient evidence of same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention2 unsupported vs GPT2 attention scaling ignored; different attention/backends." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API vs noisy logging; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support vs Python version compatibility; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs DeepSeek tensor operation issue; different models and failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case vs Trainer import dependency conflict; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling ignored in backends vs register behavior change; different API behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Optional post_init validation vs importing Trainer; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe vs Qwen3.5 MoE from_pretrained error; same model family but not clearly the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config bug vs degenerate classification loss; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing Gemma3Config vocab_size vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer state corruption vs GPT2 attention config ignored; different subsystems." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning vs flex_attention torch>=2.9 failure; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing tensorflow backend in extras install vs Trainer import conflict with datasets; different dependency issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model path warning vs bfloat16 precision warning; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels bug; different components." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages; same failure type, but not the same symbol or fix." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Removed configuration_utils export vs local_files_only still making requests; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection vs Qwen2_5_VLProcessor batched padding crash; different request paths." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings reference vs noisy logging; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs FP8 inference support request; related model family but different issues." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loaded after save_pretrained vs DeepSeek tensor transpose issue; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365" + ], + "soft_pairs": [ + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:36683|issue:43475", + "issue:43756|issue:44485", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850" + ], + "prepared_review_unit_hash": "ebab37df0eb16539eb6738e5fc970b10a9654d23fe6e5370896fbf569c4c9f28", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose bundle of mostly unrelated Transformers v5 regression reports (imports, configs, model-specific loading/saving, tokenizer/chat/template behavior, test flakiness). I do not see any true duplicate pairs among the soft candidates.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45278 is the broadest version-regression report in the set and best matches the cluster\u2019s general theme of upgrade breakages, though it is still quite umbrella-like.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative single issue for this cluster because it frames the wider v5 breakage pattern better than the narrower model- or API-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention-related regressions, but one is CLIP output wiring and the other is GPT-2 attention scaling under SDPA/FlashAttention; different code paths and bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family and both are CLIP v5 regressions, but one is missing attentions and the other missing hidden_states; not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failure modes: Qwen3VL MoE model loading vs a generic state_dict sorting load error." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is quantized-model saving and the other is Pipeline serialization; distinct issues." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is an API request acceptance problem, the other is chat template tokenization on assistant tool-call messages; different layers and bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but for different configs/outputs and different models." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation errors, not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer-related regressions, but one is cleanup-space behavior and the other is decoder type selection; not duplicates." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated issues: Qwen3.5 label propagation vs importing Trainer being affected by datasets." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and symbols with different causes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same Gemma4 area, but one is embedding resize propagation and the other is bidirectional-attention masking; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Completely different problems: Flash Attention support warning vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading compatibility vs Pipeline save_pretrained serialization; not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but one is Pipeline saving and the other is quantized model roundtrip after save_pretrained/from_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config bugs: Gemma3Config missing vocab_size vs patchtsmixer post_init allowance." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both touch checkpoint/loading, but one is sorted state_dict load failure and the other is incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different interpreter versions and different failure causes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific issues: Flash Attention support vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different model families and bugs; one is label propagation, the other is attention-mask construction." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4/Llama config-related, but one is attention masking and the other is explicit head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs in different models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression vs Qwen3.5 checkpoint save regression; unrelated code paths." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but with different fields and different models." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5-related bugs: missing embed_tokens.weight vs from_pretrained load failure." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decoration request vs broad import-error report; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer state bug vs a cache-strategy typo; not duplicates." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling vs importing Trainer with datasets installed; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention import/compile-time failure, but one is compiled Python file handling and the other is torch.jit.script parsing with a decorator/comment issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different load/save issues: generic sorted state_dict loading vs Qwen3_5MoeVisionConfig field dropping under strict config handling." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different roundtrip/loading bugs: generic model load failure vs Gemma pipeline roundtrip on a specific token." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different domains: missing config field in Gemma3 vs Trainer optimizer-state corruption under FSDP2/PEFT." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness due to missing set_seed vs xdist race on captured_info.txt; different failures." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache update decoration request vs a broad complaint that v5 breaks many models; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071" + ], + "prepared_review_unit_hash": "0ba0a1303c25f0784ee8dfb9308f5a1a71929b77d564fd8704a295bafee61a6f", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a noisy mix of unrelated bugs; the only loose commonality is v5-era loading/import regressions. No soft pair looks like a true duplicate or mergeable PR-style overlap.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44556 is the broadest representative of the recurring v4-to-v5 loading regression theme, covering checkpoint reload failures rather than a single model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the clearest high-level bug report in the cluster and best captures the shared user-visible failure mode among the loading-related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "One is about long import time from `import *` usage, the other about intermittent slow `import transformers`; related area, but not the same underlying bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are loading failures, but one is a generic state_dict ordering issue and the other is a Qwen3.5 visual-encoder save regression; different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism/OOM, but one is a general training bug and the other is a specific model load OOM; not enough to treat as the same defect." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is unrelated to Python version support breaking Transformers 5.1.0." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/MoE loading, but one is missing `embed_tokens.weight` while the other is a broader `from_pretrained` error; different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "One is a CLIPOutput attentions regression, the other is a patchtsmixer `post_init` policy issue; no shared bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import error versus tokenizer loading regression are separate dependency/setup problems." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions missing and CLIP text-model structure inconsistency are different API regressions." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP output field regression and LwDetr image-loss AMP crash are unrelated subsystems." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer activation bug is not the same as DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to Phi-4 multimodal loading failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken keyword duplication are distinct tokenizer/config bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but one is seed-related flakiness and the other is a stale device override test; different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related Sam3HQ test instability is unrelated to stale auto_mappings references for Sam3LiteText configs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both can end in OOM or load problems, but int4 quantization memory growth is a different issue than checkpoint reload compatibility." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression are both v5 load issues, but they affect different APIs and code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bugs and missing `_tp_plan` for tensor parallelism are separate model-initialization/export problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` output and AttentionInterface.register behavior change are different CLI/API regressions." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "`local_files_only=True` network requests and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing `_tp_plan` and Qwen3.5 MoE `from_pretrained` failure are related to the model family but are not the same concrete defect." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and Chinese-language performance regression on upgrade are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "`PreTrainedModel` import failure and `HybridCache` import failure are different missing-symbol regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow run reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are different Qwen3.5 issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "No-grad decoration for cache updates and `_update_model_kwargs_for_generation` sync behavior are different generation internals." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Remote fetches despite `local_files_only=True` and FP8 save_pretrained MOE issues are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and missing image-patch method in GLM46V are different multimodal/quantization bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network access and a stray title-only issue (`racoon`) are not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers load hang and confusing documentation for forward inputs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and generic v4.57-to-v5 checkpoint reload failure are similar in theme but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing removed `pipeline()` and the unrelated `racoon` issue have no overlap." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed training and tensor parallel training bugs are different operational problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors and `PretrainedConfig` type-checking regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:27957", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "500acbfd7f191fc34f604e091288e43a650de5a6b1082f8ece2048f50737f9f2", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose cluster of largely unrelated Transformers issues, mostly about v5 regressions, import errors, model-specific bugs, and a few docs/API complaints. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the clearest representative of the recurring v5 upgrade breakage theme, and its title is concrete enough to anchor the cluster better than the vaguer broad complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most informative, broadly representative issue in this set: it captures a real, user-facing regression pattern without being overly vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different failure modes: compiled Python file execution vs pipeline save_pretrained serialization." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different components and models; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Top-level huggingface_hub import breakage vs transformers env command bug; different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-related regressions, but one is a CLI/env issue and the other is a PretrainedConfig typing problem." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated subsystems: model_init/Liger Kernel vs DSA indexer behavior." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures affecting different symbols and likely different causes." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs missing symbol import error; not the same underlying problem." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap beyond being open-ended bug reports." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the racoon issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated issue title with no shared code path." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; different changes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs pipeline docs mismatch; unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs propagation and the other is attention-interface usage; not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Separate import errors for different exported names; likely different missing-export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training vs BeitImageProcessorFast label reduction; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache regression vs a typo in cache strategies; different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break; not the same concrete issue." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific missing-files save_pretrained bug cannot be merged with a generic placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and TensorFlow/tensorboard backend error are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3/5.0, but one is a model compatibility bug and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Possible import/lazy-loading overlap is too broad; the titles point to different root causes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL symptoms and likely different code paths: bbox output vs infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "General v5 env command breakage vs checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config missing field vs a broad statement that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to GenerationMixin cache missing in chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading regressions, but they affect different checkpoint styles and failure mechanisms." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request is unrelated to a DeepSeek weight-conversion script question." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in one config class is not the same as a general v5 breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both complain about v5 regressions, but one is specifically about import errors and the other is a broad, unspecific model-breakage report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete save_pretrained bug vs a generic report placeholder; no shared underlying defect." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Too little evidence that these are the same lazy-loading/import bug; the titles describe different issues." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different visual-generation failures for Qwen3_5; not mergeable as one PR-worthy fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43298|issue:46095", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218" + ], + "prepared_review_unit_hash": "2ef3ef5f5a128bc0c58fb25f451f384bcdb0836038458c418f9b1ab6e90817d5", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41114, + "estimated_input_tokens": 10279, + "estimated_eval_tokens": 20814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive similarities across unrelated Transformers issues. I would not merge any of the soft-edge pairs; the only clearly duplicate-looking report in the set is 45310/45478, but it is not one of the proposed pairs.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45310 is the best representative issue: it is specific, describes a concrete regression in `from_pretrained`, and is clearly more actionable than the later duplicate-style report 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest standalone issue in this set because it pinpoints a reproducible model-loading failure with a clear version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings vs. a cache-strategy typo; unrelated topics and no shared failure mode." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from `import *` is not the same as a missing `Qwen3_5ForCausalLM` import." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness due to missing seeds is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs. Liger Kernel application; different code paths and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support error vs. Qwen3-VL bounding-box output issue; different model families and bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to `inverse_sqrt` scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/loading performance, but they describe different concrete problems and are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility failure vs. visual bounding-box hallucination; no overlap in underlying defect." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs are unrelated API surfaces." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "One is scheduler configuration handling; the other is `PretrainedConfig` type checking after v5.4.0." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position-id buffer read error is too specific to be the same as a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch in `save_pretrained` is a different defect than the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-surface cleanup/performance and missing `HybridCache` export are different issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Broad import-time slowdown and a testing utility bug do not share the same code-path problem." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version breakage is not the same as the broad claim that v5 breaks many models." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D box output failure and Qwen3.5 MoE `from_pretrained` error are different model-specific bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and an import failure for `Qwen3_5ForCausalLM` are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`patchtsmixer` optional `post_init` policy and `_get_tied_weight_keys` crashing on list input are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` after removals is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward documentation confusion is not the same as tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with `model_init` and flash-attention-3 degenerate training are different failures." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `env` command and lazy-loading behavior are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Missing ReLU in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline serialization failure and tied-weight key handling are unrelated issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "`45310` is a specific `from_pretrained` regression; `45230` is only a generic bug report with no matching detail." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwargs are different subsystems and different defects." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "`transformers env` breakage is not related to the missing Qwen3.5 import." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown from model imports and VRAM leakage across threads are not the same underlying issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4-related, but one is about expert gating and the other about a specific tensor transpose line." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in `model.forward` is unrelated to a Llama 3.2 model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and model.forward documentation confusion are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in multi-threaded dataloading is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about v5 breaking models is too generic to match a specific Qwen3.5 import failure." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files in `processor.save_pretrained` are different save/load problems." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and multi-thread VRAM leak do not share a code path." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A `torch.split` return-value issue in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a DeepSeek-V4 weight-conversion question are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different precision/config bug than Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "`HybridCache` import failure and `Qwen3_5ForCausalLM` import failure are different symbols and likely different breakages." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention 2 support error and Qwen3.5 import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 55, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-466", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "1c7e6d043336931430bf4bc0ca366641d83557f5de67ec920026f2b131420979", + "component_budget": { + "node_count": 466, + "item_count": 466, + "soft_pair_count": 1710, + "serialized_chars": 887295, + "estimated_input_tokens": 221824, + "estimated_eval_tokens": 443904 + }, + "budget": { + "node_count": 30, + "item_count": 30, + "soft_pair_count": 28, + "serialized_chars": 25026, + "estimated_input_tokens": 6257, + "estimated_eval_tokens": 12770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated regression reports across different subsystems (tokenizers, configs, schedulers, model heads, training/runtime). None of the soft pairs look like the same concrete bug or change closely enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and the only one framed as a general v5 regression affecting many models, so it is the best representative if a single issue must stand in for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most globally representative issue because it captures the widest scope of breakage, even though it is too generic to be a true duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer/v5 regressions, but one is a general behavior difference and the other is a decoder-type mismatch; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to an unrelated placeholder issue title." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is a vague catch-all complaint and the other is an unrelated placeholder; no shared concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is not the same as the unrelated issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashes affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor.save_pretrained files are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to checkpoint load slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading-speed regression and tensor-parallel training bug are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen models and a from_pretrained error in Qwen3.5 MoE are not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading performance and tokenizer loading regression are different code paths." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated model-specific issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint typo is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value usage and loss-function kwargs propagation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs not being passed is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value handling and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A semantic model bug is unrelated to a typo in a quantization-operation string." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and config type-hint correctness are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hints and a typo in a conversion path are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS-norm semantics for Llama4TextL2Norm is unrelated to a ModernBERT type-hint typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value usage is unrelated to a config type-hint 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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "82354b253e37066b25daab67a7298671c6d244920feb29ce2c1ea3b2124dbffb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like training logic, and Wav2Vec2 word time offsets. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "issue:10519 is the most concrete and narrowly scoped request (a specific tokenizer truncation option), making it the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10519 is the best issue to anchor the cluster only because it is the clearest actionable request; the other two are separate, unrelated feature ideas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Tokenizer truncation from the beginning and Wav2Vec2 word boundary offsets are different components and different problem types; no shared underlying bug/change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "A tokenizer truncation option and ReduceLROnPlateau-like scheduler behavior are unrelated feature requests in different subsystems." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduler functionality and Wav2Vec2 time-offset extraction do not describe the same code path or change request." + } + ] + }, + "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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "91ded9eac766da8dd00328675a0069f034a6079b7c4fc96b2f5f66d5ac03843c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The issues are only superficially similar around model/tokenization/loading wording, but they describe different problems: Tapas tokenization mismatch, an authentication-related download error message, and a model loading failure for bert-base-uncased. This is not a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the three reports concern different bug classes and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the broadest of the three and most likely to be the closest representative of a model-loading problem, but it still does not cover the other two reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is unrelated to the bert-base-uncased loading failure; they do not appear to share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is specifically about a bad error message for unauthorized private-model downloads, while the other is a general model load failure; these 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": 4, + "component_count": 21, + "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": "3fb8a102f634dae2cc0e86ee319fa1fa90cb74b27882bb4ebba29408eb65875e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution requests for different features: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the better representative issue only because it is earlier and has more discussion activity, but it is not a canonical duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests for different subsystems/architectures; no shared code-path or same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "ea60b1b18577ae6d75843c699b590ce1b79ff7e2961fd6209da6c112be976823", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation requests plus several template-like placeholder issues. The 46222/46226 pair looks like a high-confidence exact duplicate, while the other similar-looking issues are not shown to be the same underlying request based on the visible metadata alone.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46222 is a reasonable canonical issue because it is part of the exact duplicate pair and is the earlier of the two, with inbound references that suggest reuse.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the strongest overall issue choice because it anchors the only high-confidence exact duplicate pair and has the most evidence of being the representative entry.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; the shared template style is not enough to treat them as the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish and the template-style placeholder issue are not shown to be the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "A language-specific Turkish request is distinct from the generic placeholder-style issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate language-specific issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different underlying tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request and template-style placeholder issue are not shown to be the same request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Shared template-like wording does not establish a duplicate for the Spanish issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "This looks like another template-generated issue, but not a confirmed duplicate of the Spanish request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the template-style placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request does not clearly match the placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "The shared template pattern is not enough to merge these as the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is separate from the placeholder issue pair." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is not shown to be the same as this templated issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template text, but the visible data does not prove the two issues are the same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High similarity appears consistent with a shared issue template rather than a confirmed duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template-style similarity alone is not enough to confirm a duplicate here." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "These look template-related, but not demonstrably the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template language is not sufficient on its own to merge them as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Similar boilerplate does not prove the same concrete issue as the 46222 placeholder." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Shared template content is not enough to establish a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template-like similarity is visible, but the available metadata does not confirm the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "These appear to be separate template-generated issues rather than a proven duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same placeholder title and matching metadata strongly indicate the same underlying issue; this is the high-confidence duplicate pair in the cluster." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. It is fair to say the Turkish/Spanish/Romanian issues are language-specific and likely separate, but the claim that 46222/46226 is the \"only clear duplicate\" is not fully grounded because the packet does not expose issue bodies and several other placeholder issues have the same template title with very high similarity scores. Also, \"effectively identical issue content\" overstates what is visible. The canonical choice of 46222 is reasonable, but the duplicate-set conclusion should be stated more cautiously." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "2ad121e8731b4c1723b2bd152388e452eba7870a848a0c068524a996f8b28e8e", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21654, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21654, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose set of model-request issues, mostly about adding different model architectures or modality support. The items are thematically similar but not duplicates of the same underlying change, so no soft pairs should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43671 is the most central and broadly connected request in this set, but it still refers to a distinct Qwen3-TTS feature rather than the same change as the other model requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best single representative for this cluster because it is highly connected and clearly scoped, but the overall cluster is heterogeneous so it should not be treated as a duplicate anchor for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config support vs DEIMv2. Same general repo area, but not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions with different modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are distinct model additions, not one underlying bug or feature." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate detection model requests; no evidence they refer to the same implementation." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a vision detection model, while LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different model families and different changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model additions with different code paths and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct feature requests, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model request; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions with no shared concrete change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models, even if both are BERT-like by name." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are different model architectures." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture support and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests despite both being model-addition issues." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related by theme, but not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS-2603 are different feature requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related only by model family; they are different capabilities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are separate audio model additions." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modality/model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-related model additions, not duplicates." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are different code-path changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are separate model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech-model capabilities." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate model requests with no indication they are the same underlying feature." + } + ] + }, + "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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "988c0d1ac8ca594e7a72d155c24dd429cae8959dca38167c18fc0930a1a0dd0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more substantive technical item, but it is not a duplicate of the docs request and there is no single canonical issue for this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: documentation/vendor listing vs. vision RoPE refactor. No shared files, targets, or concrete bug/change indicate the same underlying work." + } + ] + }, + "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": 21, + "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": "e4a8a285ce4a936d725967b084dc004b2a10c26586608d97240c2c7e33353b1f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other is a request for DeepSeek v3.2 support. They target different problems and should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the items are unrelated; 43037 is the more concrete feature request, but it is not the same underlying problem as 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subject matter and no shared code-path or explicit linkage; this is a false soft similarity." + } + ] + }, + "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": 21, + "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": "2f65d9943a219b24bcfea9597ee0d997f179b73b988a93e34ab52a5410d9e32e", + "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 are related Trainer enhancement requests, but they describe different problems: one is about making `remove_unused_column` more customizable, the other about handling custom trainers in FLOPS estimation. I would not treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue #43598 is the broader, more directly actionable Trainer customization request; #43600 is a narrower measurement/estimation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative issue because it centers on a concrete Trainer behavior change and has the wider potential impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "The titles point to different underlying features: one changes column-removal behavior for customizability, the other adjusts FLOPS estimation for custom trainers. They share the Trainer context but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "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": "6d4c8fc794aff5a9658f7f83b96bfae59ff0a5cd346673a93eccbae03a8a0fa8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad API-registration level, but they target different model families and different capabilities: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 sequence-classification support. Not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader, more central API-registration request, but it is not the same underlying change as 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative of the cluster only because it is broader and closer to core model registration, though the two issues should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different tasks: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "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": "e595918f28a74adb4b771090d43b852fb65c8f3cecfe005b893766aed530a905", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical low-information reports titled \"huggingface\" and likely duplicates; \"Fett\" looks unrelated. I would center the cluster on the earliest huggingface report.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and is the cleanest representative of that apparent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue candidate because it matches the repeated title, appears earliest, and has no signs of being the outlier.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared content or targets; \"Fett\" does not look like the same report as \"huggingface\"." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title, very close creation times, and similar low-detail metadata strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; the sparse metadata is consistent with duplicate issue reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and closely related timestamps make these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 all share the same title, and 43835 has a different title and looks like the outlier. Choosing 43845 as the canonical/earliest repeated huggingface issue is supported. The soft-edge verdicts are mostly conservative; the 43845\u201343859 link leans on title similarity rather than close timestamps, but that is still defensible from the metadata provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "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": "e0d1b08210740d98cfce06a28f51b3e7786cd07951af1d2bca654de8e85f4fa5", + "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": "These are all low-signal, likely spam or placeholder issues with no concrete shared bug/change. I found no reliable duplicate cluster to merge.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both titles are generic spam placeholders, but there is no concrete bug report or shared underlying problem to confirm duplication." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: superficial similarity only, with no substantive issue content linking them to the same report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a documentation placeholder; they do not describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no body detail; no evidence they refer to the same bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation-enhancement placeholder and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete shared change or bug description; only generic low-quality text." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but that is not enough to establish a duplicate issue in the triage sense." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared problem statement; the titles are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence of the same underlying bug or change; only soft similarity signals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "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": "bb7c2a5bd3520fdc3f6c0694b83d98f8985d8148c9c38080eb002ff72541dc83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look like likely duplicates: they have identical titles, close body lengths, and a soft-similarity signal. The evidence is enough to cluster them, but not enough to claim the bodies are highly similar. Issue 45145 is a reasonable canonical default because it was created first and has one inbound reference.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45145 is the better default canonical issue because it was created earlier and has one inbound reference, while 45151 has none.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45145 is the best representative for the cluster as the earlier-created item with the only inbound reference, making it a practical canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus the soft-similarity signal and similar body lengths make a duplicate relationship likely, though the content similarity evidence is limited." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is plausible, but the justification overstates the evidence. The packet only directly supports a soft-similarity relationship plus identical titles and similar body lengths; it does not establish that the bodies are \"highly similar\". The canonical choice is also a bit too strong: earlier creation and one inbound reference make 45145 a reasonable default, but not a definitive stronger signal. Please keep the soft-edge verdict more conservative and avoid asserting unsupported content similarity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "c8730a7538db0131a1ace058588ca938c9e2aba503f13e942877a9f2bb53ddfc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern 4-bit inference, but they describe different failure modes: one is a Gemma4/audio-module uint8-weight `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They are related by subsystem, not the same bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue #45674 is the better representative because it states a clearer, broader configuration regression in `BitsAndBytesConfig`; #45672 is a separate model/audio-module-specific dtype bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45674 is the strongest issue to keep as the cluster representative: it has the more general and actionable failure description, while #45672 is a distinct edge-case report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and code paths: `torch.finfo()` on `uint8` weights in Gemma4 audio modules versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an assertion. Shared 4-bit context 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": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "44e90cb19a1d8ed3b366d23939cdf48a28b172f114fab7a96f6536a972090eba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated title-only entries naming different people with different dates, with no shared technical content or evidence of the same bug/request. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named subjects and dates; no body, links, or technical evidence indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "443d7567c5715b0ff0f2d077d5ec29ceb1a6c56f9919eaf384b4a33f48d9c148", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are empty, closed posts with unrelated personal-name/date titles. They do not appear to describe the same bug, feature, or report, so this is not a valid duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity (same surname and date-like text); the titles refer to different people and contain no shared technical issue or underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "d6ca64a169bd33ba2db5f09ecc66afc6e41af24b8242e399e6c29cec3e56bfda", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5ForTokenClassification model class for value-model use, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45810 is the more concrete and self-contained feature request, while 46295 is a broader training-capability request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the better representative of a specific actionable enhancement; 46295 is too broad to serve as a precise canonical item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-class support for token classification versus FP8 training support. Shared ML context is too broad to treat as the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "08bc701a0bf00bc7f19d0a3e6d5f2942b8b87584be7e7b317de1b00d03f53890", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain two very likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks separate and only loosely related by finance/data wording. Because the packet does not expose bodies or explicit links, the duplicate calls should be treated as high-confidence but not absolute.", + "confidence": 0.88, + "canonical_issue_reason": "45870 is the best representative to keep: it is the earliest issue in the clearest duplicate pair, has the cleanest standalone title, and is supported by the strongest similarity signal among the visible items.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest single issue to retain as the representative entry for the cluster's duplicate-like content; it anchors the identical-title pair and is more directly representative than the broader unrelated 45869.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance/domain wording only; the dataset bundle promotion and the DataForge example are different requests, with no explicit linkage or shared target." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: topical overlap is too broad, and the artifacts do not look like the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Very likely duplicates: identical title, identical body length, strong soft-similarity, and close timestamps. The bodies are not visible, so this is high-confidence but not absolute." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different issue shapes and titles; only broad financial/DataForge overlap is visible, which is not enough to treat them as the same underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different topic and wording beyond generic finance/DataForge similarity; no evidence they are the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The identical example issue is still distinct from the scraping-service request; visible evidence suggests separate underlying topics." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Only broad thematic overlap is visible; not enough to conclude the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Very likely duplicates: identical title, identical body length, strong soft-similarity, and close timestamps. Bodies are hidden, so this should be treated as a strong but not deterministic match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is a bit too confident for the evidence shown. The packet only provides titles, body lengths, timestamps, and soft-similarity/Jaccard scores; it does not expose the bodies themselves. Calling 45870/45871 and 45872/45873 \"exact duplicates\" is stronger than the packet strictly supports, especially since the deterministic flag is false and there are no explicit links or shared targets. A more conservative phrasing like \"very likely duplicates\" would be safer. The 45869 separateness call is grounded, but the duplicate verdicts and summary overstate the certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "50ad27f21120c387221b988ada0551d214a051b67d55cd063f65d6fc33fbc01e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static-cache failures around linear-attention in Qwen-like models, but they describe different symptoms and likely different failure modes: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention`. They are related but not clearly the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the underlying mechanism more concretely (`early_initialization` corrupting linear-attention shapes) and reads like the broader root-cause report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone issue for triage because it describes a more general code-path failure and gives a clearer target for diagnosis and fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention breakage, but the reported failures differ materially: wrong-shape RuntimeError vs `KeyError: 'linear_attention'`. Not enough evidence they are 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": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "4944793b82a028cce4d5657a8c05771ab212d720281ebb6e9ccac32758edd07d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two issue reports are effectively identical duplicates for the same Wav2Vec2CTCTokenizer v5 special-token bug; the open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and matches #46551 exactly in title and apparent content, so it is the better long-lived tracker for the bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue because it is still open, duplicates the closed report, and preserves the active discussion/visibility for the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and essentially the same report; both describe the same underlying tokenizer bug, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues have the same title, identical body length, and the pair is supported by soft-similarity evidence with jaccard 1.0. Treating the open issue as the better canonical tracker is conservative and reasonable here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "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:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "a43a4c61387ca34ecbd83ca77a80169e2ed8cedda6b207d6cd38c33b91ba5d13", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38085, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Almost all soft links are false positives between unrelated PRs that merely touch similar areas of the repo. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs: 43251 and 43254 both patch `src/transformers/loss/loss_utils.py` to forward `weight`/`label_smoothing` into `nn.functional.cross_entropy` for the same tracking issue.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger canonical representative: it is explicitly tied to issue 43240 and implements the same `fixed_cross_entropy` kwargs passthrough as 43254, with a slightly more complete signature change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative because it directly targets the tracked bug and subsumes the smaller alternative in 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: Videoprism model integration vs an Executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated tokenization helper methods vs adding a MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "No shared bug/change; tokenizer method additions are unrelated to Executorch export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading fixes are unrelated to introducing a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs passthrough does not match MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths: loss utility fix vs Falcon/Mistral4 refactoring and tests." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests are unrelated to Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and MobileLLM addition are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model code is unrelated to fixing `cls.config` resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to CLIP-family `layrnorm` renaming." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 work is unrelated to chat response parsing/serve updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and a TDT loss kernel addition are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work does not match the config-resolution order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto-modeling filename aside, the changes are unrelated: Mistral4 fixes vs model-creation skill scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to a draft model-creation skill and sarvam_moe scaffolding." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug and same file: both add `weight`/`label_smoothing` support to `fixed_cross_entropy` for issue 43240; one is just a smaller variant." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The rejected soft pairs are conservative and consistent with the filenames/diffs, and the only accepted pair (43251/43254) is clearly a duplicate-looking same-file, same-issue fix that could be merged into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "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": "8b27de07748f2b1603c033643894750eb147c6deab6412eacbb0c3783d532ca3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice feature PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds VibeVoice Realtime plus the acoustic tokenizer and generation/runtime changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the foundational VibeVoice implementation and the earliest, most central change in this cluster; PR 42781 is a later extension for realtime support rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the core VibeVoice feature because it introduces the base model, docs, and auto-class registrations in one coherent implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: both target VibeVoice, but 40546 is the base model implementation and 42781 is a distinct realtime/acoustic-tokenizer extension. They share files because 42781 builds on the earlier work, not because they fix the same concrete 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": 3, + "component_count": 36, + "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": "2c9815b560ee8c11ebaa2fce5b89c83953c1c5f356b551691f446d742f9756d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be triaged as duplicates or merged into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes for different models and code paths; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "54910d8eee2bc08844ec47f4eb8343748a8042db548fa939305954220e289aaf", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers integration scaffolding, but they do not target the same model or code-path bug, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model integration and accompanying docs/auto-mapping/test updates, so they are distinct changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the best representative only in the sense that it has the strongest review/discussion activity and a complete model-integration scope; it is still not a duplicate of the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions: DeepSeek OCR vs Isaac. The overlap is generic Transformers boilerplate (docs, auto mappings, shared utilities), not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions: Isaac vs Kimi2-6. They touch similar integration files but implement distinct models and code paths, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "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": "27d5fdab11580ca5b9fb364d4230d32a8c8ba0fb75f74a9ee4e98a838f594715", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both update GitHub Actions workflows, but they target different underlying changes: one is a broad Node 24 compatibility refresh of core workflow actions, while the other upgrades Docker build actions to newer versions. They overlap in some workflow files, but they are not the same bug/fix and would not naturally merge into a single PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader umbrella workflow-action compatibility update, touching many workflows and explicitly targeting Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative for the cluster because it is the more general workflow-actions upgrade and covers the widest set of CI workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are dependency bumps in GitHub Actions workflows, but they fix different underlying concerns: Node 24 compatibility for core actions vs. upgrading docker/build-push-action. Shared workflow filenames alone are 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": 7, + "component_count": 36, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "e09f7a0d1bd01f2c1d10c82ea191c0c12bbe7e222f9ee9b686505b572ec5a4a1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17563, + "estimated_input_tokens": 4391, + "estimated_eval_tokens": 9038 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17563, + "estimated_input_tokens": 4391, + "estimated_eval_tokens": 9038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-addition PRs for different model families (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7). The shared changes are mostly boilerplate around docs and auto-registration, not the same underlying bug or change, so none of the soft edges should be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest standalone representative in this set: it has the broadest implementation surface and the highest discussion activity. Even so, it is not a duplicate of the other model-addition PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the best single representative for the cluster, but only as a label for the broader model-addition theme; it should not be merged with the others because it targets a different concrete model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared auto/docs files are expected for new-model PRs, not evidence of the same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. These are separate model integrations with distinct code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA vs CTSM. Overlap is limited to generic registry/docs updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Related name only, but Molmo and Molmo2 are distinct model variants with separate implementations and tests; not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. Similar repository plumbing does not make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model families and fix/add different code paths, so they are not duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are unrelated model additions with different architectures and implementation areas." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "b521670aedb383290b6262853660cb9ade86e499498c3defd28e4e99aa9de8e3", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23154, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23154, + "estimated_input_tokens": 5789, + "estimated_eval_tokens": 11834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated maintenance PRs (Whisper tokenization/tests, tie-weights compatibility, CLIP/ViT test churn, FP8 dequant, doctest cleanup, generation validation, CI memory fixes, and typo cleanup). The soft-similarity links are mostly superficial; none look like the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46579 is the broadest generic maintenance change in the set and the closest thing to a representative cluster member, but it still does not duplicate the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the most representative by scope, but the cluster does not contain a true duplicate set, so it is only a loose anchor rather than a merge target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs CLIP/ViT test assertions; different models and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic vs FP8 dequant/model-loading changes; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer fix vs generation watermarking/validation and test updates; not the same bug." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat shim for tie_weights vs broad typo cleanup; no shared concrete change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-file churn in vision models vs FP8 dequant and loader changes; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Vision test assertions vs generation/config and Whisper validation fixes; different underlying issues." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test edits vs CI CPU-memory / Phimoe integration fix; not the same code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Vision test edits vs broad typo cleanup across codebase; superficial similarity only." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading fix vs CI memory/integration test infrastructure; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/loading fix vs generation watermarking validation; different concrete bugs." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared filenames are incidental; one is a dequant fix, the other is typo cleanup, so they should not be merged." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Docs/doctest cleanup vs code typo fixes; same general maintenance theme, but not the same change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking/validation fix vs Phimoe CI memory workaround; unrelated subsystems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation config/Whisper fixes vs broad typo cleanup; no single shared bug or patch." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "b30a4f2d6d44a23cdb2f17a5bd2d7bcc10651cf51db3cda867c1dff277f1a7a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open placeholder PRs with minimal overlap. The only shared file is a ViT test, but one PR is mainly packaging/version/dependency plumbing while the other rewrites CI/workflow and testing utility behavior. They do not look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the broader, more representative change in this cluster because it touches multiple CI/testing paths beyond the small setup/version tweak in #43488.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the better cluster exemplar: it has the larger and more substantive diff, whereas #43488 is mostly setup/version and dependency metadata.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the overlap is only a shared ViT test file. #43488 changes setup/versioning and dependency lists; #43532 changes CI workflows, testing utilities, and notification code. These are not the same concrete bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "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": "3f5b68d2327a07444c2d0b4fc421e83a4ede9b0b63d82709f9e7bc08b7b61cd5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs with overlapping scaffolding, but they add different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. The shared docs/pipeline infrastructure does not make them the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the better canonical representative only in the sense that it is the more expansive pipeline addition; however, it is not a duplicate of #43612 because it targets a different segmentation task and different supporting model/tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger standalone PR for this cluster because it has broader model coverage and the more complete promptable visual segmentation implementation. PR #43612 is still a distinct change, not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are related by shared segmentation-pipeline scaffolding, but they implement different pipelines with different task docs, class names, and model/test targets. This is not the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "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": "e90270218ef18915f81fdf491b869d77b52614c179e04c57b3685ed89e519ed4", + "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": "These two open PRs both touch `src/transformers/trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They do not look like duplicate fixes or mergeable into one PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: 43651 changes loss-scaling behavior in `training_step`, while 43663 refactors how signature columns are derived for dataset column filtering.", + "best_issue_reason": null, + "best_pr_reason": "If one PR had to represent the cluster, 43651 is slightly stronger because it introduces a concrete behavior hook with clearer user impact and more discussion, but it is not a duplicate of 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: same file, but different code paths and different problems. 43651 adds `_loss_is_scaled_for_ga` to control gradient accumulation loss scaling; 43663 adds `_get_signature_columns` to change model-signature-based column filtering. They are unrelated refactors/fixes, 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": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "4551aebf88caec29350da2840ef9828a8340eff9fb68079a1735a4a622bdf099", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the same file and the same CLI typing area, but they appear to fix different runtime NameError causes rather than the same concrete bug. PR #43842 is the tighter fix for the TypeAdapter annotation/import issue when pydantic is absent; PR #43656 is a broader typing/future-annotations cleanup with additional unrelated annotation changes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more precise and self-contained fix for the explicit TypeAdapter NameError path in `src/transformers/cli/serve.py` and avoids bundling extra typing cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 best matches the concrete runtime failure described in its title/body and is the least speculative fix for the serve CLI NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge: they likely address different NameError sources in the same module. #43656 makes broader postponed-annotation/type cleanup changes, while #43842 specifically fixes the `TypeAdapter` reference when pydantic is not installed." + } + ] + }, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "138003e6bdf0eb523628e79c6fb8158bdfb528343b49f33c8d2158d8f24f54cf", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors to standardize output tracing/decorator-based hidden-state capture. Most pairs are only loosely similar across different model families and should stay separate; the only clear duplicates are within the GPT-J/CodeGen pair and the GPT-Neo pair.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen subcluster: it targets the same files and the same decorator-based output-tracing migration as 44066, and appears to be the later, more focused revision of that exact change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single PR to stand in for the duplicated GPT-J/CodeGen refactor because it directly implements the standardized tracing change on the same code paths as 44066 and is the most concise match to that underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; only the broad tracing refactor theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and different code paths; same high-level output-tracing theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both appear to refactor the same GPT-J/CodeGen tracing code paths to the same decorator-based interface." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RT-DETR ResNet versus EfficientNet; shared issue label does not make them the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations despite similar refactor wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different concrete code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same output-tracing pattern but not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different model families with separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file and look like the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; only the general tracing refactor theme overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; same broad migration style but not the same underlying fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; not the same concrete change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate refactors in different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; no shared implementation target." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; similar refactor style only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet versus Flaubert/XLM; same refactor theme is too broad to merge." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate changes." + }, + { + "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 different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; only the broad output-tracing theme overlaps." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same affected files; this looks like the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "The diff preview points to the same GPT-J/CodeGen tracing migration, so these look like duplicate revisions of one refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J/CodeGen versus SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT versus RegNet/ResNet/RT-DETR ResNet; not the same concrete bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are separate refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s summary is grounded in the packet: the GPT-J/CodeGen and GPT-Neo pairs are the only clearly mergeable duplicates, and the other cross-family pairs are rejected conservatively. The accepted soft edges match the packet\u2019s deterministic-accept pairs, and the rejected ones do not overclaim mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d583ea7632074061900056ae3c5ff72aedf416880fac3f659861a97f67dd0a7b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all look like model-specific refactors to the new standardized output-capture/tracing framework, but they target different architectures and code paths. They share a migration pattern, not a single duplicate change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the most concrete representative: it has an explicit issue target, a clear SpeechT5-specific refactor, and a sizable implementation change centered on output tracing.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best standalone representative because it is narrowly scoped, explicitly linked to an issue, and clearly documents the output-capture migration for one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but they apply to different models (FocalNet vs ImageGPT) and different forward paths; same initiative, not the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with distinct output plumbing; this is a shared refactor pattern, not one underlying bug or patch." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated code paths despite similar decorator/capture_outputs changes; not mergeable as one PR fixing the same problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are model-specific refactors in different files and architectures; they do not appear to fix the same concrete defect." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model migrations to standardized outputs, but they are not the same underlying code-path issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both adopt output-capture helpers, but the implementations and affected forward paths differ; this is not a duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "f8e6eba2aee232207abf0bba27fd1c1ee37e7ee5791fdce7e7e0a0ceaa7fad0d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all separate model-specific PRs for a similar output-tracing refactor pattern, but they do not look like duplicates of the same underlying change. They should be kept distinct.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44003 is the broadest representative in this set, touching two related Mamba implementations and showing the most substantial output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #44003 is the best single representative of the cluster because it has the largest scope among the PRs shown and is a concrete example of the shared refactor pattern without being merely documentation/test churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model codepaths (`timm_backbone` vs `upernet`) and separate PRs." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate changes in unrelated models (`timm_backbone` vs `univnet`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are tracing refactors, but they target different model stacks and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `rwkv`); shared pattern is too broad to be a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated model changes, not one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations; same refactor style is not enough for duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are distinct PRs for separate model codepaths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "These touch different composite encoder-decoder vs mobile vision models." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families; no shared concrete bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate models and separate forward/output refactors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model-specific tracing refactors; not mergeable as one concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are different codepaths and tasks." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures (`univnet` vs `upernet`); only the refactor pattern matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "These are separate model refactors in unrelated code." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are distinct model changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated model families." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and different output-handling implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`/`falcon_mamba` vs `superpoint` are unrelated codepaths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` and `codegen` are different models with separate forward signatures." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are different model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "These are distinct model refactors in unrelated codepaths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models; same output-tracing theme does not imply duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are encoder/decoder-related refactors, but they target different model implementations and forward logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are different models with different output semantics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; only the tracing refactor motif is shared." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model changes in different encoder/decoder and retrieval models." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different composite model types; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and different forward/output behavior." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated codepaths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models; same refactor pattern is too broad to merge." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific output-tracing refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are different architectures and changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model codepaths and output handling." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are distinct model implementations; not one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "1e584ad2380297a541082bb57138cfc793421ad7edc7dc7c48141242c1223457", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated model integrations that only overlap on shared Transformers registration/docs files; one adds PenguinVL, the other adds Voxtral TTS.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 44662 implements PenguinVL, while PR 45401 implements Voxtral TTS; they are different underlying changes and code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is slightly better as a standalone reference because it has an explicit issue target, but it is still not a duplicate of PR 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these PRs add different models with different implementation files and behavior; the shared auto/docs updates are incidental, not evidence of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "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": "d1b7a1504426ffa0ec516c08b7ee699435409c008b5aa8103ec1f24ed7c7e116", + "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 are related by the broad theme of fusion, but they describe different changes: PR 44979 adds a new generic Module Fusion API, while PR 45363 wires up n-to-1 kernel fusion via KernelConfig and example/integration plumbing. They are not the same underlying fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the more foundational, reusable API addition; PR 45363 is a narrower consumer/integration of fusion concepts in a different code path, so it is the better cluster representative but not a duplicate of 44979.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best representative of the cluster\u2019s core topic because it introduces the core module fusion API itself, whereas PR 45363 is a separate kernel-fusion feature built around KernelConfig.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different implementations and scopes: 44979 adds a generic module-fusion framework; 45363 adds KernelConfig-driven n-to-1 kernel fusion plus example/integration changes. They are related, but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "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": "6c65cfe030ca02187f7893b983d06436af80edb1499d3651b20c0fa824b88f5b", + "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 target the same issue. PR #45317 is the stronger canonical choice because it includes the fix plus a test update, while #45086 is a smaller earlier version of the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the best canonical PR: it fixes the same AttributeError in `_patch_mistral_regex`, targets the same issue, and adds a corresponding test change, making it the more complete representative of the duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall PR because it contains the same underlying fix as #45086 but with additional test coverage and a slightly more developed implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug in `_patch_mistral_regex`, same affected file, same target issue, and the later PR is an expanded version of the earlier fix rather than a different 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": 36, + "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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "e8f27bae947a45ff966e0c5e4fea685cac0caf9d62de1d2fa0d39b93b79d3636", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all Nemotron-related and overlap in auto-mapping/docs infrastructure, but they address different underlying changes: NemotronH architecture refactor, NemotronH dense/sparse model split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. None are the same concrete bug or change, so the soft duplicate edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the most central and substantial model-family change in the set: it introduces the NemotronH dense/sparse split and broad architecture/modeling updates, making it the best representative of the NemotronH line of work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest single representative artifact in this cluster because it is broader than the other PRs and touches the core NemotronH implementation rather than only docs, auto registration, or a narrower ASR variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related by model family and shared files, but 45115 is a NemotronH-to-GraniteMoeHybrid conversion refactor while 45569 is the later full NemotronH / dense-sparse model split. Different underlying change." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Both touch Nemotron-related auto/model plumbing, but 45569 is about NemotronH architecture/modeling, while 46565 adds Nemotron 3.5 ASR streaming. Distinct code paths and features." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "These are separate ASR model additions: 46332 introduces Nemotron ASR Streaming, while 46565 introduces Nemotron 3.5 ASR Streaming. Same broad area, different model and change set." + } + ] + }, + "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": 36, + "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": "b1a6dfbcf889532325adb8238cadb247b45dab3658c26b3d26402caeb4a02f62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-model feature PRs, but they are not duplicates: one adds per-layer config plumbing, the other adds broader model/cache/masking integration built on top of that foundation.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the best single representative because it covers the end-to-end heterogeneous model/runtime changes, while #45333 is a supporting per-layer config foundation rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest cluster anchor: it spans the main user-facing modeling/cache work and subsumes the config machinery conceptually, whereas #45333 is narrower and prerequisite-like.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct: #45333 introduces per-layer configuration support, while #45332 adds broader heterogeneous modeling/cache behavior. They touch shared infra, but they do not fix the same concrete code-path problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "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": "a24021cbc7ad192a4da291033e68eb4dfcdda2ce0c6a7eea9c0191689498dba2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related and overlap in a few files, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds new typing helpers/protocols and targeted fixes for `modeling_utils` and related modules.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused, concrete change: it introduces shared typing aliases/protocols and targeted modeling utility typing fixes, making it a better representative of the specific code-path issue than the broad type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative because it has a narrower, clearer technical scope centered on reusable typing definitions and specific integration points, rather than a wide mechanical cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They are not the same underlying change. #45415 is a large repo-wide typing enablement pass, while #45425 adds typing infrastructure and targeted fixes for specific utilities; shared files alone are 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": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "627ae8f475698781817760e17f4746ab3d81ddc603507f95e6344d4b55f1da39", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both cache-related, but they fix different bugs in different model families: Qwen3.5/Qwen3-Next/Olmo hybrid linear attention vs Mamba2 use_cache handling. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR for this cluster: it targets one concrete Mamba2 bug, has an explicit linked issue, and the diff is tightly scoped to seq_len>1 cache behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest representative because it is narrowly focused on a specific code path and bug, whereas PR #45513 spans multiple model files and variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying problems and code paths: #45513 fixes multi-token cached forward for Qwen3.5/Qwen3-Next/Olmo hybrid linear attention, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1. Shared cache terminology is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "1b27bf557bd1206a60de3aa7ce1c44af1169c98a51c1f088dbee8e6367b57db2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both expert-parallelism related, but they fix different bugs in different loading paths: one is about serializing/loading distributed_config and exposing has_ep, while the other prevents expert parameters from being overwritten during shard wrapping. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct EP-related fixes in different code paths (config/loading plumbing vs. shard post-processing).", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger representative because it fixes a concrete runtime corruption bug in the loading/sharding path; 45548 is narrower and mainly adjusts config serialization plus an EP helper property.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths. 45548 targets distributed_config serialization and EP detection for accelerate/ZeRO-3 loading; 45662 targets FSDP2 expert parameters being overwritten by rank-0 broadcast via post_shard_wrap. They are related by theme but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "10271c01ec1e15c4e95e695eca045c80949e34efebe076af9768e1be4c894f20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info collision problem around patched testing debug logs. PR 45645 is the broader, more complete fix: it includes the testing_utils change plus CI log aggregation changes, so it is the better canonical PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete implementation of the same xdist-safe captured_info fix, with the core testing_utils change plus the CI-side handling needed to read multiple worker files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the underlying change because it addresses the collision problem end-to-end, not just the local file-writing side.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info/xdist collision in patched testing logs, and 45645 appears to be a superset of the narrower 45639 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": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "ef8ea4e00fa60bc8b10e49e31814339e846bd1f421a5062d5171f72a622cd013", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are about attention-dispatch support, but they target different model families and code paths. The third PR is unrelated model-mapping cleanup. No duplicates here.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the most focused representative: it adds attn_implementation dispatch for a single model family with a narrowly scoped code change. #46401 is broader and #45670 is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the best cluster anchor because it captures the core theme without mixing in extra model families or an unrelated fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different problems: #45670 only adds GLM-ASR to auto-model mappings, while #46320 implements attention-dispatch support for RecurrentGemma. No shared concrete bug or mergeable fix path." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "#45670 is an auto-class registration tweak; #46401 adds attn_implementation dispatch for BLIP-2/InstructBLIP variants. They are unrelated changes, not the same underlying bug." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both concern attn_implementation dispatch, but for different model families and different implementation paths. This is a broad feature area, not the same concrete bug/change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "262752bcf3905206783dc367f9532ed41b0880130f04468a14cd3affa46761b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both linter-rule chores, but they implement different rules on different code paths and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the better representative of the cluster because it is the more substantial linter-rule change and has broader discussion/activity, but it addresses a different rule than 45720.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the strongest standalone representative here due to its larger modeling-rule sweep and review activity, though it is not a duplicate of PR 45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different fixes: 45720 implements TRF003 across `forward`/tuple-return handling, while 46259 implements TRF018 around `_init_weights` initialization patterns. They touch some of the same model files, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "2b8c4061d1672573621e0073734eef447352b51c2bb0ee13fbdeb080650f068f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a broad model/workflow change set, the other is a ViT test migration. They do not fix the same concrete bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR. PR #45932 touches workflow secrets plus multiple model/config files, while PR #46100 is a test-migration change for ViT; their purposes and code paths differ.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the better representative of the pair because it contains concrete runtime/config changes across model code, whereas PR #46100 is purely test-focused and more incidental to the core product code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the diffs are unrelated in substance. #45932 updates CI secrets and multiple model implementations/configs; #46100 adds/migrates ViT tests. They do not appear to address the same underlying bug or merge into one PR naturally." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "47ea8934e7f13f0c88ada9341c5c91327c63c34882d4a46b8ca166bfed3237ee", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8399, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8399, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad theme\u2014adding attn_implementation/SDPA dispatch support\u2014but they target different model families and code paths (CTRL, T5, and wav2vec2/audio stacks), so they are not duplicates of one concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the cleanest representative of the cluster: it is a focused, model-specific SDPA dispatch change with a comparatively small scope, making it the best exemplar for this theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same high-level goal, but different model/code paths (CTRL vs T5). They are separate concrete implementations, not one mergeable fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Different architectures and subsystems (CTRL vs wav2vec2/audio models). The overlap is only the generic SDPA dispatch theme." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 and wav2vec2/audio are distinct model families with distinct attention code paths; too broad to treat 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": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "00feb34c1384d2c661457423df4657e7a5babaefd287f3aeb1e52b9b31129543", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related distributed-training PRs with overlapping files, but they target different scopes: one is a broad distributed branch base, the other is a narrower EP + Trainer integration layer. They are not the same concrete change and should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46269 is the broader, more central representative of the cluster: it introduces the distributed branch base and touches the shared infrastructure that the other PR builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 46269 is the best cluster representative because it is the more comprehensive distributed-infra change, while PR 46126 is a narrower follow-on integration PR rather than the same underlying fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Overlap in distributed filenames does not imply duplication. 46126 is specifically EP + Trainer integration on top of DistributedConfig, while 46269 is a much broader distributed branch base touching many subsystems; they are not the same concrete code-path change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "794465cd231eb67f9bbf283b61d8a3378a5aee64fac89fa847ba878e7b87d45d", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow maintenance PRs. The only near-clustered items are three separate edits to the same security-gate workflow file, but they change different code paths and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and representative of the pr-ci-security-gate workflow changes, but it is not a true duplicate of the later edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 has the clearest concrete workflow fix and is the best standalone representative in this set, though the set contains no true duplicate PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior; both are generic chore updates, not the same fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes in different files; no shared concrete bug or patch." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow file and distinct change; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Self-comment CI input handling vs build-ci docker tag detection are separate workflow fixes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different security/operational concerns; not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark trigger logic address unrelated problems." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows with different purposes; no same code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflow update; same broad area is not enough to merge as duplicate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner changes are unrelated to pr-ci security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and distinct fixes; not the same underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions tweak vs benchmark trigger change are separate workflow updates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different behavior; not duplicates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci shell handling are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and no shared concrete bug fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers base ref checkout and benchmark dispatch support are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and different code paths; not the same change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers workflow fix is unrelated to pr-ci security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-ci input handling are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow behavior and different files; no duplicate bug/change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci commit-message handling and pr-ci security-gate logic are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow file and distinct fix; not duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different edits: 46554 adds checkout/diff checks, 46558 changes permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but 46563 only adds safety comments around the reusable workflow reference; not the same fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but different changes and no shared concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different concerns; 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": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "fd3a451160fdf0a4f96d45252af3eff068549490dc3b66e6b44b28a008809040", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs that replace file-open source reading with source-introspection, but they target different code paths and are not the same change. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46152 is the broader representative of the cluster: it introduces a shared source-resolution helper in import_utils for the self-source-reading problem.", + "best_issue_reason": null, + "best_pr_reason": "PR 46152 is the better cluster representative because it addresses the underlying source-reading mechanism directly and is the more general change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Similar theme, but different concrete fixes in different modules. One changes import_utils source resolution; the other changes _can_set_attn_implementation in modeling_utils. They do not look mergeable into one PR without conflating separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "7e35fa99dbed443495ab5253b8c2cd9e89eec63874f93b40d874f80041e9ebe5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-identical fixes for the StaticLayer get_seq_length type hint; the third PR is a separate static-cache configuration fix and should not be merged with them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46173 is the cleanest canonical duplicate: it is the earlier of the identical type-hint fixes, has the explicit linked issue target (#45987), and the diff matches the later duplicate.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46173 is the best representative of the duplicate pair because it directly addresses the shared issue target and its change is identical to pull_request:46474.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs: one changes static cache max length handling in generation, the other only widens StaticLayer.get_seq_length type annotations. Same subsystem, but not the same underlying change." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying fix: both change StaticLayer.get_seq_length from int to int | torch.Tensor in cache_utils.py and both target issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The 46173/46474 pair is clearly the same bugfix with identical cache_utils.py type-hint edits and the same issue target, and the 46436 change is a separate static-cache configuration fix in a different file. The soft-edge verdicts are conservative and consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "bc08696163c852c914d1b353bd6d86e6a52fb3bc601aafc65590483ac7368e3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the right-side sliding window mask (`-dist <= right_window_size` instead of `<`) for `moonshine_streaming`; PR 46546 is the broader, more complete variant and also updates `gemma4`.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the best canonical PR because it contains the same boundary fix for `moonshine_streaming` plus the corresponding `gemma4` adjustment and tests, making it the more complete representative of this bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall representative: it fixes the concrete off-by-one window boundary bug in the shared mask logic and includes validation coverage, whereas PR 46310 only applies the fix to `moonshine_streaming`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Accept: both PRs fix the same concrete right-window boundary off-by-one in `moonshine_streaming`'s mask function; PR 46546 is a superset that applies the same fix and could plausibly subsume PR 46310." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "9a3bf820ab4bb93cab7920b267afbb9e19b05f3f06b279bb138a9e74be81e3e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support, while the other adds the HunYuan VL model stack and documentation. The soft duplicate signal is not supported by filenames or change intent.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: these PRs address different code paths and different user-facing features, so neither should be treated as the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the more self-contained and complete change set (model, processors, docs, tests), making it the cleaner representative artifact of the cluster, though it is not a duplicate of the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Reject: the PRs target different subsystems and problems. One modifies continuous batching internals for multimodal support; the other adds an entirely new HunYuan VL model implementation and related docs/tests. They could not plausibly be merged into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "52b4716d2fc30d69d3acdbb25bd46dcd24e47abbf80725af3b3d51b4abb86e64", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Mistral PRs overlap in files but target different changes: one refactors/moves MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the better canonical representative because it introduces the substantive tokenizer behavior changes; PR #46603 is mainly a code move/refactor of MistralConverter.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the most suitable representative for the cluster since it carries the user-facing feature work, whereas #46603 is largely structural cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: #46603 moves MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files do not imply the same concrete fix, and they would not merge cleanly as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/manifest.json b/snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..03ab2cb650606d89a030d0e886fe59b6f304ed34 --- /dev/null +++ b/snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260613t000024z", + "artifacts": { + "hybrid": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-13T00:09:07Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260613T000024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260613T000024Z/manifest.json b/snapshots/20260613T000024Z/manifest.json index 97b53f009a4d4edd3689ac4be9b838b0fcfc5d5d..1865efb87f33a837b5fbe08643d2194afc93e6af 100644 --- a/snapshots/20260613T000024Z/manifest.json +++ b/snapshots/20260613T000024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 203 }, "extracted_at": "2026-06-13T00:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260613t000024z", + "runs": { + "hybrid-model-20260613t000024z": { + "analysis_id": "hybrid-model-20260613t000024z", + "artifacts": { + "hybrid": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260613T000024Z/analysis-runs/hybrid-model-20260613t000024z/manifest.json", + "model": null, + "published_at": "2026-06-13T00:09:07Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260613T000024Z", "watermark": {