diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 74b79bb2efa0dd7bf8324c02f96c294342ff4a9d..8cbfe79bdcb55a9306a0dd0e6252e4c6f7ad0917 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": "20260425T120019Z", - "generated_at": "2026-04-25T12:06:34Z", + "snapshot_id": "20260425T180017Z", + "generated_at": "2026-04-25T18:02:06Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 70a202f8787d9d6c96a588ac653317f1aaf799fd..178a75e527227c1d55fedbbbce27bb2fe7b56e9c 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": "20260425T120019Z", - "generated_at": "2026-04-25T12:06:34Z", + "snapshot_id": "20260425T180017Z", + "generated_at": "2026-04-25T18:02:06Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -84,8 +84,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -582,8 +582,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -925,8 +925,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1282,8 +1282,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1596,8 +1596,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1966,8 +1966,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2314,8 +2314,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2643,8 +2643,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2954,8 +2954,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3262,8 +3262,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3629,8 +3629,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3944,8 +3944,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4255,8 +4255,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4567,8 +4567,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4861,8 +4861,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5175,8 +5175,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5472,8 +5472,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5812,8 +5812,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6131,8 +6131,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6425,8 +6425,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6737,8 +6737,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7087,8 +7087,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7405,8 +7405,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7724,8 +7724,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8022,8 +8022,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8319,8 +8319,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8710,7 +8710,7 @@ "issue:44683|issue:45446", "issue:44466|issue:44913" ], - "prepared_review_unit_hash": "4d2041ec799464ef48dd817daafb571a24bcd3e2d69ff3e1e88f0158e385a412", + "prepared_review_unit_hash": "b275114c4324c24fe27f939a98c51b45ca12e506126c06cba51a12fe3dc999d8", "component_budget": { "node_count": 374, "item_count": 374, @@ -8732,198 +8732,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives: the paired issues target different subsystems, models, or failure modes, so none should be merged as duplicates. There is no clear canonical issue in this mixed set.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a good canonical here; the candidate pairs are heterogeneous and do not share one underlying bug or change.", + "summary": "This cluster is largely heterogeneous: most pairs are superficially similar but describe different bugs, regressions, or docs/examples. I would not merge any of the soft edges. The only noticeable subtheme is tied-weights / serialization behavior, where issue 44466 is the broadest representative.", + "confidence": 0.34, + "canonical_issue_reason": "issue 44466 is the most general and central of the tied-weights/serialization reports; it frames the bug broadly and is more representative than the narrower model-specific variants.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a global representative because the set spans unrelated import errors, model regressions, docs problems, and pipeline/config bugs.", + "best_issue_reason": "issue 44466 is the best cluster representative because it captures the shared lm_head / tied-weight serialization theme in a model-agnostic way, whereas the other nearby issues are more specialized.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5-related symptoms: LoRA/weight-tying collapse vs incorrect visual encoder keys on save_pretrained." + "reason": "Different failures: LoRA merge / tied embeddings collapse vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Unrelated areas and failures: gather_for_metrics label dropping vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Unrelated subsystems: distributed metric gathering label dropping vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen recurrent state reset with cache." + "reason": "Different model paths and bugs: CLIPVisionModel hidden_states regression vs Qwen3 recurrent state reset with cache." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 indentation/torch.jit parsing issue is not the same as flash_attention s_aux=None AttributeError." + "reason": "One is a Python 3.13 import/parsing issue in DebertaV2; the other is a flash-attention AttributeError on s_aux=None." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Generic placeholder issue vs audio feature extraction bug; no shared concrete code path." + "reason": "A placeholder issue title does not match the audio feature extraction bug." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors are unrelated to the DebertaV2Model import parsing failure." + "reason": "Both involve Python/runtime errors, but the concrete causes differ: compiled-file execution vs torch.jit parsing of a decorated function." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different multimodal/video processing bug versus serve KV-cache tensor indexing crash." + "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct config reload behavior." + "reason": "Non-persistent buffer junk fill is unrelated to GPTNeoX rotary_pct reload persistence." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize mismatch and Whisper empty-transcription generation failure are separate bugs." + "reason": "Resize-token-embeddings / tied output embeddings is unrelated to Whisper empty transcription generation." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version packaging failure is not the same as a DebertaV2 Python 3.13 import parsing error." + "reason": "Version-support regression vs a specific indentation/parsing failure in a model import." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Optional post_init enforcement and ModelOutput key assignment are different API/behavior issues." + "reason": "Optional post_init handling and ModelOutput key assignment are separate implementation bugs." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying bug in Mistral3ForConditionalGeneration does not match Qwen3.5 checkpoint save_pretrained regression." + "reason": "Different multimodal/model-save problems: lm_head tying in Mistral3 vs incorrect Qwen3.5 checkpoint serialization." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to local dataset loading in the image-classification script." + "reason": "Torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the image-classification script." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification example returning empty results is a different script and failure mode from dataset loading." + "reason": "Different example scripts and symptoms: empty multi-label classification output vs dataset loading failure." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 token embedding resize behavior." + "reason": "Processor/tokenizer API regression is not the same bug as Gemma4 resize_token_embeddings not updating embeddings." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Two different CI failures with different root causes and code paths." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference cleanup." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime limit has nothing to do with Whisper empty transcription handling." + "reason": "Category-count overflow is unrelated to Whisper generation failing on empty transcription." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + "reason": "Video-classification processor lookup and a notebook syntax error are not the same underlying issue." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors are not the same as local dataset loading failure in the no-trainer script." + "reason": "SigLIP2 docs/example errors are unrelated to the local-dataset loading failure in the image-classification script." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules; not the same bug." + "reason": "Both are import errors, but they involve different symbols and causes: a model-specific processor export vs top-level AutoImageProcessor availability." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache continuation crash is unrelated to trust_remote_code cache path collisions." + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions affect different subsystems and are not mergeable as one fix." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4MultimodalConfig default-init issue differs from missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + "reason": "Different config bugs: default vision/audio config initialization vs missing deepstack_visual_indexes serialization/strict handling." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying regression." + "reason": "Unrelated import failures in different modules with different missing symbols." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor _tokenizer crash is unrelated to cache-path collision for local trust_remote_code models." + "reason": "Gemma4Processor missing _tokenizer and trust_remote_code cache collisions are separate failure modes." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to cache path collisions." + "reason": "One is an API removal breaking trust_remote_code models; the other is a cache-directory collision bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing crash are distinct." + "reason": "LayoutLMv2 tokenizer batching/NER crash is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to audio feature extraction failure." + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Backend dependency packaging issue is too generic and does not match the other transformers dependency report as the same bug." + "reason": "TensorFlow extra/dependency packaging issue is not the same as a generic transformers dependency issue." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-flex_attention failure and the other is an incorrect version check for AuxRequest import; different concrete defects." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compilation failure and the other is an import/version-check issue; not the same concrete bug." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Device-dependent lm_head serialization bug is unrelated to GPTNeoX rotary_pct config reload regression." + "reason": "Both concern config/state persistence, but tied lm_head serialization and rotary_pct reload are different model behaviors and fixes." } ] }, @@ -9028,7 +9028,7 @@ "issue:44683|issue:45542", "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "2bea3d432659b5501cbfa28aba1955383f9366b860bc588d078b17e6c936e2ab", + "prepared_review_unit_hash": "1f9829933f1fc4e786df6ac7abc182aee684ef2f20d381438a05b646905eb62c", "component_budget": { "node_count": 374, "item_count": 374, @@ -9050,192 +9050,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bug reports; none of the suggested soft edges look like true duplicates, so I rejected all of them.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct regressions, model-specific loading/saving bugs, and unrelated CI/docs/import problems. If forced, issue 45278 is the broadest umbrella report, but it is not a duplicate target for the rest.", + "summary": "This cluster looks like a broad false-positive mix of unrelated Transformers regressions (imports, config save/load, model loading, training, docs, and test flakes). None of the proposed soft pairs appear to be the same underlying bug/change, so all are rejected. If forced to anchor the set, issue 43824 is the broadest and most-referenced API breakage report.", + "confidence": 0.68, + "canonical_issue_reason": "43824 is the strongest anchor only because it has the widest impact signal (high discussion/inbound refs) and represents the broad \"public API import broke\" theme better than the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the broadest general report in the set and could serve as a coarse umbrella for migration/import breakage, but it is still too generic to canonicalize these heterogeneous issues.", + "best_issue_reason": "43824 is the best representative issue in this noisy set: it has the clearest, most central regression signal and the strongest engagement, even though the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "One is a slow-import complaint; the other is about unsafe sys.modules access. Related area, different bug." + "reason": "Different problems: import latency vs unsafe sys.modules access; no same concrete bug." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different Qwen versions and different failures: model loading vs save_pretrained checkpoint corruption." + "reason": "Both are model regressions, but one is a Qwen3VL load failure and the other is a Qwen3.5 save_pretrained checkpoint bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/loading, but one is missing fields under trust_remote_code and the other is an unrecognized model missing model_type." + "reason": "Both involve config/model loading, but the root causes differ: missing fields after trust_remote_code vs unrecognized model_type." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but different code paths: saving dequantized weights vs FlashAttention load/runtime failure." + "reason": "Same family name, but one is save/load for dequantized models and the other is a FlashAttention runtime failure." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Completely different subsystems: processor/tokenizer regression versus t5gemma embedding resize behavior." + "reason": "Unrelated code paths: processor/tokenizer image handling vs resize_token_embeddings not propagating to decoder embeddings." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error versus AddedToken keyword-argument bug; no shared underlying defect." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a specific model-load failure; the other is stale auto_mappings references breaking CI. Different root causes." + "reason": "Model-loading failure vs stale auto_mappings references in CI; not the same underlying issue." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Version/Python compatibility issue versus a specific model-loading regression." + "reason": "Python version compatibility problem vs a model-loading regression; different causes and fixes." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache bug and ANSI output formatting bug are unrelated." + "reason": "Generation cache bug during chunked_prefill is unrelated to ANSI output in loading_report." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech versus Phi-4 multimodal loading failure; unrelated." + "reason": "CI stale test failure is not the same as a runtime model-loading issue." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed Sam3LiteText mappings." + "reason": "Qwen3-MoE sliding_window behavior and stale config mappings are unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug versus Whisper empty-transcription generation failure; different code paths." + "reason": "Different models and different paths: embedding resize bug vs Whisper empty-transcription generation failure." }, { "left": "issue:45561", "right": "issue:45632", "accept": false, - "reason": "Both mention file/path issues, but one is a pytest-xdist race and the other is a trust_remote_code cache collision." + "reason": "Both mention file-path issues, but one is xdist captured_info race and the other is trust_remote_code cache path collision." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." + "reason": "Both are import errors, but they reference different missing symbols/modules and different breakage surfaces." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Generic dependency complaint does not match the specific Python-version regression." + "reason": "A Python-version incompatibility is not the same as a generic dependency issue." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config issue versus PIL backend incorrectly requiring torchvision." + "reason": "Unrecognized model config and unnecessary torchvision dependency are distinct load-path problems." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different failure surfaces; no evidence of the same bug." + "reason": "Different model families and different failure modes; not mergeable into one fix." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug versus Qwen3.5 save_pretrained regression; unrelated." + "reason": "Loading-time dtype propagation bug vs save_pretrained checkpoint corruption are separate issues." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same family name, but one is a loading failure and the other is incorrect visual-encoder key serialization." + "reason": "Load failure for Qwen3VL MoE vs incorrect visual encoder keys on Qwen3.5 save_pretrained." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image-processor label reduction bug versus pipeline docs mismatch." + "reason": "Image-processor label reduction bug and docs mismatch for return_all_scores are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a Qwen warning about tie_word_embeddings are unrelated." + "reason": "SGD args not used and a tie_word_embeddings warning are not the same code-path bug." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but assistant-mask generation and rope-index scaling are distinct bugs." + "reason": "Different multimodal bugs in different areas: assistant masks vs rope position scaling." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss logic versus Gemma 4 multimodal token-id defaults; different implementations." + "reason": "Load-balancing loss and mm_token_type_ids defaulting are separate training/config issues." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Gradient-checkpointing eval-mode behavior and D-FINE auxiliary loss omission are unrelated." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache import may be one symptom of broader breakage, but the reports are not the same concrete bug." + "reason": "Specific missing HybridCache import vs a broad report of many import errors; not the same concrete bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline versus a model-loading configuration error." + "reason": "Documentation drift is not the same as a model-type/config loading failure." }, { - "left": "issue:43927", - "right": "issue:45632", - "accept": false, - "reason": "Save/load token-ID corruption and local trust_remote_code cache collisions are different bugs." - }, - { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Same as above: documentation mismatch is unrelated to model-type loading failure." + "reason": "Python support mismatch and an unreleased dependency pin are different dependency problems." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch and missing TensorFlow backend are unrelated." + "reason": "Torch flex_attention compilation failure is unrelated to TensorFlow/tensorboard backend detection." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs in different models: default subconfig initialization versus missing pad_token_id." + "reason": "Both are config initialization bugs, but they affect different models and different missing/default fields." + }, + { + "left": "issue:45561", + "right": "issue:45632", + "accept": false, + "reason": "Two separate file/race issues in different subsystems; they do not look like one underlying bug." } ] }, @@ -9254,8 +9254,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9559,8 +9559,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9865,8 +9865,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10162,8 +10162,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10472,8 +10472,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10798,8 +10798,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11137,8 +11137,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11476,8 +11476,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11766,8 +11766,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12097,8 +12097,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12437,8 +12437,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12777,8 +12777,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13110,8 +13110,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13478,8 +13478,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13916,8 +13916,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -14062,8 +14062,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -14125,8 +14125,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -14228,8 +14228,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-14", "nodes": [ @@ -14492,8 +14492,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -14608,8 +14608,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -14671,8 +14671,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -14734,8 +14734,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -14797,8 +14797,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -14897,8 +14897,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -15022,8 +15022,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -15142,8 +15142,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-13", "nodes": [ @@ -15338,8 +15338,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -15401,8 +15401,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -15530,8 +15530,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-2", "nodes": [ @@ -15593,8 +15593,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42166-2", "nodes": [ @@ -15656,8 +15656,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42227-4", "nodes": [ @@ -15756,8 +15756,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -15819,8 +15819,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-9", "nodes": [ @@ -15966,8 +15966,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-3", "nodes": [ @@ -16044,8 +16044,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -16107,8 +16107,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -16170,8 +16170,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-3", "nodes": [ @@ -16310,8 +16310,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -16761,8 +16761,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -16856,8 +16856,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -17211,52 +17211,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "c617a66fbd9f69e1d3001ac8592df288a9d483bcc7bb3cf7516a13169b2ab085", + "prepared_review_unit_hash": "9119c54ac7cfa5fc33db00d0abe13183c66dd3b74fed90723cc734f158dd6790", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10844, - "estimated_input_tokens": 2711, - "estimated_eval_tokens": 5678 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10844, - "estimated_input_tokens": 2711, - "estimated_eval_tokens": 5678 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic Transformers plumbing like auto-mapping and docs, not the same underlying code change or bug fix, so none should be clustered as duplicates.", + "summary": "These are three separate model-integration PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers scaffolding like auto-registry/docs updates, not the same underlying code change.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each PR implements a different model, so the overlap is just shared integration boilerplate rather than a duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest standalone representative in this set: it is a complete model addition with substantial implementation/test coverage and high review activity, but it is still unrelated to the other two PRs.", + "best_pr_reason": "45075 is the strongest standalone PR candidate because it is non-draft and has the most review activity, but it still represents a distinct model addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions for PenguinVL vs Voxtral TTS; overlap is limited to shared framework registration/docs files, not the same concrete model codepath or fix." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared docs/auto-registration files are generic boilerplate, not the same fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model implementations with different architectures and files; shared auto-registration and docs plumbing is too generic to treat as a duplicate." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with only broad Transformers registration overlap." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS address different models and functionality; they only coincide in generic Transformers integration points, so they are not the same change." + "reason": "Different model integrations (DeepSeek-OCR-2 vs Voxtral TTS); they do not patch the same code-path problem." } ] }, @@ -17275,8 +17275,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -17338,8 +17338,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -17401,8 +17401,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -17464,8 +17464,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -17527,8 +17527,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45394-5", "nodes": [ @@ -17635,8 +17635,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -17698,8 +17698,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8e00f167989d49c061a313d118f0eef0138b7c8c..86be1faf8bdad97c9fc83b9017c6eb0225b5ca3e 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260425t120019z", + "analysis_id": "hybrid-model-20260425t180017z", "archived_artifacts": { - "hybrid": "snapshots/20260425T120019Z/analysis-runs/hybrid-model-20260425t120019z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260425T120019Z/analysis-runs/hybrid-model-20260425t120019z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-25T12:06:36Z", + "published_at": 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a/snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..178a75e527227c1d55fedbbbce27bb2fe7b56e9c --- /dev/null +++ b/snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17757 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260425T180017Z", + "generated_at": "2026-04-25T18:02:06Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + 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The only somewhat related pair is the two loading-related issues, but they still appear to describe different failure modes.", + "confidence": 0.35, + "canonical_issue_reason": "Issue #16618 is the best representative only because it is the broadest and most central to model-loading behavior, with the strongest discussion signal among the three.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the clearest cluster anchor: it is the most general model-loading report and is more representative than the highly specific tokenization issue or the private-download auth error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different problem from a failure to load bert-base-uncased; they do not look like the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading/download, but one is specifically about unauthenticated access to private models and the other is a generic 'can't load the model' report; too different to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:30277|issue:43638", + "issue:34634|issue:35545", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:41093|issue:43638", + "issue:39290|issue:43531", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "be3ae08a2bf4057898a5d5072f602548ad6ce94141ebb4d78562a0c18088b8bb", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46481, + "estimated_input_tokens": 11621, + "estimated_eval_tokens": 23498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model/config/docs regressions were grouped by loose textual similarity. 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The rest of the cluster is too mixed to serve as a single canonical topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a missing config field and the other is a streaming chat/completions failure; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different failure contexts; both mention model/GPU issues but not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime dtype/GPU-adjacent errors, but on different model families and code paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different problems: AMD GPU execution failure vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 error and GPT-OSS AMD GPU failure are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error; no shared concrete bug." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export failure modes: ONNX export vs FineGrainedFP8Config load failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues for v5 removals, but they reference different removed features and not the same concrete change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import error are separate regressions." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape errors, but one is DeepSpeed ZeRO-3 BERT loading and the other is a mask-shape mismatch; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and code paths; only the DeepSpeed BERT pair is a true duplicate." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch vs GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both involve tensor-shape-like failures, but the Qwen3.5 SFT issue is distinct from the mask index error." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping/name-generation bug vs mask shape mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures with different models and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset issue is unrelated to ONNX export." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete DeepSpeed ZeRO-3 bug: index 0 out of bounds during BERT loading/non-pretrained BERT initialization." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both mention detokenization / LoRA, but they are distinct language/model-weight issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel support are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask-shape indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the failures are different: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated problems: detokenization bug vs AMD GPU model loading failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed BERT index error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing tensor mismatch vs CustomTrainer API signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Both are model-related, but one is dtype mismatch and the other is an invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3/Gemma sliding-window config problems and tokenizer regex patch crash are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing recompute mismatch is unrelated to device-mapping cudaErrorAssert." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they concern different removed items and should stay separate." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and different symptoms: image-preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Dtype mismatch and embedding unpacking failure are not the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and autocast dtype mismatch are separate regressions." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer API change are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape indexing error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs GenerationMixin import failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 load failure and BERT ZeRO-3 index error are different model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs about return_all_scores and docs about the removed run command are different documentation issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation inability to load checkpoints are not the same issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both have index/shape errors, but the masked-tensor mismatch and the DeepSpeed BERT zero-size index error are distinct." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different sliding-window-related config bugs on different model families; not the same concrete defect." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights and checkpoint corruption are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is chat-template crash and the other is streaming chat/completions failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime failure and pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import regression and Gemma3 sliding-window attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-node compilation error are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Similar IndexError wording, but different models and likely different tensor shapes/causes." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge (43596/43638) is clearly supported by matching DeepSpeed ZeRO-3 index-out-of-bounds reports on BERT, and the other pairings are appropriately rejected without overclaiming. The heterogeneity assessment is also consistent with the titles and available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:44560|issue:45507", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "d9988ee5495cddd227294a48716725dc65d6bb305c7964d95ea3544d053aa32b", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37571, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports. The only clear duplicate group is the Transformers 5.x non-persistent-buffer corruption regression: #43644, #43950, and #44534 are the same underlying bug. The rest are only loosely similar by model family, API area, or v5 regression theme and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "#43950 is the clearest representative of the shared non-persistent-buffer regression: it names the failure mode directly and matches the duplicate chain with #43644 and #44534.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best overall issue to anchor this cluster because it most precisely describes the shared bug and is the most explicit of the duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5/config regressions, but one is StableLm pad_token_idx and the other is a generic PretrainedConfig/pydantic field break; different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different failures: int4 quantization/OOM versus tied-weights behavior on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE/GPT-OSS-style models, but one is a grouped_mm tracing error and the other is a tensor-parallel setup issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated symptoms and code paths: autocast dtype mismatch versus streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both touch v5 initialization/config internals, but one is init_empty_weights/_is_hf_initialized and the other is a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different architectures and failures; one is GGUF gpt-oss support, the other is Qwen3.5 streaming inference." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is a different bug from the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer mapping/add-new-model-like issue is unrelated to the Qwen3.5 streaming API failure." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different models and stack traces; Gemma3 vLLM attribute error is not the same as MobileLLM key error." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports degraded embeddings and the other reports nonsensical AutoModel/pipeline outputs; too little evidence of the same root cause." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different MoE/quantization/runtime failures; no shared concrete code path." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they occur in different model-loading paths and don't indicate the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Different MoE issues: FineGrainedFP8Config versus torch dynamo grouped_mm tracing failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model/perplexity report versus a generic GLM5 issue title." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error is a different training-time failure from TRL unpacking embeddings." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but the affected models and failure modes are different; not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights translation regression are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer bug and a docs typo about the removed run command are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3-MoE is a different problem from flash-attn2 fallback logic." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 TRL unpacking versus GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation-ish, but they target different content and do not represent the same change." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different symptoms; detokenization bug versus NVFP4 runtime error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers 5.x non-persistent-buffer corruption regression, just described with different wording." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying bug: Transformers 5.x corrupts non-persistent buffers during load/save behavior." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken documentation example and the other is a model quality complaint." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different failures; dtype mismatch under autocast versus Qwen3.5 RLHF gradient explosion." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy loading output are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method call are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer unexpected-argument TypeError and Gemma3 ZeRO-3 IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only clearly supported duplicate set is the Transformers 5.x non-persistent-buffer regression around #43644, #43950, and #44534, and the other pairwise rejections stay on the safe side of the evidence. No overclaiming stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:44403|issue:44488", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "429445cb02b3bf45d9726756c2d41c585d01862f6dd72e4c4bd0dc4ac17d42b3", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38599, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers 5.x regressions around model/tokenizer loading and a few documentation/reporting issues. The only clear duplicate subgroups are the SigLIP2 discrepancy reports and the pipeline-docs regression; most other pairs are only superficially similar and should stay separate.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45020 is the broadest and most representative open issue in the set: it captures the recurring theme of recent-version regressions affecting remote_code/model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster\u2019s main user-facing failure mode and is the most useful umbrella issue to anchor related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different root causes: bitsandbytes init kwargs vs missing torch storage class." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both report SigLIP2 output/quality regressions and point to the same underlying implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is about LoRA/gradient checkpointing behavior and the other about int4 quantization OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both concern SigLIP2 behaving differently from the expected/original implementation, so they look like the same underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different crashes; no shared concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a Python 3.13 import_utils KeyError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "43643 is a specific AutoConfig trust_remote_code field-loss bug; 45020 is a broad umbrella for remote_code breakages, not the same concrete defect." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen3-related training/memory problems with different symptoms and likely different code paths." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different loading failures; no concrete overlap." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is a generic log-noise complaint, the other is a specific model loading failure." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "The LoRA compatibility regression and the tie_word_embeddings warning are related to Qwen3 fine-tuning, but not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different DeepSpeed/FP8 failure modes." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different user-visible regressions: detokenization vs model loading." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regressions vs a specific tokenizer codec/fix_mistral_regex regression are not the same defect." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES failure is a separate registry bug, not the same as remote_code loading breakage." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "SigLIP2 embedding quality and BF16->FP32 dtype drift are different symptoms with different likely causes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and bitsandbytes Int8Params initialization are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for est-roberta and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same documentation regression: stale pipeline task references after v5 removals." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and a low-level fbank feature helper issue are not clearly the same bug from the available evidence." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback gating are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are distinct model state issues." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and an Ovis2 checkpoint corruption report are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FineGrainedFP8Config failure is a specific Qwen3 MoE training issue, not the same as broad remote_code regressions." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM config/key loading and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer error messaging and est-roberta tokenizer loading failure are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different failure classes: config/key error vs broad remote_code breakage." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3 ZeRO-3 loading failures, but they affect different model variants and the available evidence is not enough to treat them as the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized / init_empty_weights style loading, but the reported failure modes differ enough to keep them separate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 test loading and NemotronH checkpoint loading are distinct model-specific failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from SDPA/BF16 behavior and a flash_attention.py s_aux crash are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models, different tokenizer/loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "DeepSpeed/FP8 Qwen3 training failure and bitsandbytes Int8Params construction error are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen3 and distributed training, but one is MoE weight loading and the other is gradient averaging with GAS." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are generally conservative. The accepted duplicate groupings (SigLIP2 reports and the pipeline-docs regression) are reasonably supported, while the rejections avoid over-claiming shared root cause. No PR-mergeability issue applies here since these are issue pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "bef9b2e3f24c8f0879e639a11fadb4042e980950897c97ce9c0dea0fa2042104", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with two real duplicate candidates: the Transformers 5.0 custom model initialization regression, and the non-persistent buffer corruption regression. The rest are only broadly similar by subsystem or error shape and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical issue in this set because it captures a concrete regression directly duplicated by 44534, with a clear symptom and the strongest duplicate signal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best representative issue here: it is the most exact, self-contained bug report among the true duplicates and can anchor triage better than the more specific or loosely related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: custom trainer loss signature mismatch vs. a mask/tensor shape IndexError. Same training area, but not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both mention a generic mask-shape mismatch, but the reports are too underspecified to confirm the same underlying code path or model/repro." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Completely different problems: bitsandbytes Int8Params initialization vs. CLIPTokenizer max_length handling." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-related regressions, but they affect different model families and have different failure modes (video input regression vs StopIteration)." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated: PagedAttentionCache linear_attention crash vs. NemotronH checkpoint loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different areas and symptoms: GGUF/gpt-oss support vs. autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated: DeepSpeed weight dimensionality error vs. image processor void segmentation map handling." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: AudioFlamingo3 batch leakage vs. Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both touch Qwen/large-model support, but one is GGUF gpt-oss support and the other is a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete bugs: torch.compile+SDPA on Bamba vs. Flash Attention illegal memory access from 3D position_ids on Qwen3.5." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: custom model initialization breaks in Transformers 5.0.0; the notebook report is just a specific repro of the broader custom-model init failure." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs. Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5/video or embeddings, but one is a video StopIteration regression and the other is a TRL SFT embedding-unpacking failure." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs. missing Float8 storage class error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing Qwen2.5-VL symbol and the other is a meta-device loading regression for some models." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: Qwen3Moe FineGrainedFP8Config failure vs. meta-device loading regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug: 3D parallel script execution failure vs. GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are not specific enough to prove the same underlying issue; one is zero probabilities, the other is nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs despite similar-looking error text: Qwen3-vl-embedding video StopIteration vs. a generic mask-shape IndexError report." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: GenerationMixin import failure vs. Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different loading/config issues: deepspeed zero3 Bert index error vs. add-new-model-like failing with TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they affect different model families and different failure conditions." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated: zero3 Bert index-out-of-bounds vs. tokenizer mapping/add-new-model-like logic." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and likely root causes: gpu/cpu offload loading failure vs. Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression with effectively identical symptom: Transformers v5 fills non-persistent buffers with junk; 44534 is a duplicate phrasing of the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading and the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 area, but not the same bug: zero probabilities vs. a documentation example with multiple errors including model/processor mismatch and quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: LoRA checkpoint compatibility across branches vs. packed-weight handling during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model families and failures: GLM5 vs. Qwen3.5 flash-attention generation issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are conservative and supported by the packet. The two accepted pairs are strongly title-aligned, especially 43644\u219444534, and the rejections avoid overclaiming where the evidence is only thematic or underspecified. The canonical/best-issue choice is also grounded in the clearest duplicate signal." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:44661|issue:44683", + "issue:42491|issue:43931", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:42947|issue:43381", + "issue:44292|issue:44912", + "issue:44291|issue:44756", + "issue:44743|issue:44960", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335" + ], + "prepared_review_unit_hash": "555da00e5d82820ebe83c154f72b0d6b407336d7d68e61822877c6e3c9384e56", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38401, + "estimated_input_tokens": 9601, + "estimated_eval_tokens": 19458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers issues. The only clear duplicate subclusters are the resize_token_embeddings/output_embeddings reports and the missing lm_head weight-tying reports.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45292 is the best representative because it states the underlying resize_token_embeddings/output_embeddings bug in the most general way and is directly supported by two very similar follow-on reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest global issue candidate: it is general, centrally positioned in the only obvious duplicate subcluster, and its title matches the shared failure mode more broadly than the model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same model-loading regression: current/latest Transformers versions fail to load specific BERT models." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Completely different bugs: checkpoint resumption/max_steps vs SGD optimizer arguments." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different failure modes; no clear same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is MoE training memory usage, the other is quantization/offloading behavior; too broad to be the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problems: a qwen3_moe LoRA compatibility issue vs resize_token_embeddings not updating outputs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3, but the failures are different: device mapping CUDA assert vs FineGrainedFP8 loading." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Unrelated model families and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Related model family, but one is a docs example with multiple issues and the other is a pipeline/AutoModel inference regression." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different subsystems and symptoms: chat crash vs transformers serve processor attribute error." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training inefficiency and the other is int4 quantization OOM." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but the specific bugs are distinct." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 loading vs Strix Halo mmap OOM." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "No shared concrete bug; one is tokenizer mapping validation, the other is compiled flex_attention on new torch." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific load/compatibility problems." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention, but one is a Qwen3.5 packed-sequence misparse and the other is an s_aux=None crash for sink-less models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe the same underlying issue class: lm_head weights are not tied, causing bad generation in multimodal models." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA compatibility on a model-family/version boundary is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug, just reported for different model variants and output paths." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading/saving, but one is extra_state handling and the other is init_empty_weights argument compatibility." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs a model-loading failure; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different model paths and symptoms: Qwen3 device mapping vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related to quantization and memory, but offloading failure is not the same as increased reserved memory/OOM." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and unrelated symptoms." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different performance/memory regressions with no shared concrete code path." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: test-time model loading failure vs incorrect checkpoint saving in Qwen3.5." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is an eval-mode restriction." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different models; not the same underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights TypeError and mmap OOM are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different model implementations and failure modes." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings/output_embeddings bug; 45292 is the generic formulation." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both involve training behavior, but gradient checkpointing in eval mode is unrelated to the Qwen3.5 SDPA/BF16 crash." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage vs mmap OOM are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap behavior." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model init regression vs trainer resume/max_steps bug are not the same issue." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same resize_token_embeddings bug manifested in different model components." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only clearly supported duplicate subclusters are the resize_token_embeddings/output_embeddings reports and the lm_head weight-tying reports. The accepted soft-edge pairs are plausible, and the rejected pairs avoid overstating shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:43596|issue:44683", + "issue:44589|issue:45084", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:43582|issue:43632", + "issue:32090|issue:39404", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:43883|issue:44488", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43425|issue:45161", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "682631a4c02b9fd01fbb98ddbef4d9956219e81f8ca02cefef009821ccfb29e5", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38485, + "estimated_input_tokens": 9622, + "estimated_eval_tokens": 19500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose similarity around Transformers v5 regressions, tokenizer/model-loading failures, and unrelated doc/runtime issues. I found no soft-edge pair that is clearly the same underlying bug/change under a strict duplicate standard.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43611 is the clearest broad, concrete v5 regression in core model loading and is more central/actionable than the more model-specific or documentation-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best representative issue for the cluster: it describes a specific loading regression with wide potential impact and a clear code-path compared with the other, narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different models and failures: Qwen video-input regression vs granite_speech config strictness." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but they describe different model-specific tokenizer/config problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model init in notebooks and extra_state save/load handling are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different architectures and failure modes: Qwen3 MoE conversion vs NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "General Torch 2.10 incompatibility is not the same as Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are distinct code paths." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and problems: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No clear same bug; isolated reproduction of another issue vs PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve loading/init behavior, but one is base_model_prefix handling and the other is notebook-defined custom models." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression and GPT-OSS MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version compatibility and Mistral-3 image dtype mismatch are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache Qwen3.5 crash and template-node compilation error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different removed/changed pipeline behaviors." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same broad Qwen3-VL family, but not the same concrete failure: MoE loading vs weight-shape mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different model classes and failures: torch.export/torch_compilable_check vs Perceiver interpolation." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape mismatch are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect Siglip2 outputs and ModelOutput None-key assignment are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer load failure for est-roberta are separate issues." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory usage and AppleSilicon mmap OOM are different performance/runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions do not match." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient checkpointing/LoRA effectiveness are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3 init indexing error and compiled flex_attention torch-version failure are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and template compilation errors are different failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method name conflict and gguf_file from_pretrained breakage are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading breakage and extra_state save/from_pretrained handling are separate issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and sleng-bert load failure are different model-loading problems." + }, + { + "left": "issue:44479", + "right": "issue:45081", + "accept": false, + "reason": "Qwen video-input regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure and backend_tokenizer attribute crash are different failures." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:42947|issue:44756", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:39404|issue:43825", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:41553|issue:43582", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "340d289e745eb0d1d6a0b500eb6cbaf8e0f0147f18325fb46bb007f2630876be", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37207, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous noise: many items are only loosely related by subsystem/model family, not by the same underlying defect. The only strong duplicate-like pair is the Qwen3.5 `save_pretrained` regression pair (45216/45357), which appears to describe the same checkpoint-serialization bug with different symptom detail.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue for the whole cluster; the items span many unrelated bugs and regressions across different models and APIs.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 45216 is the broader regression report; 45357 reads like a narrower follow-up about the same Qwen3.5 `save_pretrained` serialization problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is about `batch_decode(skip_special_tokens)` and the other about empty-generation behavior after `align_special_tokens`; different code paths and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles point to different failures (`center` arg regression vs. a generic `_torch_extract_fbank_features()` problem) without enough evidence they are the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they concern different models and likely different tokenizer/model compatibility issues; too broad to treat as one duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Completely different problems: Mistral-3 image dtype mismatch vs. a template compilation error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading/tokenizer issues for different models; same broad area, but not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both touch Transformers v5 initialization behavior, but one is about non-persistent buffers and the other about custom model initialization; not the same underlying defect." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` is unrelated to Qwen3.5 PagedAttentionCache group-type crashes." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior and a bad pipeline error message are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic `gguf_file` regression and the other is a specific Qwen2.5-GGUF failure; not enough evidence of one bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths and failures: dequantized device-map offload vs. Qwen2.5-GGUF/v5 loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo/grouped_mm tracing failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Same as above: different Whisper/pipeline bug versus error-message wording issue." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Fine-grained FP8 config failure and Qwen3.5 linear_attention cache crash are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug affect different models and code paths." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a missing tie in a model class and the other is inconsistent serialization behavior; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batch discrepancy are different issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and notebook custom-model initialization are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and likely different failure causes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both concern Transformers v5 custom model behavior, but one is about initialization and the other about non-persistent buffer values; insufficient evidence of one concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 bad outputs and OmDet-Turbo image-size mismatch are different model/preprocessor problems." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and junk-filled buffers are separate v5 regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same model family and same `save_pretrained` checkpoint-serialization regression; the later issue just narrows the symptom to incorrect visual encoder keys." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault on Llava Next model loading and Qwen3OmniMoe video-processing ValueError are unrelated multimodal failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are codec/model inference bugs, but MIMI padding-mask batching and DAC latent/STE mismatch are different code paths." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and Mistral regex-patching crash are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; not the same defect." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank-feature extraction and compiled flex_attention on torch 2.9 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about weak links. The only accepted soft-edge pair, 45216/45357, is plausibly the same Qwen3.5 save_pretrained serialization regression, while the rest of the pairwise rejections are appropriately cautious. No obvious overstatement or unsupported canonicalization." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:43632|issue:44756", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:40990|issue:44811", + "issue:43611|issue:44534", + "issue:43317|issue:43856", + "issue:36032|issue:43742", + "issue:42175|issue:45542", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:35707|issue:40444" + ], + "prepared_review_unit_hash": "f822eae9c530972cd221112cf845f84ff76f09b56602ccad09de2cd5f669e661", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformer regressions across different models/subsystems; I do not see any true duplicate pairs to merge. If one issue must represent the cluster, #45020 is the broadest umbrella for the repeated recent-version breakage theme.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella for the repeated 'recent transformers versions break models' theme, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most representative and open issue here: it captures broad version-regression breakage across models, even if it does not subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: `_is_hf_initialized` init handling vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to a processor input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "One is a tied lm_head bug; the other is LoRA merge collapse with extended vocab. Not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and a non-template-node compile error are different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for one model is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window issues are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-temporal topics, but one is a broad video-input regression and the other is a still-image RoPE scaling bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to a specific model loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config handling and unexpected `_is_hf_initialized` argument errors are distinct problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading breakage and non-persistent buffer corruption are different failures." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure is not the same as MoE training memory inefficiency." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer special-token method conflict and MobileLLM key errors do not share the same root cause." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging omission of TensorFlow is different from the undefined tf backend error caused by tensorboard-only installs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable fine-tuning failure is not the same as RoPE temporal position scaling in Qwen2.5-VL." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` flag behavior and non-persistent buffer filling are separate regressions." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and BOS/EOS insertion on tokenization are related only broadly, not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are distinct float8-related problems." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to Qwen3 auto device-mapping CUDA asserts." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy loading output are not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are separate compatibility problems." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention-induced degenerate training and single-label zero-loss behavior are different classification bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and multi-image-per-prompt iterable-dataset failure are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "A general loading-noise complaint does not match a concrete tokenizer loading failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Float8 storage lookup issue." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different subsystems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image fine-tuning failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:45325|issue:45381", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:40990|issue:45584", + "issue:43317|issue:43873", + "issue:34634|issue:35707" + ], + "prepared_review_unit_hash": "600b3bd80c17b76c461ab3af243a1e58c629366bd461739fdf24a77d56978737", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36393, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it is dominated by Transformers v5 model-loading/initialization regressions. Only one soft pair looks like the same concrete bug family (Qwen2.5-VL position-id generation).", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest representative of the dominant theme: Transformers 5.0.0 breaking custom model initialization and related loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best cluster representative because it is the most generic, central v5 regression title and subsumes several nearby load/init failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and symptoms; one is MIMI batching/padding-mask behavior, the other is Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated failures: Qwen2.5-GGUF loading vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is init_empty_weights/_is_hf_initialized handling and the other is an fp8 storage lookup error." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: FSDP CPU RAM-efficient loading vs ModelOutput key assignment." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key bookkeeping is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk is a different bug from ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is finetuning with multiple images and the other is video position ids; not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to bfloat16 dtype mismatch issues." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is a different code path than dtype mismatch inference bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures affecting different models and likely different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL position-id / rope-index code path: one reports still-image temporal position scaling, the other video vision_position_ids being wrong." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but base_model_prefix handling and custom model initialization are not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to PaddleOCR-VL model loading." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head weight tying and device-dependent serialization are different tied-weight bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference failures with different models and different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization CUDA memory growth is unrelated to Sam3Video OOM." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention on torch>=2.9 are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to Qwen2.5-GGUF loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weight attribute errors." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regressions are different problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id generation." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading failures for different models." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but they are not clearly the same concrete failure mode." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Completely unrelated: BarkProcessor voice_preset vs progressive generation with inputs_embeds/past_key_values." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The cluster is indeed heterogeneous, with a visible v5 loading/initialization theme, and the one accepted soft pair (issue:45325 vs issue:45381) is a plausible same-family position-id/rope-index match. The rejected soft pairs are also phrased cautiously and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 10, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43377|issue:44898", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:43296|issue:44991", + "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:43526|issue:43881", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:44610|issue:44898", + "issue:43550|issue:43720", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "4e2e513f44155689223314896d0f7d4953d76890b4b43ae9228e4b9da9f10695", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38633, + "estimated_input_tokens": 9659, + "estimated_eval_tokens": 19574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the pairs mostly share broad themes like loading, quantization, offloading, multimodal models, or config APIs, but not the same concrete bug or code path. I would reject every soft edge here; none looks safe to merge as a duplicate/one-fix pair.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest representative of the set (offloading + quantization + loading), but it is only a weak cluster anchor because the surrounding issues are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most generic and central issue to use as a representative triage anchor, but only because the cluster lacks a real duplicate nucleus.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "One is a CPU offload device-mismatch failure in a specific model; the other is a torch.export/torch_compilable_check export failure. Different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures from torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are different model/runtime bugs." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor resolution mismatch for OmDet-Turbo is unrelated to Qwen2.5-VL temporal rope indexing." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug and Perceiver non-default-resolution failure are different model components and symptoms." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve model inputs, but one is MIMI batching behavior and the other is OmDet processor output size; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issues do not match dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 documentation errors and Qwen2.5-VL iterable-dataset finetuning failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization by device is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5/loading-adjacent, but not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are separate model/tokenizer issues." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to strict config rejection of granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are both loading/runtime crashes but not the same underlying issue." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Qwen3.5 visual encoder key serialization are different model families and fixes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map cuda assert for Qwen3 and flash-attention generation regression for Qwen3.5 are distinct failures." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with 'str' object has no attribute 'to' is unrelated to Gemma4Processor missing `_tokenizer`." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT fast processor label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding has nothing to do with dtype mismatches in inference." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload concerns, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype not propagating and Trainer resume/max_steps miscalculation are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor/model resolution mismatch for OmDet-Turbo is not the same as Perceiver interpolation failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and BitNet packed-weight loading are separate issues." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in several Qwen models and TRL SFT embedding unpacking failure are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crash and OmDet processor size mismatch are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss API mismatch is unrelated to 3d_parallel.py runtime failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are both config issues but not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model offload loading failure are different quantization/load paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert and 3d_parallel.py failure do not describe the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:44514|issue:44545", + "issue:36331|issue:41720", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "41c71546ee2fec9f153479152e8c3fc77f69fad772f36512eb02bf3403515694", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but it contains a couple of clear duplicate pairs around tokenizer/offline loading. The strongest duplicate anchors are 44514\u219444545 and 42886\u219444843.", + "confidence": 0.63, + "canonical_issue_reason": "There isn\u2019t a single coherent cluster-wide bug here; if one issue must serve as the anchor, 44545 is the clearest canonical because it is an exact duplicate of 44514 and has slightly more activity/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "44545 is the best issue anchor in this set: it is an exact title-match duplicate target for 44514 and the most clearly representative of a concrete bug among the near-duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen-related, but one is NVFP4 runtime failure and the other is a video-input regression for different models." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures: cudaErrorAssert on Qwen3 auto device mapping vs TP-only issue for GPT-OSS MoE." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video processing vs Qwen3VL from_pretrained weight_only loading." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated symptoms: metric gathering last-batch label truncation vs SAM3 text/bbox behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and failure modes: LayoutLMv2 batching/NER crash vs MLuke task AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Both mention model execution/offloading, but the concrete failures are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure classes: FineGrainedFP8Config vs segmentation fault in Llava Next loading." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different features and failures: Gemma4Processor serve crash vs Qwen3.5 streaming chat/completions bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same bug title and same batched-input/padding=False crash path in Qwen2_5_VLProcessor.apply_chat_template." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: Qwen3 device-mapping assert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is not the same as zero-loss behavior for num_labels=1 across sequence-classification models." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing update and config save/load custom token IDs are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model bugs: offload device mismatch vs missing BigBird mask special-token registration." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen vision bugs: weight_only load failure vs incorrect vision_position_ids for video input." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to progressive generation." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-loading bug path: unconditional model_info() / Mistral regex patch breaks HF_HUB_OFFLINE cache loading." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "TokenizersBackend special-token refresh and BigBirdTokenizer mask-token registration are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they involve different models and no shared concrete code path is evident." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-argument conflict is unrelated to tokenizer loading failure for ScandiBERT." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet is heterogeneous, the two accepted pairs are the clear same-bug matches, and the rejected pairs are conservatively separated. Minor wording nit: 44514/44545 are near-identical rather than literally exact title matches, but the duplicate judgment is still well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:43746|issue:45381", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:40444|issue:43746", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43421|issue:44811", + "issue:30064|issue:36010", + "issue:44843|issue:45081", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43540|issue:45381" + ], + "prepared_review_unit_hash": "184acd7bec9d8df12b5679a0c0b94ee968f19599f440bfd79ebd2161d7475d9c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36407, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is largely a heterogeneous mix of unrelated bug reports; there is no strong duplicate cluster. The closest shared theme is tokenizer/loading regressions, but even those are mostly distinct code paths.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 45081 is the most concrete, code-path-specific bug in the set and sits near the only small tokenizer-regex subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45081 is open, reproducible, and narrowly scoped, making it the best representative issue for triage despite the overall heterogeneity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing vs DeepSpeed ZeRO-3 gradient explosion." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both trainer-related, but one is an SFT input-embedding unpacking bug and the other is an evaluate-after-train failure." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated models and code paths: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression vs a PIL image processor torchvision dependency issue." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window logic in Qwen3-MoE is unrelated to a Float8 storage lookup error." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models, different symptoms, and different fixes: SigLIP2 inference mismatch vs CamemBERT masked LM regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example errors do not match the OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend post-processor updates and LayoutLMv2 NER padding crashes are separate tokenizer bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral regex handling, but one crashes on backend_tokenizer access while the other reports codec handling and warning regressions." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id absence is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel ZeRO-3 init index error and audio fbank feature extraction are unrelated failures." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Qwen2.5-VL video vision_position_ids are different model-specific bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "General input validation messaging bug vs a single-label classification zero-loss issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A SigLIP2 docs/example problem is not the same as quantization offloading not working." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and causes: Qwen3OmniMoe video processing vs Gemma 3n variable-name collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are not the same code path." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT adapters is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and tokenizer mapping registration are distinct subsystems." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to Gemma 3n forward variable collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are different configuration bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet weight unpacking do not share a code path." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor mutation at runtime is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one breaks offline mode via model_info() and the other crashes on backend_tokenizer access; distinct bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen2.5-VL vision_position_ids are separate multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 13, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43550|issue:43927", + "issue:43782|issue:44977", + "issue:43531|issue:43643", + "issue:43577|issue:43582", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43650|issue:43906", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:30064|issue:36331", + "issue:43606|issue:45072", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:43653|issue:44671" + ], + "prepared_review_unit_hash": "da508ecdaf7b4fbc1a498091bf421465dedd5a03f4e6bb5b5374fc74678e4552", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated bugs and regressions; the soft-similarity links mostly connect broad theme matches (v5 regressions, tokenizer/config loading, model-specific inference issues) rather than the same concrete underlying defect. No soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate exists because the cluster is not a true duplicate set. If one representative issue is needed, issue:45020 is the broadest umbrella for the remote_code/v5 regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best umbrella-style issue in this set because it groups the broad 'recent transformers versions break models using remote_code' regression theme more generally than the other, more specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: BLIP2 dtype handling vs Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but the failures are different: missing fields with trust_remote_code vs strict config blocking granite_speech." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated code paths: torch.compile/SDPA failure in Bamba vs DiaConfig token-ID persistence bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failure modes: weight_only load error vs flash-attention generation issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window logic in Qwen3-MoE is unrelated to trust_remote_code config deserialization." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype mismatch and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 behavior regressions, but they affect different models and different failure surfaces (Pegasus generation output vs CamemBERT masked LM predictions)." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug is not the same as broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific missing-symbol regression; 45020 is a broad umbrella issue about remote_code breakage, not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failures: Bamba compile/SDPA vs DAC latent conversion mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to v5 pipeline removals, but one is an error-message bug and the other is docs lag; not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and FastSpeech2Conformer tokenizer load failure are distinct tokenizer issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compile errors are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder-style title vs an isolated reproduction of another issue; no shared underlying bug is evident." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert with Qwen3 device mapping is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are different problems." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still referencing removed pipeline tasks." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature break are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging backend omission and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL rope-index bug and Qwen3VL weight_only load error are not the same issue." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to bfloat16 dtype mismatch bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are different breakages." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings in Qwen-family models, but they describe different configs and symptoms; not the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different processor/tokenizer failures." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference errors." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default bug and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and CamemBERT masked-LM 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": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:44568|issue:45356", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43262|issue:44811", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:36010|issue:36331", + "issue:43257|issue:43756" + ], + "prepared_review_unit_hash": "8b1ee8302727314f0200bfe372a68a8ecc6a177c3ad3327bc633eadf138afa46", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of unrelated Transformers issues, mostly centered on model loading, tokenizers, processors, and training regressions. None of the proposed soft pairs look like the same underlying bug or change, so all soft edges are rejected. The most plausible umbrella issue is the FSDP loading regression because it is broad and well-discussed.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43749 is the broadest, most central loading-regression report in the set and has the strongest discussion/inbound signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is a good representative issue for the cluster because it is broad, high-impact, and closest to an umbrella regression rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights/_is_hf_initialized argument handling; different code paths and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to LwDetrImageLoss crashing under float16 AMP/CUDA." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT Fast image processor label reduction is unrelated to RTDetrV2 output drift in v5." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug and MPS attention correctness issue are different subsystems and different symptoms." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper bug is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to MXFP4 quantization/load fallback in git-oss-20b." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model loading, but AyaVision lm_head tying and BLIP2 dtype propagation are separate model-specific bugs." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on a non-pretrained Bert model is not the same issue as trainer.evaluate() failing after training." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF loading breakage for auto classes and tokenizer loading regression for est-roberta are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to multimodal token counting video-branch undefined names." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but zero probabilities in SigLIP2 and processor/model resolution mismatch in OmDet-Turbo are not the same underlying defect." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test failure is unrelated to Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion bug is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors/quantization failure are not the same as git-oss-20b MXFP4 loading fallback." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but BOS/EOS addition and Kimi-K2.5 codec/warning handling are different concrete bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are different model families and unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are separate processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to git-oss-20b quantization load fallback." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and mmap disablement on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video/multimodal paths, but one is undefined helper usage in token counting and the other is a broader v5.3.0 video-input regression; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 15, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43697|issue:45357", + "issue:43577|issue:45072", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:42175|issue:44938", + "issue:43317|issue:45538", + "issue:43927|issue:44912", + "issue:44291|issue:45042", + "issue:33357|issue:34567", + "issue:43906|issue:45381", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43742", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:43526|issue:45479", + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:43646|issue:43749", + "issue:43582|issue:43782", + "issue:28282|issue:34689", + "issue:36010|issue:42175" + ], + "prepared_review_unit_hash": "bf7ca8419556ccd38580200633b6e0a2b73bd09c7b1627c155c9fd2d1a2b70ff", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model- or backend-specific issues, with one plausible duplicate-style link around Qwen video-input regressions. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:44479 is the broadest and most central report here: it describes a v5.3.0 video-input regression across multiple Qwen VL variants, and it likely subsumes the narrower Qwen2.5-VL symptom in issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it states the regression clearly, spans multiple affected models, and matches the only plausible soft duplicate in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Different problems: token-count tracking vs perplexity quality on a specific model." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video paths, but one is a missing helper/undefined variable bug and the other is a batched-shape processor issue; not the same code-path bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different components and symptoms; not clearly one underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL video-input regression; 45381 looks like a narrower symptom of the broader v5.3.0 issue in 44479." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated topics: gguf_file loading path vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model regression is unrelated to CLIPTokenizer's model_max_length behavior." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in a torch extra is a packaging/backend issue, not the same as Python 3.14 load failure." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload failure is unrelated to tokenizer max-length configuration." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-id loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different loading/initialization regressions in different subsystems." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the Qwen2.5-VL video-position-id bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they hit different Qwen models and different error mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad video area, but the failures differ: Qwen3OmniMoe video processing vs a multi-model Qwen VL regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated model quantization/config failure vs tokenizer max-length behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend inclusion issue is unrelated to missing Qwen2_5_VL export." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config failure is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: image-processor label reduction vs sequence-classification loss degeneracy." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer constructor argument conflict is not the same as a specific tokenizer load regression." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-related at a high level, but the titles indicate different root causes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model correctness issues with no clear shared root cause." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading failure." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch ImportError is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Missing GenerationMixin export and missing TensorFlow backend are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge (44479/45381) is well supported by the titles and scope, and the rest of the rejections avoid overclaiming. No PR-pair issue applies here since there are no PRs present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43643|issue:45375", + "issue:43756|issue:45325", + "issue:43742|issue:44291", + "issue:43493|issue:43994", + "issue:44484|issue:44704", + "issue:28282|issue:29127", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44514|issue:45290", + "issue:45405|issue:45600", + "issue:43643|issue:44561", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43452|issue:43577", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43688|issue:45440", + "issue:43452|issue:44843", + "issue:44625|issue:44877", + "issue:43653|issue:44568", + "issue:43720|issue:44898", + "issue:43819|issue:44811", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "c7cb16ae802ef39d553e72c2e43faf5a5abf4d3b16ca03a3b4bcb15780bfdf61", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidate pairs mostly share only broad subsystem overlap (loading, tokenizers, configs, multimodal models) and do not appear to be the same concrete bug/change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44561 is the strongest representative to anchor a cluster: it describes a broad, regression-style breakage affecting trust_remote_code models and has the clearest cross-cutting impact. That said, the overall set is heterogeneous, so there is no true duplicate hub here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the best global issue candidate because it is the most broadly impactful and clearly framed regression among the set; the rest are narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields and trust_remote_code, but one is a generic AutoConfig missing-fields report while the other is a specific Qwen3.5MoeVisionConfig strict-field omission; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they describe different models and different bugs: SmolLM3 layer dropping vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are model loading failures, but the symptoms and root causes differ: a KeyError on MobileLLM loading versus an unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2, but one reports HF/JAX implementation divergence and the other reports nonsensical AutoModel/pipeline outputs; not enough evidence of the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated API issues: save_pretrained max_shard_size behavior versus AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "These are entirely different errors: missing PyTorch for AutoModel versus a LayoutLMv3 box-information error message." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer issues: num_input_tokens_seen not updating versus compute_loss receiving an unexpected num_items_in_batch argument." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken constructor conflict and the other is a backend_tokenizer AttributeError in _patch_mistral_regex." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and failures: init_empty_weights/_is_hf_initialized versus loading an AutoImageProcessor from URL." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "One is about gguf_file breaking AutoTokenizer/AutoModelForCausalLM; the other is a specific model that no longer loads. Too vague to call the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading problems, but they concern different models and likely different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is a batched padding=False crash and the other is tool-call assistant messages with no content." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Completely different concerns: unreleased PEFT version bump versus stale auto_mappings references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both are config/loading regressions, but one is missing fields under trust_remote_code while the other is a removed helper breaking trust_remote_code models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems and failures: auxiliary-loss normalization in MoE models versus FSDP_CPU_RAM_EFFICIENT_LOADING breakage." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL vision/chat processing, but one is a batching/padding crash and the other is wrong vision_position_ids for video input." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and bugs: RTDetrV2 output changes versus Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One concerns gguf/model loading, the other dtype propagation for Blip2/Qformer; no shared concrete bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time TypeErrors, but the failure signatures and mechanisms are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different areas: PIL backend image processors requiring torchvision versus a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window behavior versus loading AutoImageProcessor from URL." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both touch MoE-like models, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to the offline-mode model_info call in _patch_mistral_regex." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config handling, but one is num_labels propagation and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different symptoms; not clearly the same defect." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different components and bug classes: BitNet packed-weight loading versus Perceiver positional-encoding interpolation." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different decoding/computation bugs: DAC.from_latents mismatch versus Whisper processor.batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "These are unrelated training/loading issues: ZeRO-3 Gemma3 loading IndexError versus trainer.evaluate failing after train." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 17, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44849", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45084", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44464|issue:44743", + "issue:24643|issue:29127", + "issue:41720|issue:43906", + "issue:43525|issue:43643", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:44843|issue:44991", + "issue:43653|issue:44361", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:43577|issue:45588", + "issue:30064|issue:33666", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43531|issue:43742", + "issue:43329|issue:45325", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43452|issue:44451", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43262|issue:45084", + "issue:44849|issue:45357", + "issue:32090|issue:34567", + "issue:32090|issue:33666" + ], + "prepared_review_unit_hash": "ee07b8b04ff05b25964f34d48053205140eb56dd808c22f20b3d171632451b96", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38183, + "estimated_input_tokens": 9546, + "estimated_eval_tokens": 19348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, trainer, multimodal, generation, loading, and serialization problems. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates and there is no clear canonical representative.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions in different tokenizer/processor flows; same broad area, not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 issue." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "One is chunked generation with compiled forward; the other is recurrent state reset with cache. Different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error vs layoutlmv3 box validation message. Unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping crash vs an isolated reproduction of another issue; no evidence they are the same defect." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs missing fields from trust_remote_code AutoConfig. Similar symptom, different issue." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation bug vs RTDetrV2 output mismatch. Different model families and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities vs processor.tokenizer/image-handling regression. Not the same underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer failures, but for different tokenizers and likely different loading paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline model_info patching and the other is a specific model load failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue vs MLukeTokenizer task AttributeError. Unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in Qwen VLMs vs Trainer evaluate-after-train failure. Different subsystems." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization behavior change vs a reproduction of another issue. No shared concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation bug vs tokenizer codec/regex regression. Different components." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import error vs Trainer GPU broadcast NoneType error. Not duplicates." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError vs MacOS bus error. Completely different failures." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Import-time PyTorch missing error vs tied-embedding reinitialization bug. Unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype issue vs flash_attention AttributeError on s_aux=None. Different code paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training. Unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Model dtype propagation vs MPS attention correctness issue. Not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token decode issue vs DiaConfig custom token IDs lost on save/load. Different token/config bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward generation inconsistency vs flash-attention generation failure. Similar symptom only, not same defect." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs MobileLLM loading key error. Different areas." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helpers in multimodal video token counting vs rope-index scaling for still images. Different multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen VL video regression vs num_labels propagation bug. Unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA model failure vs tokenizer AttributeError. Different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage vs a specific model-load failure. No evidence of same root cause." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field preload bug vs packed-weight unpacking bug. Different loading mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert on auto device mapping vs chunked generation inconsistency. Unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained-model legacy field issue vs compile/SDPA failure. Different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat template sampling-rate default vs template compilation TypeError. Not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs incorrect visual encoder keys on save_pretrained. Different regressions." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "GPU broadcast NoneType error vs TrainerState token counter not updating. Different issues." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training request. Unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 18, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43540|issue:43716", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:45200|issue:45229", + "issue:33666|issue:36010", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:44488|issue:44843", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:43756|issue:44060", + "issue:44589|issue:45520", + "issue:44625|issue:45584", + "issue:44521|issue:45290", + "issue:43646|issue:44466", + "issue:44423|issue:44734", + "issue:43824|issue:44589", + "issue:43688|issue:43746", + "issue:39692|issue:43295" + ], + "prepared_review_unit_hash": "76411339043bb094699a04b3fa22b9fd48ef5bb9bbbe73c6dd42e3c6c61d1cfa", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are separate model-specific bugs, regressions, or docs issues rather than duplicates. The soft-similarity pairs mostly share broad themes like loading, config fields, multimodal processing, or v5 regressions, but not the same concrete code-path failure.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43873 is the most broadly scoped and active item in the set, with multiple inbound references and a general offloading/quantization theme that is closest to the few related loading/runtime issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is broader than the highly model-specific reports and sits near the main runtime/offload cluster, even though the overall set does not form a tight duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: legacy field loading vs processor/model input-size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "One is a dtype regression in evaluation; the other is auxiliary-loss normalization. Same training stack, different bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config attributes, but on different models and different fields, so not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same broad symptom class, but different config attributes and model families." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is RoPE layer drops and the other is rotary_pct reload; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different modalities and root causes: video processing error vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Both are loading-related, but one is a model key error and the other is URL image-processor loading." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same Gemma4 family, but one is a training label/mask config issue and the other is multi-GPU inference OOM." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and a GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and config token-ID loss are different failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantized offloading are separate bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is weight conversion during accelerated loading and the other is a dev-regression loading failure." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluation dtype change and ZeRO-3 gradient growth are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different symptoms: video input processing vs flash-attention generation behavior." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure and offline-network behavior in tokenizer patching are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading issue vs tokenizer AttributeError on tasks; no shared code path." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example errors are distinct from a backend implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading regression is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 accuracy/discrepancy bug and ZeRO-3 gradient amplification are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training and CustomTrainer signature breakage are different problems." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer drop and tied-weights warning are distinct model-specific issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different runtime failures: missing Float8 storage type vs flash_attn import key error." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is assistant-mask generation and the other is tool-call handling; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regressions and lm_head serialization inconsistency are different v5 issues." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but one is multimodal tensor handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a specific model class is unrelated to a Float8 storage lookup failure." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and PEFT adapter checkpoint loading are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example mistakes do not match a regression in custom model code passing images to tokenizer." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 19, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43994|issue:44493", + "issue:43504|issue:43606", + "issue:44464|issue:45584", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:43582|issue:44977", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325" + ], + "prepared_review_unit_hash": "845590747411e7465b7b63f31889a8c9bd58757bd031ebabc45832c9547d6fcd", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs across loading, tokenization, generation, dtype/device handling, and CI failures. I found one likely duplicate family around missing `pad_token_id` in config/load paths; the rest do not look mergeable as the same underlying bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43957 is the broadest and most representative loading-regression report in the set, centered on model instantiation with `torch.device('meta')` and a class of failures that affects multiple models rather than a single model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the best overall issue candidate because it describes a general framework-level regression with wider applicability than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Both are model-related failures, but one is a MacOS bus error for CLIP and the other is a Qwen2-VL multi-GPU training issue; different symptoms and code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve load/init regressions, but one is about `pad_token_idx` in `StableLmConfig` and the other about an unexpected `_is_hf_initialized` argument in `init_empty_weights`; different underlying bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 inference quality problem, the other is a position-id key warning across many models; too different to be the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field pretrained-model load failure is not the same as a CPU offload device mismatch in `bark-small`." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and empty-transcription Whisper generation after token alignment are unrelated generation bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading for BEiT semantic segmentation and BigBirdTokenizer special-token registration are different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-id corruption causing generation errors is not the same as MLukeTokenizer attribute failures on tasks." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a large Qwen2 model and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift in evaluate is unrelated to resume checkpoint key mismatches." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure does not match a dependency-version issue." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device handling, but one is a real CPU offload mismatch and the other is a stale CI test in GraniteSpeech; not the same concrete bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export support for generator expressions and SigLIP2 zero-probability outputs are unrelated model issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is not the same as a PyTorch version-check bug in flex_attention imports." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal-input problems, but one is video processing in Qwen3OmniMoe and the other is Gemma 4 text-only fine-tuning token-type defaults; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs syncing after `sync_gpus` and Qwen3.5 `output_hidden_states` behavior are separate generation-path issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation errors and Python 3.13 `flash_attn` import mapping errors are not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and inability to load Phi-4 multimodal are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer and missing BOS/EOS insertion in mDeBERTa are different tokenizer behaviors." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation problems are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 inference dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same as Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application during `model_init` and Qwen3.5 hidden-state output behavior are different concerns." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A missing flash-attention utility import and meta-device model loading failures are both loading-related, but they are distinct code paths and failure causes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report `AttributeError` for missing `pad_token_id` on model configs during loading, with the same underlying config-attribute regression pattern." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet-Turbo processor output-size mismatch are different multimodal issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type-id defaults and Qwen2.5-VL rope-index scaling are different multimodal modeling bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (issue:43334 / issue:43525) is a conservative duplicate call on the same missing `pad_token_id` config-attribute regression. The other rejections stay within the evidence and do not overstate sameness across clearly different bug classes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:43873|issue:44464", + "issue:44792|issue:45563", + "issue:44514|issue:44521", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43295|issue:43873", + "issue:44442|issue:45198", + "issue:38175|issue:45412", + "issue:44360|issue:44561", + "issue:43295|issue:43994", + "issue:43122|issue:44849", + "issue:42915|issue:43824", + "issue:44206|issue:45584", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44568|issue:44991", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "ab5fea0c763f497cc2acd3e576eaf1bfb984d2ebd35c6de0b72f5ebcee5097cf", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are loose semantic matches, not true duplicates. The only near-family is around multimodal/chat-template regressions, but the concrete failure modes still differ, so I would not merge any of the soft edges.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 44521 is the broadest and most central open report in the multimodal `apply_chat_template` area, with multiple inbound references; it is the best single representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 has the clearest user-facing regression, the widest scope within the closest issue family, and active references, so it is the strongest global issue to keep as the representative node.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different bugs: serialization/tied-weights handling vs LoRA merge collapse after vocab extension." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated subsystems: Perceiver image resolution handling vs RT-DETR model memory release." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a checkpoint key mismatch are distinct failures." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled chunked generation inconsistency are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is not the same as a paged-generate warning regression." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one crashes on batched padding=False input while the other produces wrong assistant masks." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they expose different missing symbols and different model entry points." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in training metrics vs image processor label reduction." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "A missing config field after v5 update is not the same as a model load failure for a specific repo." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training instability with ZeRO-3 and post-train evaluate failure are unrelated symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Missing `pad_token_idx` config and Float8 storage lookup errors are unrelated regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different breakages: missing model export vs incorrect detokenization behavior." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video shape bug are separate processor issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor API regression is not the same as quantization offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure and save_pretrained/tokenization failure are different concrete problems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory retention are unrelated model bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about DSA indexing math is not the same as a removed utility breaking trust_remote_code models." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer regression vs SigLIP2 nonsensical outputs are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44849", + "accept": false, + "reason": "Tokenization drift across versions and Qwen3.5 hidden-state bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is unrelated to a missing Qwen2.5-VL import export." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-arg crash and Whisper empty-transcription generation failure are different paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift between train/eval and MoE memory usage are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related but one is incorrect probabilities and the other is HF-vs-JAX discrepancy." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Same general docs cleanup theme, but they target different pages and deprecated behaviors." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer special-token behavior and a specific tokenizer load failure are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI test are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch shape handling and SigLIP2 output discrepancy are different subsystems and failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids bug are different multimodal regressions." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-weights collapse is unrelated to the category-count runtime error." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length helper behavior are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:45200|issue:45588", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43819|issue:44112", + "issue:43606|issue:45083", + "issue:45310|issue:45478", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:39692|issue:44493", + "issue:44855|issue:45083", + "issue:44448|issue:44779", + "issue:29127|issue:32090", + "issue:43335|issue:43653", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:44292|issue:45520", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44568|issue:45491", + "issue:43335|issue:45072", + "issue:43723|issue:44554" + ], + "prepared_review_unit_hash": "8e277924137ff59273149621282805002ad76bffcb7fe962568ea6d05abcbc21", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38242, + "estimated_input_tokens": 9561, + "estimated_eval_tokens": 19378 + }, + "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 bug reports. The only likely duplicate pair is the Qwen3.5 MoE from_pretrained report (45310/45478), which has the same title and clearly the same failure class; the earlier report is the better canonical item.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier Qwen3.5 MoE from_pretrained report, has inbound reference activity, and issue:45478 appears to be a near-identical later duplicate based on the matching title and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative because it is the earlier report of the likely duplicate pair and captures the core Qwen3.5 MoE from_pretrained regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json loading behavior and a removed helper breaking trust_remote_code are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is an API removal and the other is a tokenizer correctness issue." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and Qwen2 TP load OOM are unrelated failures." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux handling are different code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to the LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and general Torch 2.10 incompatibility are too broad and distinct." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different symptoms in different models: AMP/CUDA loss crash versus missing auxiliary losses." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batching shape bug are separate issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and a GraniteSpeech CI device-override failure are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical Qwen3.5 MoE from_pretrained reports with the same title and failure mode; 45310 is earlier and the better duplicate target." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate and an inaccurate pipeline error message are different regressions." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as a Trainer NoneType broadcast error." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different regressions." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example errors and BEiT reduce_labels behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Broad loading regression and a Qwen3-VL weight-shape mismatch are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile SDPA failure are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and wrong vision_position_ids for video input are separate multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video batching shape bug and BEiT label reduction bug affect different processor logic." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues and widespread position-id key warnings are different regression families." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import failure and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regression are different model families and symptoms." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token registration bug are separate issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 CUDA OOM are distinct failures." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config handling and qwen3_omni_moe helper behavior are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BEiT pretrained-loading legacy-field bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA failure and GraniteSpeech CI override failure are different problems." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS handling and Gemma3 mixed-length NaN embeddings are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config edge case and bfloat16 dtype mismatch in inference are not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an MPS attention correctness bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly plausible, but the justification overstates the packet evidence. The 45310/45478 pair is supported as a likely duplicate because the titles are identical and 45310 is earlier with inbound references, but the response claims the two reports match \"exactly\" in problem description/body content, which is not visible in the packet. Please tone that down to a conservative \"near-identical / likely duplicate\" assessment. The other soft-edge rejections look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:43066|issue:44462", + "issue:45372|issue:45588", + "issue:34689|issue:35141", + "issue:44977|issue:45563", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:37428|issue:44987", + "issue:43873|issue:44493", + "issue:45372|issue:45406", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:44857|issue:45588" + ], + "prepared_review_unit_hash": "e5c71020f8f662a85e731491b8c89e5900e3beb63b8605e0b0e60620bc6f9f50", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a true duplicate cluster. The soft pairs mostly share only broad subsystem similarity (tokenizers, flash-attn, offloading, vision models, etc.) but describe different concrete bugs or regressions.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many unrelated bugs, so a representative issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate; none of the issues cleanly represents the others as the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both involve image processing, but one is a multimodal IterableDataset training failure and the other is a BEiT fast processor label-reduction bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model bugs: SwitchTransformers sparse-layer config creation vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI failures, but the root causes differ: packed-weight loading vs a stale device-override test." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but one is decoder-type selection in v5 and the other is ignoring repository tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different Gemma/processor import issue versus a flash_attention.py None-handling crash." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are regressions, but one is model loading for Llama 3.2 Vision and the other is embedding reinitialization after resizing." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different models/code paths: LwDetr AMP crash vs SwitchTransformers/TimmWrapper bfloat16 mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "One is a CPU-offload device mismatch in bark-small; the other is a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export issues for Gemma3n are unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/device constraints, but one is quantization offloading and the other is multi-GPU CUDA OOM for Gemma4." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading/import paths, but the first is a missing flash-attention helper import and the second is a broader loading failure for a model." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to unexpected position-id keys during model loading." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Different Gemma4 failures: missing ReasoningEffort import vs transformers serve crashing on Gemma4Processor._tokenizer." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feat-length helper bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention tests and embedding reinitialization after resizing are separate regressions." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility problem vs DeepseekV3MoE implementation divergence; different defects." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale generate warning are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe helper-function issue." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and Gemma4 multi-GPU OOM are different model/runtime problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to the multimodal token-count helper using undefined video-branch variables." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error with CLIP are distinct failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure is unrelated to tokenizer errors being hidden by except import_protobuf_decode_error()." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output regression and lm_head serialization inconsistency are separate v4/v5 issues." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Loading a specific model and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline output are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue and recurrent-state reset in qwen3_5 are different defects." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss and a flash_attention None-aux crash do not share the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 23, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593" + ], + "soft_pairs": [ + "issue:44186|issue:45198", + "issue:43421|issue:45491", + "issue:43278|issue:43381", + "issue:44265|issue:45198", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:44610|issue:45412", + "issue:29942|issue:30064", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:45440|issue:45593", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45072|issue:45229", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:43262|issue:44206", + "issue:29127|issue:33357", + "issue:29127|issue:35141", + "issue:43761|issue:44079" + ], + "prepared_review_unit_hash": "5c33c4e9035d63135b213318a47a68cd8a5c470de04573f5ceefbdc48f80418a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and largely heterogeneous: the soft pairs span unrelated bugs across tokenizers, model loading, training, export, quantization, vision/audio processing, and docs. I don\u2019t see any true duplicate pair here, so there is no single canonical artifact to merge around.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are thematically broad but do not describe the same underlying bug, so there is no safe duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the cluster as a duplicate hub; the set is too heterogeneous to nominate a meaningful global best issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to gradient-checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference correctness and RT-DETR memory release are different problems." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is not the same as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is FP8 config failure and the other is quantized-model saving." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config inconsistency is not the same as flash-attention generation failure." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to eval dtype changes." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and different implementation mismatches; not one concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to a model memory leak on deletion." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to Gemma 4 processor dependency import failure." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counters are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and Adafactor+Deepspeed OOM are different runtime issues." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "BFloat16 dtype mismatch is not the same as multi-GPU CUDA OOM." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and AutoTokenizer loading failures are different tokenizer bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to resume checkpoint key mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT label reduction and LayoutLMv2 tokenizer crashes are different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id import/load issue is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation and Gemma3 NaN embeddings are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the 2^24 categories runtime error." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test breakage and GenerationMixin import error are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to a feature-extractor center argument crash." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and CLIP bus error on MacOS are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and output-embedding reinit after resize are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different layers of the stack." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:43232|issue:43388", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:43526|issue:44610", + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43931|issue:45216", + "issue:44977|issue:45584", + "issue:45588|issue:45600", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43575|issue:44387", + "issue:43873|issue:45588", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:41628|issue:45372", + "issue:43493|issue:43827" + ], + "prepared_review_unit_hash": "61f2a5d53bbb3014e6ae16299c3819484c6ee76fc21812ff5f2de4e0337608f9", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36197, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs in loading, generation, quantization/memory, processors, docs, and config/API regressions. None of the soft edges look like true duplicates, and there are no PRs to assess.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items cover distinct subsystems and failure modes, so treating them as one duplicate cluster would be too aggressive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the broadest and most central memory/quantization report in the set, with the most discussion, but it still does not represent the other unrelated bugs well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading/runtime failures, but one is Qwen3Moe + FineGrainedFP8Config and the other is Qwen3-VL weight-shape mismatch; different models and root causes." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they hit different code paths: Ministral-3 v5 RC compatibility vs an AttributeError in integrations/flash_attention.py for sink-less models." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric-gathering label truncation are unrelated behaviors in different parts of the trainer stack." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are separate bugs with no shared code path." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crashes are different subsystems and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading in v5 and zero-loss sequence classification are unrelated issues." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "A video-input regression for Qwen VL models is not the same as chat template crashing on tool-call assistant messages." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Label reduction in an image processor and a processor/model input-size mismatch are distinct bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5 cache handling and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage for tokenizer/model construction is not the same as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch during model loading and incorrect save_pretrained checkpoint serialization are different defects." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues do not match Whisper's empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "A flash-attention AttributeError and an auto_mappings stale-config CI break are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel returning hidden_states=None and attention-kernel divergence under torch.compile are different code paths and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema regressions." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on a specific Qwen model and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage and patchtsmixer post_init validation are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and a LaserFeatureExtractor center-arg crash are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation example errors and Gemma3 mixed-length NaN embeddings are different concerns." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but one is TP loading OOM for a specific model and the other is a broader int4 reserved-memory regression; not the same concrete fix." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior and a flash_attention AttributeError are separate subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent-state reset in modular_qwen3_5 are different generation bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and TrainerState.num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution classification failure are different model families and code paths." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and base_model_prefix loading breakage are both loading-related, but the concrete failures differ." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import error and ReasoningEffort import error are separate missing-symbol regressions." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX implementation discrepancy is unrelated to docs still referencing pipeline() after removals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584" + ], + "soft_pairs": [ + "issue:43381|issue:43873", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:43316|issue:44877", + "issue:34689|issue:36010", + "issue:44855|issue:45137", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:43065|issue:44617", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43316|issue:43716", + "issue:41950|issue:43475", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43295|issue:43825", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "7e656ab5c403fbda5b606cd305d44e38c17430309d8b8db28f580e8a025f8539", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35508, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs across loading, config, multimodal processing, training, and environment/setup issues. None of the soft edges look like the same underlying defect, so all are rejected and there is no clear canonical duplicate to choose.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: eval-mode gradient checkpointing vs quantization/offloading behavior." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated issues: DeepSpeed Adafactor OOM vs embedding reinit after resize/tied embeddings." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during optimizer/deepspeed use is not the same as a Llama model-loading regression." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init API restriction is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different failure modes: BitNet packed-weight loading vs tokenizer loading for FastSpeech2Conformer." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset script loading failure is unrelated to config/model_type recognition failure." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading related, but one is FSDP CPU RAM-efficient loading and the other is a Qwen3-VL shape mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading issue is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both touch video/multimodal paths, but one is a video ValueError in Qwen3OmniMoe and the other is batched chat-template padding behavior in Qwen2_5_VLProcessor." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as Qwen3 MoE training memory usage." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed OOM and CustomTrainer compute_loss signature mismatch are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 vision is unrelated to a missing GenerationMixin import." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Package extras/backend installation problem is unrelated to a model config API discrepancy." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same general family name, but different concrete failures: tied lm_head weights vs FlashAttention runtime failure." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels, while the other issue is auxiliary-loss normalization." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same issue as Sam3Video CUDA OOM." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question is unrelated to the missing transformers.onnx import." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting is unrelated to AutoModel missing PyTorch." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different multimodal paths: CLIPVisionModel hidden_states vs Qwen video input regression." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to the pipeline error message claiming translation support." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is not the same as Whisper empty-transcription failure after token alignment." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 26, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + 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one is KV-cache tensor indexing and the other is a Gemma4Processor attribute regression; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor/tokenizer API regression in custom code, the other is an eos_token_id config mismatch for Gemma-3; not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated issues: patchtsmixer post_init handling vs non-persistent buffer initialization garbage." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different loading/runtime problem than checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload drift are separate config/init issues." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of an older issue is not the same as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different models and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to MoE load-balancing loss omission." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are distinct configuration/loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file load breakage is not the same as missing model_type in config.json." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning and Whisper empty-transcription crash are different issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks all-zero for multimodal templates is separate from Qwen2.5-VL video vision_position_ids being wrong." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM loading key error do not share a concrete code-path bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B TP memory exhaustion." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different subsystems and symptoms." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offload concerns, but one is TP OOM and the other is quantization/offloading behavior; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError and output embedding reinitialization in post_init are separate problems." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model-specific issues." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation/compiled-forward inconsistency is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation issue are different models and failure paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a model producing nonsensical outputs under AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert has nothing to do with the 2^24 category limit error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is unrelated to loading a multimodal model with latest transformers." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend due to tensorboard-only install are different environment issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and auto_mappings referencing removed Sam3LiteText configs are unrelated CI/model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 27, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:43761|issue:44743", + "issue:44855|issue:45588", + "issue:43650|issue:44220", + "issue:44355|issue:44855", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43404|issue:45216", + "issue:43550|issue:44190", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:36246|issue:41628", + "issue:44734|issue:45632", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:44561|issue:45632", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44466|issue:44913" + ], + "prepared_review_unit_hash": "b275114c4324c24fe27f939a98c51b45ca12e506126c06cba51a12fe3dc999d8", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37249, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most pairs are superficially similar but describe different bugs, regressions, or docs/examples. I would not merge any of the soft edges. The only noticeable subtheme is tied-weights / serialization behavior, where issue 44466 is the broadest representative.", + "confidence": 0.34, + "canonical_issue_reason": "issue 44466 is the most general and central of the tied-weights/serialization reports; it frames the bug broadly and is more representative than the narrower model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44466 is the best cluster representative because it captures the shared lm_head / tied-weight serialization theme in a model-agnostic way, whereas the other nearby issues are more specialized.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different failures: LoRA merge / tied embeddings collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated subsystems: distributed metric gathering label dropping vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different model paths and bugs: CLIPVisionModel hidden_states regression vs Qwen3 recurrent state reset with cache." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "One is a Python 3.13 import/parsing issue in DebertaV2; the other is a flash-attention AttributeError on s_aux=None." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue title does not match the audio feature extraction bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python/runtime errors, but the concrete causes differ: compiled-file execution vs torch.jit parsing of a decorated function." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill is unrelated to GPTNeoX rotary_pct reload persistence." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings / tied output embeddings is unrelated to Whisper empty transcription generation." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Version-support regression vs a specific indentation/parsing failure in a model import." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init handling and ModelOutput key assignment are separate implementation bugs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different multimodal/model-save problems: lm_head tying in Mistral3 vs incorrect Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the image-classification script." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and symptoms: empty multi-label classification output vs dataset loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same bug as Gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference cleanup." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow is unrelated to Whisper generation failing on empty transcription." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are not the same underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the local-dataset loading failure in the image-classification script." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and causes: a model-specific processor export vs top-level AutoImageProcessor availability." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions affect different subsystems and are not mergeable as one fix." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs: default vision/audio config initialization vs missing deepstack_visual_indexes serialization/strict handling." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Unrelated import failures in different modules with different missing symbols." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and trust_remote_code cache collisions are separate failure modes." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "One is an API removal breaking trust_remote_code models; the other is a cache-directory collision bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching/NER crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow extra/dependency packaging issue is not the same as a generic transformers dependency issue." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compilation failure and the other is an import/version-check issue; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config/state persistence, but tied lm_head serialization and rotary_pct reload are different model behaviors and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43927", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43299|issue:45216", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:43295|issue:45335", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:44112|issue:44964", + "issue:43531|issue:45600", + "issue:45335|issue:45584", + "issue:45561|issue:45632", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:43526|issue:43901", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43381|issue:45593", + "issue:44351|issue:45278", + "issue:43927|issue:45632", + "issue:43901|issue:44496", + "issue:43976|issue:45405", + "issue:44683|issue:45542", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "1f9829933f1fc4e786df6ac7abc182aee684ef2f20d381438a05b646905eb62c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a broad false-positive mix of unrelated Transformers regressions (imports, config save/load, model loading, training, docs, and test flakes). None of the proposed soft pairs appear to be the same underlying bug/change, so all are rejected. If forced to anchor the set, issue 43824 is the broadest and most-referenced API breakage report.", + "confidence": 0.68, + "canonical_issue_reason": "43824 is the strongest anchor only because it has the widest impact signal (high discussion/inbound refs) and represents the broad \"public API import broke\" theme better than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the best representative issue in this noisy set: it has the clearest, most central regression signal and the strongest engagement, even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Different problems: import latency vs unsafe sys.modules access; no same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are model regressions, but one is a Qwen3VL load failure and the other is a Qwen3.5 save_pretrained checkpoint bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but the root causes differ: missing fields after trust_remote_code vs unrecognized model_type." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same family name, but one is save/load for dequantized models and the other is a FlashAttention runtime failure." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Unrelated code paths: processor/tokenizer image handling vs resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-loading failure vs stale auto_mappings references in CI; not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem vs a model-loading regression; different causes and fixes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug during chunked_prefill is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale test failure is not the same as a runtime model-loading issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale config mappings are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different paths: embedding resize bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention file-path issues, but one is xdist captured_info race and the other is trust_remote_code cache path collision." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols/modules and different breakage surfaces." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version incompatibility is not the same as a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and unnecessary torchvision dependency are distinct load-path problems." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different failure modes; not mergeable into one fix." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Loading-time dtype propagation bug vs save_pretrained checkpoint corruption are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Load failure for Qwen3VL MoE vs incorrect visual encoder keys on Qwen3.5 save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image-processor label reduction bug and docs mismatch for return_all_scores are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args not used and a tie_word_embeddings warning are not the same code-path bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs in different areas: assistant masks vs rope position scaling." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss and mm_token_type_ids defaulting are separate training/config issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and D-FINE auxiliary loss omission are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing HybridCache import vs a broad report of many import errors; not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation drift is not the same as a model-type/config loading failure." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch and an unreleased dependency pin are different dependency problems." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation failure is unrelated to TensorFlow/tensorboard backend detection." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config initialization bugs, but they affect different models and different missing/default fields." + }, + { + "left": "issue:45561", + "right": "issue:45632", + "accept": false, + "reason": "Two separate file/race issues in different subsystems; they do not look like one underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 29, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44898", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:41950|issue:45020", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:44496|issue:44877", + "issue:41950|issue:43650", + "issue:43299|issue:43854", + "issue:38175|issue:44617", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:43450|issue:44279", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "6286cb9d9d49ca28b8cf2dd1d3ffeb62630fb73f8b0653d13a787f93e32e0c62", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36365, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly mixed: several tokenizer/loading regressions, some multimodal processor/chat-template bugs, and a number of model-specific failures. None of the proposed soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44462 is the clearest representative of the tokenizer/loading regression theme and sits near several other tokenizer-related reports, even though the cluster as a whole is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest standalone representative: concrete repro, broad enough to anchor the tokenizer-loading subgroup, and more central than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring repository tokenizer.json and the other is a Mistral regex patch crash; different failure modes and code paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup is unrelated to the broad remote_code loading regressions in v5; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "save_pretrained writing the wrong tokenizer_class and AutoTokenizer ignoring tokenizer.json are related areas, but they are distinct serialization vs loading bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "These are generic dependency/version issues affecting different packages and symptoms, not one underlying defect." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Missing model_type in config.json and strict config rejection for granite_speech are different config-loading problems." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video pipeline processor mismatch and a placeholder 'ADD THE DATA' issue are clearly unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading repository tokenizer.json and the other is incorrect Deepseek tokenization; not enough evidence of one shared bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom code accessing processor.tokenizer and Deepseek tokenizer output regressions are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation/example errors in different sections and for different APIs; not the same change or bug." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder issue and an apply_chat_template crash with tool-call messages are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 model breakage are different failures." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batch-shape bug and a dependency issue do not share a concrete code path." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaults and the other is assistant_mask generation for multimodal inputs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model offload loading are different parts of the quantization workflow." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is an MLA layernorm precision/config issue; the other is a torch.split return-value issue in a different model component." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failure on torch>=2.9 are different attention stack problems." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a Perceiver resize/interpolation bug are not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and resize_token_embeddings not updating Gemma4 embeddings are related to weights, but not the same concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load failures." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer regression across versions and a placeholder issue are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slow filtering after upgrade are not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration and tensorboard/TensorFlow backend mismatch are distinct environment/import problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM predictions and Deepseek tokenizer outputs are different model-specific regressions." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states being None are unrelated model/runtime bugs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "A model loading regression for physical-intelligence/fast and a tensorboard backend issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior do not share a code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 30, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:44361|issue:45593", + "issue:43475|issue:44016", + "issue:45561|issue:45563", + "issue:43824|issue:43976", + "issue:43295|issue:44617", + "issue:43352|issue:45250", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "f61dbba875ffbaf9e69a4aedb83506d2a76412f177601d95f986609f10d47c76", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of distinct Transformers issues (API import failures, model-specific load regressions, tokenizer bugs, docs/tests, and training-loss behavior). None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster by impact and discussion volume, but it is not a duplicate of the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the clearest, widely visible user-facing regression and the most reference activity among mostly unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: missing TensorFlow in the torch extra vs a Python-version import compatibility issue." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to SigLIP2 model output quality." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata bug is unrelated to Gemma-4 ZeRO3 loading failure." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are different model/code paths." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM 3 Video attribute error is unrelated to a notebook syntax error." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generation warning are different testing/runtime bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import failure for a specific Qwen2.5-VL symbol is unrelated to Python version support." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to SAM3 video OOM." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific lack of Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and GLM-4V loading failure are distinct model-loading bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and ANSI code output are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to the Python 3.9/3.10 compatibility report." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to Gemma-4 ZeRO3 loading." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs issue and a slow-import performance issue do not share the same root cause." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across branches and the other is a model-loading regression for Qwen3VL MoE; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video classification pipeline processor lookup and `_torch_extract_fbank_features()` are different subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color output in loading reports is unrelated to a docstring typo." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different loss paths and different models; both concern losses, but not the same concrete defect." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer repository file selection and Kimi-K2.5 codec/regression handling are separate tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model registration logic and missing TensorFlow backend installation are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-performance bug and unrecognized model config error are not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages; both are import errors but not the same defect." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are unrelated exported-symbol regressions." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Qwen3.5 chat crashes are distinct failures." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removal of `is_torch_fx_available` break different code paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm-token defaults are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43066|issue:44779", + "issue:43441|issue:43540", + "issue:45292|issue:45584", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:41628|issue:41950", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43901|issue:45003", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:43295|issue:45292", + "issue:44995|issue:45588", + "issue:44060|issue:44077", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:44368|issue:45563", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44933|issue:45459" + ], + "prepared_review_unit_hash": "24561f8c8bcc96f3effbda4f24549cdd58a4546c0f67ef6b3a408b4788b6bc29", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35643, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several unrelated Transformers regressions are grouped together, with only a few loose theme overlaps around config/loading, tokenizers, and embedding resizing. I do not see any soft edge that clearly represents the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "If a single issue must anchor the cluster, 44877 is the most concrete, self-contained bug report around config loading/strictness; it is the closest fit to the small config-related subset, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44933 is the best representative for triage because it is open, user-facing, and broad enough to stand in for the import/image-utils subset without overcommitting to an exact duplicate relationship.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: a position_ids buffer access error versus a performance regression after upgrading. No shared code-path bug." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "One is about router/load-balancing loss handling; the other is a CUDA AMP crash in LwDetrImageLoss. Same broad ML area, not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown is unrelated to the Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch config strictness, but one is a loading failure for granite_speech while the other is a missing field being dropped in Qwen3_5MoeVisionConfig. Similar theme, not same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 image processor import error and a ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a wrong decoder-type warning and the other is incorrect Deepseek tokenization output. Different concrete issues." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is not the same as Qwen3OmniMoe video input processing error." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression versus embedding resize propagation bug; no shared fix path." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model and masking protobuf decode errors are different problems affecting different parts of the stack." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Importing AutoImageProcessor and a video-classification pipeline picking image processors are only loosely related by image handling, not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and multi-GPU CUDA OOM are different failure classes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM 3 pixel decoder dummy Conv2d and a model-type warning for sam3_video vs sam3_tracker are not the same underlying issue." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale second-forward cache crash and missing mm_token_type_ids defaults are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a ZeRO3 deque underflow are different DeepSpeed-related bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct problems." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings propagation bug are not the same issue." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash and flash_attention s_aux=None AttributeError are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are tied to model config warnings, but one is about incorrect tied-weight warnings and the other about post_init being optional for patchtsmixer. Not the same change." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and import slowness have no shared bug surface." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 video output and Qwen3OmniMoe video-input processing errors are different model-specific bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning and a stale num_return_sequences warning in paged generate are unrelated warnings." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of lm_head.weight depending on device and t5gemma resize_token_embeddings not affecting decoder.embed_tokens are different tied-weights/resize issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning versus Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "An import from image_utils missing entirely and protobuf-related tokenizer error masking are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:42222|issue:45200", + "issue:43873|issue:44945", + "issue:43475|issue:44661", + "issue:42831|issue:44222", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:41628|issue:44351" + ], + "prepared_review_unit_hash": "0fa2ca43eaf693f982e04d6749bcdce67a4b71c500c55137401d56dc2550ef23", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly noisy cluster with two clear duplicate subclusters: the Qwen3ForCausalLM VRAM leak pair (42673/43704) and the Qwen3.5-Moe from_pretrained error pair (45310/45478). The remaining soft edges look like broader version-regression overlaps rather than the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45310 is the cleanest concrete bug report to anchor the Qwen3.5-Moe from_pretrained failure, and 45478 is an exact duplicate with the same title and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue because it is specific and reproducible, with exact duplicate 45478 confirming the same bug. The cluster also contains a separate exact duplicate subcluster at 42673/43704.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache behavior, but they describe different failures and code paths." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding and Kimi tokenizer regression handling are unrelated bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and removed Sam3LiteText config references are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model shape mismatch and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "One is a sync_gpus kwargs problem; the other is a missing cache issue in chunked_prefill." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer metadata mismatch and missing processor files are distinct save_pretrained failures." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A specific generation/cache regression is not the same as broad import errors after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage is broader than the ESM2-specific failure described here." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and data filtering slowdown are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM multi-thread VRAM leak; this is a clear duplicate." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers hanging while loading are different problems." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in filtering data is unrelated to the Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific gemma-4 zero3 from_pretrained failure; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers v5 and missing processor save files are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate paths." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the data-processing slowdown report." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API behavior and remote-code checkpoint meta-init incompatibility are different concerns." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video attribute error and qwen2.5-vl wrong vision_position_ids are different model-specific bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5/Moe config handling, but one is a missing vision field and the other is a generic from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different failure classes: SAM 3 Video attribute error vs missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import issues, but they concern different modules and different missing symbols." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring __future__ annotations crash are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related only at a broad Qwen3.5/Moe family level, not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is not the same as Llama4Config missing pad_token_id." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "vitpose breakage and Gemma 4 mm_token_type_ids defaulting are unrelated regressions." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output corruption are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error is unrelated to add-new-model-like failing for TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Missing AutoImageProcessor and missing HybridCache are separate import regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but the summary is not fully grounded: it says the only clear duplicate pair is 42673/43704, while the packet also shows an exact duplicate pair for 45310/45478 (same title and same Qwen3.5-Moe from_pretrained failure). That omission makes the cluster summary imprecise. The issue anchor choice is otherwise reasonable, but the summary should acknowledge both clear duplicate pairs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561" + ], + "soft_pairs": [ + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:43504|issue:45561", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:30333|issue:33290", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "349a280c5afd3e77286169a7ac8d68862baad2fb5b29f994dfca59b4bb36ed78", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37317, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft edges are largely false positives from broad v5/model-loading/tokenizer similarity rather than true duplicates. I would not merge any of the candidate pairs.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42898 is the closest thematic anchor: it is a broad tokenizer-regression report and has multiple nearby tokenizer-related soft matches, even though the cluster as a whole is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative issue for this cluster because it is the most central broad regression report among the candidates, but it should still be treated as a loose topical anchor rather than a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different failure modes: generation kwargs after sync_gpus vs torch.compile attention-kernel branching." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/save-pretrained/from-pretrained, but one is FP8 save serialization and the other is a Qwen3.5 load error." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both concern saving/loading, but one is quantized-model saving and the other is extra_state handling in save/from_pretrained." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but these appear to be different Qwen MoE loading bugs in different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated subsystems: generation bookkeeping vs a janus image-generation test failure." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config recognition vs a pytest-xdist file race." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: Beit label reduction bug vs captured_info.txt race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model behavior bugs: missing padding-mask support vs load-balancing loss gating." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: legacy preset loading vs test utility file race." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different API breakages." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: GenerationMixin cache/chunked prefill vs attention kernel divergence under torch.compile." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: a loading hang vs embedding reinitialization after resize." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions in v5, but one is clean-up-space behavior and the other is special-token insertion." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated: multimodal config defaults vs ModelOutput key assignment." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different areas: multimodal config initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated: Python-version incompatibility vs missing image_utils import." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated: backend extras packaging vs missing import symbol." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated: Phi-4-multimodal loading vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but they involve different missing names and different packages/models." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve pretrained I/O, but one is processor save-pretrained missing files and the other is a Qwen MoE load failure." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: kernel divergence bug vs docstring typo." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but tied-weights warning and missing _tp_plan are different issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer internals." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer loading/behavior issues, but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different problem domains: dtype drift in evaluate vs DeepSpeed queue underflow." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated: server KV-cache continuation crash vs auto_docstring annotation parsing." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and different failure mechanisms." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal-related, but one is a missing image-patches method and the other is a meta-init compatibility issue." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated: MLflow reporting on failed training jobs vs AdaFactor/deepspeed OOM." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v4-v5 behavior differences, but one is tokenizer cleanup and the other is Pegasus generation output drift." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Unrelated: missing AutoImageProcessor import vs protobuf decode-error masking." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is MoE FP8 model saving and the other is tokenizer metadata serialization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 34, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:22355|issue:28282", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43723|issue:44977", + "issue:44263|issue:44360", + "issue:30333|issue:36331", + "issue:44263|issue:45092", + "issue:30333|issue:34689", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784" + ], + "prepared_review_unit_hash": "8b516a83ef3993a2ebe5256072682c35a2936efaa38febd18f71151eabbb0f2f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37055, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate Transformers regressions/import issues rather than true duplicates. The closest thing to an umbrella issue is 45278, but it only loosely represents the group.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45278 is the broadest and most central user-facing regression report in the set (many import errors after upgrading to v5.5.0), so it is the best loose anchor if a single issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, current, and cluster-like issue; it can serve as a high-level representative, but it should not be treated as a strict duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenization/processor behavior, but they describe different failures and different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "One is config initialization for Phi4MultimodalConfig; the other is non-persistent buffers in v5. Different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer-loading failures with different causes; sharing 'load tokenizer' is too broad." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are unrelated save-path bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy issues in FineGrainedFP8 do not match processor save_pretrained file emission failures." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature-extractor argument regression and an auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different underlying dependency problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save_pretrained and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE checkpoint saving and the other is max_shard_size behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor _tokenizer attribute errors are different failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return handling and missing ReLU in the DSA indexer are distinct implementation bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split handling and remote-code/meta-init incompatibility are not the same code path." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job state reporting and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for AutoModel/PyTorch and MLFlow reporting of failed jobs are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer and missing processor.save_pretrained files are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor chat template batching crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Multimodal config default initialization and GPTNeoX rotary_pct reload behavior affect different components." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are different problems." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and InternVL2 meta-initialization incompatibility are not duplicates." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a RoPE implementation discussion are clearly different." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Generic tokenizer load failure and EMBEDDIA/est-roberta-specific tokenizer loading failure are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Two different tokenizer-loading failures with different affected tokenizers and root causes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code/meta-init incompatibility and incorrect visual encoder keys on save_pretrained are separate regressions." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers stuck loading and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failures are different paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns and Qwen3.5 MoE from_pretrained errors do not match." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are different missing symbols." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "An is_offline_mode import error may be one symptom of broader v5 import breakage, but it is still a distinct issue from the broad 'many import errors' report." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 35, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:42886|issue:43066", + "issue:43122|issue:44514", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:29127|issue:30990", + "issue:44261|issue:44373", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44222", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "2caff0631d0b232fb89de3ee318cb233441203d7acb3037a5a1e94f86b33e0ed", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft pairs look like false positives: they share at most a broad subsystem label (tokenizers, loading, generation, multimodal, etc.) but describe different concrete bugs, regressions, or even docs issues.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization/chat templates, but one is a tokenizer regression across versions and the other is an all-zero assistant_mask bug for multimodal inputs; different failure modes and code paths." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.split bug in a GLM MoE indexer; the other is a wrong docstring for position_ids. Docs issue vs runtime bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary losses being disabled; different models and different subsystems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both touch from_pretrained/loading internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is AutoProcessor not forwarding kwargs to cached_file; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are separate tokenizer issues with different causes." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization-related APIs, but one is version-dependent tokenization drift and the other is a batched apply_chat_template crash with padding=False." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 behavior settings and a GLM MoE torch.split bug are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "These are different loading failures: Sentence Transformers hanging vs a MacOS bus error with a community CLIP model." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor/cached_file kwargs forwarding is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A position_ids buffer read error and a tokenizer_class mismatch on save_pretrained are distinct issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel LLM output are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility for transformers 5.1.0 is unrelated to pipeline parallelism output corruption." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation-state handling, but one is sync_gpus kwargs update logic and the other is recurrent state reset in Qwen3.5 modular code; not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling has nothing to do with the 2^24 category limit error." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model save failure and GLM-5 GenerationConfig validation are different problems." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type/config mismatch warning and the other is a missing attribute on Sam3VisionEncoderOutput; different concrete bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "An AutoImageProcessor import error is not the same as a broad set of import errors after upgrading versions." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers breaking because nn is undefined is unrelated to Sam3LiteText configs breaking CI." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are separate issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in a DSA indexer and a GLM-5 RoPE implementation issue are unrelated model-internal changes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty results in a classification example and mm_token_type_ids defaulting for Gemma 4 are different bugs and different call paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and all-zero assistant masks are both tokenization-adjacent, but they are distinct outputs and distinct bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different symptoms; too broad to be the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and a tokenizer save_pretrained tokenizer_class mismatch are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "A LayoutLMv3 validation/error-message issue is unrelated to Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision bug from missing rms_norm_eps and a wrong position_ids docstring are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and a position_ids buffer read error are separate bugs." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API settings and FineGrainedFP8 accuracy regression are different precision-related issues with different scopes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are different model I/O failures." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and FP8 save_pretrained for moe are separate problems; same broad area, not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and an example-script multi-label classification issue are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "A dequantized model save failure is unrelated to gguf_file breaking from_pretrained for tokenizer/model loading." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor forwarding kwargs to cached_file are different from_pretrained bugs affecting different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 36, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43421", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45341|issue:45561", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:39401|issue:43421" + ], + "prepared_review_unit_hash": "c778ae355e11467d04182bc03dcefbf81532465cc9e4a74dc069e4693daf13cb", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36902, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated issues; the soft pairs are mostly broad topical similarities (imports, tokenizers, Qwen3, save/load) rather than the same concrete bug. I would not merge any of the proposed pairs.", + "confidence": 0.23, + "canonical_issue_reason": "No single canonical duplicate stands out: the items split into several unrelated problem areas, and the soft pairs do not share a sufficiently specific root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report among the issues (many import errors after upgrading), so it is the closest thing to a representative issue, though it is not a true duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE save/load behavior, but one is a save_pretrained checkpoint issue and the other is a from_pretrained loading error; different concrete failure modes." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules; same symptom, not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; unrelated code paths and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both are save/export problems, but for different model families and different quantization formats; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; too generic to treat as one duplicate." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift between train/eval is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Separate import/version-guard failures involving different symbols and libraries." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different failures; only the broad 'model broke under v5/flash-attention' theme overlaps." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs dtype mismatch in unrelated models; no shared concrete root cause." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a specific missing helper while the other is a broad upgrade report; not the same underlying issue." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption in FSDP/PEFT vs missing GenerationMixin cache during chunked prefill; different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig vs RoPE implementation discussion; distinct bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No overlap in functionality or failure mode; unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior/API settings vs multimodal token counting bug; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer.evaluate() after train(); not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE and save/load, but one is FP8 save_pretrained and the other is from_pretrained loading error; too different to merge." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3-ish MoE models, but the model/version and failure details differ enough that they are not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification bug vs pipeline API error messaging; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility problem vs a version check bug for a specific import; different issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation vs a stale warning in paged generate(); not the same failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but in different model families and with different symptoms; too broad to call duplicate." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset mapping; same subsystem but not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight-shape mismatch on load vs pipeline-parallelism output issue; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper issue in qwen3_omni_moe vs an import/version-check bug; different code paths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs flash_attention crash on sink-less models; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:42222|issue:45542", + "issue:42673|issue:43577", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44933|issue:45278", + "issue:44483|issue:45464", + "issue:42617|issue:45341", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43986|issue:44484", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43097|issue:43452" + ], + "prepared_review_unit_hash": "90b9381620f9b37f8e9a38ba16d45db6dd9c4eb82e3dfe3ca764511fdac44944", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38591, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly thematically similar Transformers regression reports, but they do not appear to be true duplicates. The strongest representative issue is the broad import-regression report, while the rest are separate bugs affecting different code paths or model families.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest representative of the visible cluster theme: widespread import failures after upgrading Transformers. It is generic enough to stand in for the import-regression subset without overfitting to one specific missing symbol.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most umbrella-like and can anchor the cluster\u2019s import-breakage side, whereas the other issues are narrower model- or API-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both relate to v5-era model-loading/type issues, but one is about an unexpected _is_hf_initialized argument and the other about PretrainedConfig type checking; they are different failures." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video-processing paths, but one is a batched-shape bug in processors and the other is a crash when AutoProcessor is used without torchvision." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "These are unrelated: max_shard_size/save_pretrained behavior versus a Qwen3.5 MoE from_pretrained load error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a training-degeneration problem with flash_attention_3, the other is a save_pretrained checkpoint regression for Qwen3.5; different code paths and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing names from different modules; no evidence they are the same underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "These describe different Qwen-family model loading issues: missing layer projections versus a MoE from_pretrained error." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenization-registry assumptions and Mistral regex patching are separate problems with different failure points." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning during instantiation is not the same bug as a key error loading MobileLLM-125M." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leakage in multi-threaded Qwen3ForCausalLM use is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and a TensorBoard/TensorFlow backend mismatch are different installation/runtime issues." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "A multi-thread VRAM leak and BLIP2 dtype propagation are unrelated regressions." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior warnings and MLA q_a_layernorm precision issues are different subsystems with different fixes." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is not the same as an unrecognized model_type/config.json problem." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "These are both import/feature issues, but one is a missing symbol import and the other is an audio feature-extraction problem." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is unrelated to BLIP2 dtype not being propagated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and broken VitPose models are separate issues." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report, but the former is a specific missing import from image_utils; related theme, not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API acceptance failure and the other is a streaming-inference failure on a specific Qwen3.5 model." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a bug in testing_utils.py are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "These are different Qwen3.5/save_pretrained vs from_pretrained problems, not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is about decoder type and the other about changed tokenization output; too different to merge." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "A GenerationMixin cache regression during chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing attention projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is a config/API change; unexpected key warnings in models are a separate loading issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch helper in GLM46V and MLA layernorm epsilon precision are unrelated multimodal/model bugs." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and TensorBoard-only TF backend handling are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a loading/weights issue, while qwen3next missing projections is a model-definition issue." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A None entry in TOKENIZER_MAPPING_NAMES and a specific model-loading failure for physical-intelligence/fast are different issues." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision and a small testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed tie_embeddings_and_encoder_decoder setting is unrelated to gguf_file breaking tokenizer/model loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588" + ], + "soft_pairs": [ + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43097|issue:45588", + "issue:43986|issue:44117", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43992|issue:44484", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43012|issue:43550", + "issue:42907|issue:44655", + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "681c0a5e32c3908f1b4cc0e5b4b46229963f380fb240bcf3e00adb9c8fdfb528", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37911, + "estimated_input_tokens": 9478, + "estimated_eval_tokens": 19212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports from the same repo, with only superficial theme overlap (imports, loading, attention, quantization, etc.). None of the soft pairs look like the same underlying fixable bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue emerges: the cluster is heterogeneous and the soft-pair overlaps are mostly broad symptom similarity rather than the same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative for the cluster because the reports span many distinct subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3/VL-related model-loading problems, but one is a specific weight-shape mismatch and the other is a version/model-family issue; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "One is a SwitchTransformers config edge case; the other is a broad PretrainedConfig type-checking regression. Different failures and code paths." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warning classes in different model families; no shared root cause." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components and different errors: a missing image-processor method vs a torch.split return-value issue." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "A Python-version compatibility report is not the same bug as PretrainedConfig type checking." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Completely different domains: flash-attention training degeneration vs category cardinality limit." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve loading processors, but one is about missing torchvision and the other about a missing mistral_common symbol; different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training-state corruption with FSDP2/PEFT is unrelated to Liger Kernel application under model_init." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; no shared underlying fix." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific numerical/configuration issues (rms_norm_eps precision vs RoPE implementation)." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model config problems: missing attention projections vs a missing vision config field." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports from transformers; similar symptom, not the same code-path problem." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs tokenizer mapping lookup assumption; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen-related model bugs with different symptoms and fixes." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A config API removal is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different areas: processor loading without torchvision vs tokenizer mapping None-handling." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different preprocessing/docstring-related failures and different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/network behavior is unrelated to a missing checkpoint weight during UMT5 loading." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model-loading weight mismatch and save_pretrained shard-size behavior are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API and quantization offloading behavior are different issues." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different import/load failures for different multimodal models and dependencies." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash-Attn support gating for Nemotron is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Error messaging for pipeline tasks and saving Pipeline objects are different concerns." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Different import/config regressions with no shared root cause." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning on bfloat16 compilation is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient-checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different runtime behaviors in different subsystems: warning on compile vs SDPA compile failure." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects share only a broad save_pretrained theme, not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-backend config handling is unrelated to zero-loss classification degeneration." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash-Attention support for a specific model is unrelated to Python-version compatibility." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed training optimizer-state corruption is unrelated to attention scaling config being ignored." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45593" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43618|issue:44380", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:44655|issue:45478", + "issue:43066|issue:45381", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43352|issue:45593", + "issue:43992|issue:45310", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:36683|issue:43352" + ], + "prepared_review_unit_hash": "768fe13701556680904c5d2e6175e1334f16348b75634556c033b367abee8fe1", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "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, mostly around v5 regressions and import/load failures. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here: it explicitly describes post-upgrade import failures after moving from 4.57.0 to 5.5.0, which is the closest shared theme among several import-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative issue is needed, issue:45278 is the most general and cluster-like anchor because it captures the widest version-regression/import-failure pattern rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both mention chat-related behavior, but one is an API request rejection and the other is a tokenizer/template crash; different code paths and symptoms." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different models and bugs: xLSTM training blockers versus BEIT image processor label reduction." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "One is a CLIP output regression and the other is GPT2 attention scaling under SDPA/FlashAttention; not the same failure." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "A missing Gemma3 config attribute is unrelated to an Apple Silicon allocator TypeError." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; related area, different concrete bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions request validation and apply_chat_template tool-call handling are distinct problems." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a torch>=2.9 compiled flex_attention failure." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug report, the other is an fp8 support request; not the same underlying issue." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "A chat/completions acceptance issue is unrelated to qwen2.5-vl video vision_position_ids being wrong." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and a sorted-state_dict load error are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error in configuration_utils is unrelated to local_files_only still allowing API requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is about Smollm3 layer dropping and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to save_pretrained on Pipeline objects." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save-path bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A load error with sorted state_dict and a Qwen3.5 save_pretrained regression are not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated model-specific attribute bugs." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Saving Pipeline objects and Qwen3.5 MoE from_pretrained errors affect different APIs and code paths." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type selection and qwen2.5-vl video position ids are different issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support and GLM-5 generation config validation are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "A PatchTSMixer post_init policy change is not the same as GPT2 attention scaling being ignored under specific backends." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are clearly unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-adjacent, but one is a torch.split indexer bug and the other is a DeepseekV3MoE implementation mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility problems in 5.1.0 and 3.14 load failures are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A Gemma3 config attribute error has nothing to do with PatchTSMixer post_init handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config fields, but they affect different models and different attributes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different packages and symbols with no shared concrete fix." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "A torch.compile branching divergence in attention kernels is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP attentions regression and a Qwen3.5 checkpoint regression do not share the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron FA2 support and D-FINE auxiliary-loss handling are unrelated model issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight during loading and Qwen3.5 MoE from_pretrained failure are different loading bugs." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing Gemma3Config attribute is unrelated to load balancing loss not being added for MoE routing." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration and broad import failures after upgrade are different parts of the library." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "A Gemma3 config error and Nemotron FlashAttention support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:43502|issue:44062", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44485", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "1db37b0ccab3b01daa062b2d1faf402c46f70bb0dfeb21ea0575bdcd96059578", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37033, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes import/API breakages, tokenizer/model loading regressions, tensor-parallel/training bugs, and unrelated model-specific issues. The soft links are mostly keyword similarity, not the same underlying bug/change, so I reject them all.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42548 is the clearest concrete user-facing import failure in the set and the best representative of the recurring import/load theme, though the cluster is too mixed for it to be a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42548 has the strongest, most actionable signal among the issues: a specific API break (`cannot import name 'PreTrainedModel'`) with direct impact and clear repro surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is about removing `import *` and the other is about slow intermittent `import transformers`; related theme, not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both mention loading/config behavior, but one is a generic state_dict loading error and the other is a missing `deepstack_visual_indexes` config field for Qwen3.5 MoE." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 `vocab_size` missing is a model-config attribute issue; FSDP2+PEFT optimizer-state corruption is a distributed training bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 encoder missing `embed_tokens.weight` during load is unrelated to Qwen3.5 MoE `from_pretrained` failure." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is flaky SAM HQ tests from missing seeds; the other is an xdist race on `captured_info.txt` in testing utils." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure is a runtime-compatibility issue; v5.4.0 `PretrainedConfig` type checking is a separate typing regression." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve loading/saving regressions, but one is generic state_dict loading and the other is incorrect visual encoder keys in Qwen3.5 `save_pretrained`." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is about cache/layer `update()` needing `torch.no_grad`; the other is a Python version compatibility problem in Transformers 5.1.0." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import failure and Qwen2.5-VL video `vision_position_ids` mismatch are different symptoms and code paths." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer/ReLU discussion is unrelated to the DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "`CLIPOutput.attentions` disappearing is an output-structure regression; `patchtsmixer` `post_init` allowance is a separate model-API validation issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct TP OOM are both TP-related but not the same concrete failure." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A generic load error from sorted state_dict keys is not the same as the `max_shard_size` default question in `save_pretrained`." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "`CLIPOutput.attentions` missing is unrelated to `flash_attention.py` crashing on `s_aux=None`." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Output field regression in CLIP is not the same as the float16 AMP crash in `LwDetrImageLoss`." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading/import problems, but one is a missing PyTorch dependency error and the other is a tokenizer loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness and inability to load `microsoft/Phi-4-multimodal-instruct` are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky integration test and `auto_mappings.py` referencing removed Sam3LiteText configs are different CI failures." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing seeds in tests and a stale device-override test failure in GraniteSpeech are different test issues." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "`torch.no_grad` on cache/layer updates is unrelated to SGD args not being used." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading via `AutoTokenizer.from_pretrained` is not the same as checkpoint reload failures after upgrading from v4.57 to v5.x." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making API requests is a download-policy bug, not the `AddedToken(..., special=...)` argument collision." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` issues in MoE and missing `_tp_plan` for Qwen3_5Moe are distinct model-export vs tensor-parallel setup problems." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "General seed flakiness in tests is not the same as a specific bug in `testing_utils.py`." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is different from checkpoint reload breakage after upgrading versions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "`@torch.no_grad` on cache updates and a dummy `nn.Conv2d` in `Sam3PixelDecoder` do not share the same code-path bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer update decoration and `_update_model_kwargs_for_generation` after `sync_gpus` are separate generation bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they target different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different export paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing `_tp_plan` and Qwen3.5 MoE `from_pretrained` error are related to the same family, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file loading errors and slow filtering after upgrading from 4.57.3 to 5.3.0 are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing is different from `deepstack_visual_indexes` being dropped by strict config handling." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-download leakage and GLM-5 RoPE implementation discussion are not the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and confusing `input_ids`/`past_key_values` documentation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + 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"issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44556|issue:45092" + ], + "prepared_review_unit_hash": "5ae75ddd3cf52fbd57b9539fbcf5b84e476e41e863f29198221f5c0ab0b25875", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38406, + "estimated_input_tokens": 9602, + "estimated_eval_tokens": 19460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated or only loosely similar v5/Transformers regression reports. The soft similarities are mostly broad-topic overlaps (imports, loading, docs, FP8, cache) rather than the same concrete bug, so no soft-edge merge is justified.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43576 is the clearest, most actionable regression report in the set and sits near several v5-related similarity links, while the others are either narrower, more ambiguous, or about different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the strongest standalone candidate because it describes a specific, user-visible breakage with a clear surface area and better triage value than the more ambiguous or peripheral reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Different problems: optimizer argument handling vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU issue are unrelated code paths." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow failure reporting and tokenizer loading regression are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad decoration and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained behavior are different issues." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both concern v5 loading regressions, but one is Qwen3VL MoE-specific while the other is a broader checkpoint reload incompatibility." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests despite local_files_only and the placeholder racoon issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "save_pretrained FP8 MOE bug vs FP8 inference support; different operations and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file import errors and Pipeline.save_pretrained are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure and tensor parallel training bug are different problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Runtime import failure and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and missing image patch method are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and failure modes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing hub symbol import and v5 env CLI breakage are distinct surfaces." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about pipeline removals and the placeholder issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env regression and config type checking are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env regression and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing exported symbol import error and CLI env breakage are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache bug and cache-strategy typo are not the same underlying problem." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder title and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing import symbol are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import/export failures, but they involve different symbols and likely different root causes." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "CLI env regression and HybridCache import error are different failure modes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue and placeholder issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast label bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError for a public API and compiled-file errors are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction and unsafe sys.modules access are related only broadly, not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm epsilon precision issue and DSA indexer ReLU issue are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files and a generic bug report are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug and TensorFlow backend installation issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5 env CLI regression and checkpoint reload incompatibility after upgrade are both version-related, but not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL/Qwen3.5-Moe bug and missing tensor-parallel plan are different issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output problem and PretrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * usage and chunked_prefill cache missing are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are old-checkpoint/v5 compatibility complaints, but the model families and failure contexts differ enough that they do not look like the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 42, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:42890|issue:43704", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998" + ], + "prepared_review_unit_hash": "910ca75e55aea22a478fbdaee55c4db7ad829a233b2769b1bd08019b7be98c52", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41396, + "estimated_input_tokens": 10349, + "estimated_eval_tokens": 20954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: tokenizer/loading, model init, scheduler, docs, tests, and various model-specific bugs. I did not find a strong duplicate cluster; the closest pair is the AutoProcessor/cached_file kwargs vs local_files_only network-request issue, but evidence is still insufficient to merge them as the same bug.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 44704 is the most concrete, actionable bug in the set: it names a specific code path, a likely root cause, and a clear failure mode around kwargs propagation in from_pretrained.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44704 is a strong representative issue because it describes a specific loading-path bug with an identifiable fix surface and good triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 configuration behavior is unrelated to a cache-strategy typo." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed coverage and inverse_sqrt scheduler kwargs are different failure domains." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "One is about cached_file kwargs propagation during loading; the other is scheduler kwarg handling. Different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness and lazy loading not working are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning in SAM3 is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer-class save_pretrained mismatch is too specific to equate with an unnamed generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support and Qwen3-VL bounding-box output errors are distinct model issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility is unrelated to Qwen3-VL output correctness." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are different bug classes." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access and a generic bug report do not show the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup causing import cost is not the same as HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance refactor and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline parallelism output error are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-system cleanup and cache-strategy typo are not the same code-path bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to degenerate training under flash_attention_3." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination and Qwen3.5 MoE from_pretrained error are different model problems." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward doc confusion is not the same as a tokenizer loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Pipeline docs after v5 removals and scheduler kwargs are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _tied_weight_keys list crash are different implementation bugs." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time cleanup and scheduler kwarg handling are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key handling do not share the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading behavior are different surfaces." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not enough to conclude it duplicates a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-side performance cleanup and VRAM leakage in multi-threaded dataloading are different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward documentation confusion does not match a model-loading breakage regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-API documentation confusion are different issues." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Model_init not applying Liger Kernel and meta-init incompatibility for old InternVL2 are not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under dataloader threads and RoPE implementation concerns are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific concerns." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp math are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math in a processor and missing files on processor save are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and multi-threaded VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in an indexer are unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding are different issues." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Generic tokenizer behavior change and wrong tokenizer decoder type in v5 are related in theme but not clearly the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Test seeding instability and VRAM leakage are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an irrelevant placeholder issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and apply_chat_template crashes have different failure surfaces." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment is not a technical duplicate of a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated placeholder issue are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 43, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45310" + ], + "soft_pairs": [ + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "46450ed417b801420991bf8a4d5b421e4e6ce97b172dd4319aad7740d3d8e31f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720193, + "estimated_input_tokens": 180049, + "estimated_eval_tokens": 360354 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 11, + "serialized_chars": 11707, + "estimated_input_tokens": 2927, + "estimated_eval_tokens": 6110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains several unrelated Transformers bugs that only loosely overlap around model loading/configuration. None of the soft-similarity pairs look like the same underlying bug or a mergeable single PR.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span distinct failure modes (checkpoint loading speed, tokenizer regression, config attribute errors, processor save gaps, FP8 support, tensor-parallel bugs, and an MLflow reporting issue).", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, #44556 is the broadest checkpoint-reload regression, but it still does not cover the other issues in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: CLIPOutput attentions regression vs an off-topic unemployment issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression has no substantive relation to the unrelated unemployment issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: missing pad_token_id on Llama4Config vs AttributeError in _get_tied_weight_keys for list-valued _tied_weights_keys." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weight key handling are separate code paths and different symptoms." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is a different problem from processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-state reporting failure is unrelated to from_pretrained checkpoint loading performance." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5, but one is FP8 inference support and the other is a from_pretrained error; different concrete bugs." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression and slow checkpoint loading are different failure modes with different likely fixes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support is a different feature gap than Qwen FP8 inference support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "a9835bd4aabdbc5ad31a2d13ea6404649c591098bafe1fff971374f4cd5c8009", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature requests that only share a broad \"support for more architectures\" theme: one is about Flash Attention 2, the other about GGUF. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas and likely different implementation paths: Flash Attention 2 support versus GGUF support. The similarity is only generic wording about architectures, not a shared concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "3b2f1d1d41167c32fdd1eb99a3f9b136134f7a497ce260d1cd85d3c95cbf1f53", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three 2026 templated i18n translation issues are near-verbatim duplicates of one another. The 2023 Turkish-specific request is similar in theme but distinct enough to keep separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical templated translation issues and is the best representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest canonical representative among the duplicate placeholder issues; the Turkish issue is a different concrete request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request versus a generic placeholder-language translation request; not clearly the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request versus a generic placeholder-language translation request; not clearly the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus a generic placeholder-language translation request; not clearly the same concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-verbatim templated titles/bodies for the same translation-docs request; these look like duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-verbatim templated titles/bodies for the same translation-docs request; these look like duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-verbatim templated titles/bodies for the same translation-docs request; these look like duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The three 2026 issues share the same templated title/body pattern, and choosing 43834 as the canonical representative is supported by its earliest creation date. The decision to keep issue:27088 separate is also conservative and consistent with its Turkish-specific title. The soft-edge verdicts do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "388ad34e057a0e6f01fbceea9f76130a726873f9171310f8ff23a236062db4cb", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are separate feature requests for different models or modalities (BERT variants, audio ASR/TTS, OCR, sparse transformer, etc.), so there is no true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a true canonical duplicate; the requests target different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:37015 is the broadest/most generic model-add request in the set, so it works best as a loose representative, but not as a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert vs DEIMv2; separate integration requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS audio support; unrelated model/task." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; different model and modality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer; distinct architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model targets." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; different model/task and code path." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 vs Qwen3-ASR; different model families and support work." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 integration vs weight-sparse transformer request; not the same change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; separate model support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; distinct models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model and modality." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; separate support requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs BERT-like RoPE models; related theme but not the same concrete model addition." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE request vs Voxtral TTS; unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR are related vendor-wise, but they are different concrete models and likely different implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; both audio, but different model support work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; different modalities and model code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio TTS support vs weight-sparse transformer architecture; not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio; separate audio models and integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; different audio models and support requirements." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support vs EUPE model request; unrelated model types." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR vs sparse transformer; different architectures and tasks." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model vs multimodal segmentation-related request." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer vs EUPE; distinct architectures and model targets." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; both audio, but not the same model or fix." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modality and implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "639f6eb9a2e9138d5296676d59ffad3cc1a0e4e0764a3d2c0b048980388849d5", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous: these issues touch different models/components and describe different bugs or cleanup tasks. The soft similarities look superficial, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue: the reports span unrelated problem areas (normalization semantics, Mask2Former loss handling, config typing, typo, tokenizer warning).", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the set, 44031 is the strongest standalone report because it describes a broad regression with active discussion, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different topics: Llama4TextL2Norm/RMS norm semantics vs ModernBERTConfig type-hint typing." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs in the same broad area; one is Mask2Former ignore_value usage, the other is loss kwargs not being forwarded." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss/ignore_value bug is unrelated to tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different components: Mask2Former model loss handling vs a typo in a quantization attribute string." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Unrelated issues: Mask2Former ignore_value behavior vs a ModernBERT config annotation problem." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and config type-hint correctness are separate concerns with no shared code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERTConfig typing issue is not the same bug as the tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Different fix types: incorrect type hint vs a typo in a quantization operation name." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "ae58c05ba2b129c175b77656184d7a1ee0d77a7240ac6cbeb648be4b5c08b685", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a concrete block decoding change/bug, the other is a request for DeepSeek v3.2 model support. They touch different underlying problems with no shared implementation target.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41084 is the better canonical representative because it is a specific, actionable code-path problem rather than a broad model-support request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41084 is the best issue in this cluster to keep as the representative item; #43037 is a separate feature request and not a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles and implied scopes are unrelated. #41084 concerns block decoding, while #43037 requests DeepSeek v3.2 support; there is no evidence they 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": 8, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "a6d6e202281dc164c14edb34667db2ac30d53f88d963e75eb5ab53da9bac2866", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different Trainer concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the issues address separate Trainer topics and are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, #43598 is the more concrete Trainer behavior request, but neither issue represents the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different problems: customizability of `remove_unused_column` vs FLOPS accounting for custom trainers. Same broad area, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "67eb70049922307d8875099ed63951f0d4a1dadf3294482ef48ce485a5474e58", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for Qwen3.5 AutoModelForSequenceClassification support. Different model families and different auto-class targets.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: these are different feature requests aimed at different model/config families and different auto classes.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, 43684 is the broader model-registration request, but it does not cover 44405\u2019s separate sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto-registration vs. Qwen3.5 sequence-classification support. They are not the same bug or code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "4198f11950bedec72a52d32cbac3a2e0b82ed5fbd0d35cbc6621ed93cea36305", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are extremely low-information. The two identical \"huggingface \" issues look like the closest pair, but there isn\u2019t enough description-level evidence to confirm a true duplicate. I\u2019m rejecting all soft edges.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" entries, so it is the best representative placeholder among the near-identical issue titles.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most representative issue in this cluster because it is the earliest of the duplicate-looking \"huggingface \" reports; however, the evidence is weak.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak title similarity; no body detail, targets, or other evidence that these are the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak title similarity; the reports are too underspecified to confirm a true duplicate." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No concrete evidence beyond vague similarity; insufficient to treat as the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical short titles and close timestamps suggest a possible duplicate, but the bodies provide no confirmatory detail, so this is not safe to merge." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Shared generic title is not enough to establish the same bug report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Shared generic title is not enough to establish the same bug report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "790e3534d5202454802f099bc72f4f2c88261e2ba66f570823d83ec2f586a536", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated low-information spam/generic issues. The three exact \"\" reports look like the same duplicate placeholder; the documentation suggestion and \"Google LLC\" issue do not match that same underlying content.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44371 is the earliest of the exact \"\" duplicates, so it is the best canonical representative for that small duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the strongest issue representative because it is an exact title/body match with the other spam placeholders and was created first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Exact same placeholder title/body pattern; these are indistinguishable spam duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Exact same placeholder title/body pattern; these are indistinguishable spam duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder, the other is a generic documentation suggestion; no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and apparent intent; \"Google LLC\" is not the same placeholder spam report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Exact same placeholder title/body pattern; these are indistinguishable spam duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and likely different spam themes; no concrete shared issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and likely different spam themes; no concrete shared issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet. The three issues are the only clearly near-identical items, and selecting the earliest as canonical is conservative and supported by creation time. The non- issues are correctly treated as separate, with the reject decisions staying cautious given only soft similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "4a6442540601583dcddf3e6fb5b4d8779d79f272d9c87b7d81eced31c009ae7e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues appear to be duplicates of the same energy-optimization writeup, with identical titles and nearly identical body sizes/content signals. The earlier issue is the better canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #45145 was created earlier and already has an inbound reference, making it the better canonical duplicate target for this same report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the clearest representative of the cluster because it is earlier and slightly more established in discussion metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, same apparent topic, and highly similar body footprint; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have identical titles, very similar body lengths, and a soft-similarity link, while issue 45145 is earlier and has an inbound reference. The canonical choice is conservative and the soft-edge verdict does not overreach beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45587", + "pull_request:45622" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:45622", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45622", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "466f1881ca618d9feb0f24683691a5f77c8dab46ddd1154641f611d35685933d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35181, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35181, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only true duplicate-style pair is PR #43251 and PR #43254, both implementing the same `fixed_cross_entropy` kwargs passthrough change. All other soft links are topical overlap only and should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR for the real duplicate pair: it has the explicit issue target (#43240) and a complete, readable description of the same `fixed_cross_entropy` fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best global PR candidate because it anchors the only genuine duplicate in the cluster and is the more explicit issue-linked implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model/docs addition vs ExecuTorch dynamic-shape test. Similarity is only superficial." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different model work: Mistral tokenizer methods vs adding MobileLLM. No shared concrete bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs ExecuTorch export test; these are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding a new model. Same broad area, but not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs passthrough vs MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix and Mistral4 test/model changes are different code paths and different problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape testing and Mistral4 test/model changes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test vs MobileLLM model addition; no same bug or merged patch." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon output-interface refactor; only broad model-related overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45622", + "accept": false, + "reason": "MobileLLM addition and PEFT constructor fix are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs tooling; different artifact types and goals." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45622", + "accept": false, + "reason": "Mistral4 test/model updates vs PEFT constructor fix are not the same concrete code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4-related code changes vs continuous batching docs; only subsystem-level similarity." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests vs layrnorm->layernorm renaming across CLIP-like models are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and model-creation skill repo changes do not address the same bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model implementation PR vs skill/tooling PR; no shared concrete fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` wrapper by adding/forwarding supported kwargs to `nn.functional.cross_entropy`; they are mergeable into one patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: only PR #43251 and #43254 share the same issue target and the same `fixed_cross_entropy` kwargs passthrough fix, so treating them as mergeable duplicates is conservative. The other pairwise rejections stay within the evidence and do not overclaim duplication from topical similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "480dee09185110a432e6ef2f8c41027168791e026ee0105dfa98a332123a032f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs but not duplicates: one is the base VibeVoice integration, the other adds VibeVoice Realtime plus an acoustic tokenizer and generation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the earlier, non-draft foundational VibeVoice integration and is more self-contained than the later realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster since it establishes the core VibeVoice implementation; PR 42781 is a separate follow-on feature area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Not the same underlying change: 40546 adds core VibeVoice support/docs, while 42781 adds VibeVoice Realtime with additional tokenizer and generation work. They overlap in model names and shared files but are distinct feature sets and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "fc3b593469cccf8507d1d8cabdbfb385185f7be3fa86f433268455301b08dc56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature PRs: one adds covariate forecasting to TimesFM, the other adds DINOv3 image classification support. They share only a loose \u201cmodel capability expansion\u201d theme, not a concrete code path or fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a clear duplicate canonical candidate for the other; they target different models, files, APIs, and use cases.", + "best_issue_reason": null, + "best_pr_reason": "No issue is present; as PRs, neither should be treated as the canonical representative of the other because they address distinct changes in separate model families.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are unrelated features with different code paths, documentation, and tests; they could not plausibly be merged into one PR 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": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "5ca5622c9633bbe7eef9d70a2eb0e3cf7982d42dc10a27ffb1990f021d804327", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs for adding DEIMv2 support to Transformers. PR #44339 is the more complete later submission and appears to subsume the earlier #41356 work, so it is the better canonical PR candidate. There is no issue in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the broader, later DEIMv2 implementation and includes the core model integration plus additional framework wiring (auto-mappings, conversion, loss/modular updates), making it the best representative PR.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the most complete and maintainable PR for the DEIMv2 addition; it covers the same feature area as #41356 but with substantially more finished integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Both PRs target the same DEIMv2 model addition, and #44339 looks like a superset that could plausibly replace the earlier implementation in one merged change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are PRs tied to the same issue target (41211) and the later PR #44339 clearly adds broader DEIMv2 integration while overlapping core files with #41356. The soft-edge verdict is conservative, phrased as a plausible supersession rather than a certainty. No issue is present in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "bdee097d586db57f55fa4957acd1a88c750427ef412d2af16e8b97a1ba5b8b30", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-integration PRs that share Transformers boilerplate, but they add different models (DeepSeek OCR vs Isaac) with different code paths, configs, and tests. They are not duplicates and should not be clustered together as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different model additions and do not fix or introduce the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative; both are independent additions for different models, so there is no single best PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Reject: both PRs add new model support, but for different models and distinct implementation files. The overlap is generic framework scaffolding, not the same concrete 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": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "0354163fc213dcc129350051495f5dfc250fd9ef9398e5de095b3aa5499414be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature PRs that both touch Transformers auto-registration boilerplate, but they add different model families (InternVLFlash vs AXK1) and do not appear to fix the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are for different model additions with different code paths, so they should not be deduplicated.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because the cluster is not actually a duplicate set; the overlap is just shared framework registration files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Reject: these are distinct model-introduction PRs for different architectures and model packages, not the same bug or change. Shared auto files are expected boilerplate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "9a913c35724b9a68dfe4e6464493dfdd738b6ab5b8c52cb7dc494088a1841379", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10164, + "estimated_input_tokens": 2541, + "estimated_eval_tokens": 5338 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10164, + "estimated_input_tokens": 2541, + "estimated_eval_tokens": 5338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated pull requests with one weakly related Whisper pair. The strongest standalone candidate is the Whisper return-language fix; the others are test-only edits, a bogus test PR, and an unrelated FP8/model-loading change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42227 is the clearest real bug fix: it directly addresses Whisper return-language propagation, has an explicit linked issue, and includes a focused code-path change in the ASR pipeline.", + "best_issue_reason": null, + "best_pr_reason": "PR #42227 is the best representative of the cluster because it is the only substantive, targeted fix with a clear user-facing bug and explicit issue linkage. The others are either test scaffolding or unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both are Whisper-related, but they fix different concrete problems: return-language plumbing vs. tokenizer decode/test behavior. Too broad to treat as the same underlying change." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "No shared bug or code path. #43665 is just artificial test edits across CLIP and ViT, unrelated to Whisper return-language handling." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Completely different subsystems and goals: Whisper ASR pipeline vs. FP8 dequant/model loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "#43291 is a Whisper tokenizer fix/test PR; #43665 is unrelated test noise in vision model tests. Not the same underlying issue." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different domains and fixes. Whisper decoding/tests do not match FP8 quantization/dequantization changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "No substantive overlap: fabricated model tests versus a real quantization/loading 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": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "29384b8a8304f31ef7d82932c8ad8088b7f76a4eb0446634842820456ea1de44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated workflow-maintenance PRs: one upgrades several JS-based GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action and a few other workflow actions to newer versions. They overlap in some workflow files but do not fix the same underlying problem.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better cluster anchor because its title and diff clearly describe a concrete compatibility upgrade across many workflows, making the intent more specific and representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative PR for this cluster because it is the more clearly scoped Actions-runtime compatibility update and touches the broadest set of affected workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are general GitHub Actions version bumps, but they change different action families and address different concerns (Node 24 compatibility vs docker/build-push-action updates). Shared workflow filenames alone are 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": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-9", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45283", + "pull_request:45490", + "pull_request:45626", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45626", + "pull_request:45283|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "02a4edf8b96b1885e6b0966fa32e36e16aea8de3b8b6a695ac5a8529461e7f63", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29350, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29350, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The soft matches are superficial: they mostly reflect boilerplate for new model integrations or unrelated infrastructure work. No pair appears to be the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR emerges; the items split into unrelated PRs (different model integrations, PP-loading infra, GGUF support), so none is a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "45626 is the broadest single PR by scope, but it is still a distinct model addition and not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are standard scaffolding, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is only in generic registration/docs files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are distinct model integrations with different files and behavior." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families; similar file patterns do not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations, not one concrete fix." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2 audio support and Qwen3.5 GGUF loading support are unrelated code paths." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Native pipeline-parallel loading support is infrastructure work; PP-FormulaNet is a model integration, not the same change." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45626", + "accept": false, + "reason": "GGUF loading support and PP-FormulaNet model support address different subsystems and problems." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM model support and PP-FormulaNet model support are distinct model additions." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are separate model additions with different architectures and files." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 are different model integrations; shared auto-registration is boilerplate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "80aefc7aff3baf6b2f2da1b615ae283146cac32da69af74feb870edf468f7fa7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open synthetic \"[don't merge]\" PRs with unrelated changes: one about setup/version/dependency metadata, one about comment/CI workflow automation, and one about CI workflow calling plus placeholder edits. The shared vit test file is incidental and does not indicate the same underlying fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43488 is the clearest standalone bot-check style PR: it is small, explicitly labeled as a repo-bot format test, and has the most coherent single-purpose change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #43488 is the best representative of the cluster because it is the most self-contained and clearly intentional test/dummy change, whereas the others mix broader workflow or CI edits with unrelated placeholder modifications.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different change intents: #43488 tweaks setup/version/dependency metadata, while #43532 rewrites CI/comment workflow automation and testing utilities. Shared vit test edits look incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "#43488 is a setup/version/dependency bot-check PR; #45476 adds a PR-CI caller workflow and unrelated tokenization/test placeholder edits. They do not fix the same concrete problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch workflows/tests, but the concrete changes are unrelated: #43532 changes self-comment/self-scheduled/slack-report logic, while #45476 adds a CI caller workflow plus placeholder code/test edits. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "142996ed3743430afe4b1d6ea878cfd8f92c76f051eb71905a5acd3910aee3a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding/docs patterns but target different tasks, models, and tests, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests implement distinct pipeline additions with different task scopes and model integrations.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader representative of the cluster because it integrates more model/test coverage and the more general visual segmentation pipeline, but it is still not the same change as #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share documentation and pipeline-registration boilerplate, but the changed filenames, model integrations, and tests show separate code paths and not a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "b5f1211e5d86db489e9e70df2946784fef578760d5245ba7018183e9b38dd805", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `trainer.py` and add extensibility hooks for custom trainers, but they change different code paths: one addresses gradient-accumulation loss scaling, the other column filtering based on model signatures. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43663 is the cleaner canonical representative: it introduces a focused helper for signature-column filtering, exposing a clear override point in `Trainer`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43663 is the best representative of the cluster\u2019s theme of trainer extensibility, with a narrowly scoped API change in a single code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 alters gradient-accumulation loss normalization, while #43663 refactors signature-based column filtering. They do not fix the same bug or implement the same 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": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "400b49e4a193c37c3db695614eab29ec57c14a6c89896a34fc69088b25a4af63", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs address the same CLI TypeAdapter NameError / annotation-evaluation problem in `src/transformers/cli/serve.py`, with 43842 being the cleanest minimal fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused and explicit fix for the runtime `TypeAdapter` NameError when pydantic is absent, with a minimal change set and a clear title.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best represents the cluster because it directly targets the concrete failure mode with the smallest, most surgical workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs are fixing the same underlying runtime annotation/name-resolution bug in the CLI serve module, and the changes are plausibly mergeable into one implementation." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "These appear to be alternative workarounds for the same `TypeAdapter` NameError in the same file and issue scope, so they represent the same underlying bug/change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are clearly annotation/name-resolution fixes around `TypeAdapter`, with 43842 being the most surgical change. The soft-edge accepts are conservative enough, and the paired PRs do look mergeable as alternative fixes for the same bug family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "7620acdd8b47a3867613ef1ee4b0cbd05747e0bdb34e685eebca5b9558d167d3", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by model-specific refactors to the new standardized output tracing/capture_outputs interface. Most PRs are only thematically related, not true duplicates; the clearest duplicates are within the GPT-J/CodeGen line and the GPT-Neo line.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the strongest representative of the cluster\u2019s core theme: it explicitly targets the shared tracking issue, touches the same GPT-J/CodeGen output-tracing code path, and appears to be the most complete/latest version of that specific refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 best represents the underlying change family because it is explicit about the shared issue, spans the central GPT-J/CodeGen refactor, and is the closest match to the duplicated GPT-J-related PRs in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; only the broad output-tracing theme is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different architectures and concrete implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file/code path and look like overlapping implementations of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Same broad standardized-output refactor theme, but different models and no shared concrete bug/change path." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate model-specific refactors with no shared code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR is not the same underlying bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Same refactor style, but MPT and GPT-J/CodeGen are distinct implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path, so they plausibly duplicate the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models; shared issue target alone is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and separate concrete implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different code paths with only thematic overlap." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are distinct models; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Both are refactors, but they affect different models and cannot be merged as one concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate code paths; no shared concrete bug." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is a different model from GPT-J/CodeGen, despite similar decorator refactoring." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations, not one duplicate fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert do not share the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J is only a loose theme match." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are separate model-specific implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and no shared concrete code-path problem." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated beyond using output-tracing helpers." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are distinct concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are not the same underlying bug or change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are separate model-specific output refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are different models; shared issue target is not enough." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44056", + "accept": false, + "reason": "SegFormer and MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are distinct model paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 do not appear to be the same bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different concrete implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; these are plausible duplicates." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same area and are close variants of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are separate model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 do not share the same concrete change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViT-S are separate model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model code paths; only the decorator pattern overlaps." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: most PRs are thematic refactors around standardized output tracing, while the only clearly overlapping clusters are GPT-J/CodeGen and GPT-Neo. The selected representative PR #44722 is well supported by the shared issue target and overlapping code path. The true soft-edge verdicts are limited to pairs that look mergeable as the same bugfix family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "5fec5a49e0f7ca5d9e596e94b63853f9de7732bfcbea958f544a6394cf882d20", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all implement the same broad pattern\u2014migrating different model files to standardized output capture\u2014but they are separate model-specific refactors, not duplicates of the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a larger and more self-contained output-tracing refactor, and the diff shows a concrete implementation change rather than just a small follow-up tweak.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best single PR to anchor the cluster because it is issue-linked and clearly expresses the standardized output-capture migration in SpeechT5; the other PRs are similar but model-specific variants of the same refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they touch different models (VisualBert vs TextNet) and distinct code paths, so they are not the same change and would not reasonably merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor theme, but MPNet and VisualBert are separate implementations with different model internals and filenames; this is a pattern match, not a duplicate underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel refactors in different model codebases, not the same bug or code-path fix. The shared capture_outputs migration is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. Even though both adopt the same output-capture approach, they do not target the same underlying issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both migrate output handling, but SqueezeBert and SpeechT5 are different models with different forward paths and no evidence of a shared concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request: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": "83b95bb0cdb797375bfff98af281829e0ac4f9109bbe603be3d4ea0287cd294b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar output-tracing refactors, but they target different model implementations and code paths. They are not duplicates, so the cluster should not be collapsed.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request changes a different model or wrapper, so they are related by theme only, not by the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduping; the set is a collection of separate model-specific refactors rather than one shared fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model files and code paths: timm_backbone vs upernet. Same refactor theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and wrappers: timm_backbone vs vision_text_dual_encoder. Not a duplicate bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations: timm_backbone and univnet. Similar output-tracing cleanup only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and files: timm_backbone vs falcon_mamba/mamba. Not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Backbone refactor vs RWKV recurrent model refactor. Shared wording, separate code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 vs UnivNet are unrelated model families; both refactor tracing, but not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 and UperNet touch different model stacks and outputs. Not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are different models with different output wrappers; only the refactor theme matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated implementations; no shared underlying bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct code paths and model families." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor style only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Vision-text dual encoder vs UperNet are different model wrappers and outputs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder is unrelated to Mamba/Falcon-Mamba; not one shared fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model domains and files: vision-text dual encoder vs Depth Anything." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet vs UperNet are different model families; not the same bug or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and Mamba/Falcon-Mamba touch separate code paths, despite similar refactor language." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are unrelated model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated architectures; no shared concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs Mamba/Falcon-Mamba are distinct model stacks with different output behavior." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba vs SuperPoint are different domains and files; not mergeable as one PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba refactor is unrelated to CodeGen output handling." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated model code paths; same theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different models with different output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate implementations; no common underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model wrappers, not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything vs SpeechEncoderDecoder are unrelated refactors across different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are distinct vision models; no shared bug fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything vs DPR are different model stacks and output contracts." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but they are separate implementations and PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder vs SuperPoint are unrelated models; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV change different code paths and output handling." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are separate model families and refactors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder vs RWKV are different architectures; no duplicate change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR touch different model code and output behavior." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated subsystems and cannot be merged as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint vs DPR are separate model implementations with different output paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are distinct models; similar refactor theme does not make them 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": 17, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "9119c54ac7cfa5fc33db00d0abe13183c66dd3b74fed90723cc734f158dd6790", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-integration PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers scaffolding like auto-registry/docs updates, not the same underlying code change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR implements a different model, so the overlap is just shared integration boilerplate rather than a duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "45075 is the strongest standalone PR candidate because it is non-draft and has the most review activity, but it still represents a distinct model addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared docs/auto-registration files are generic boilerplate, not the same fix." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with only broad Transformers registration overlap." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (DeepSeek-OCR-2 vs Voxtral TTS); they do not patch the same 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": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "caf349f15c8fc438109ff978706c49231c840c6091f556ab2bf075a853469268", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related in the fusion/kernels area, but they are not the same change: one adds a generic module-fusion API scaffold, while the other wires `KernelConfig`-driven n-to-1 fusion into model loading and runtime usage.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete, end-user-facing change: it integrates `KernelConfig` fusion into `modeling_utils`/integrations and includes a usage example, while PR 44979 is the lower-level API foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best representative for the cluster because it covers the actual functional behavior and integration path, not just the API scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different layers of the feature: 44979 introduces a generic `Module Fusion API` file and tests, while 45363 implements `KernelConfig`-based n-to-1 kernel fusion and runtime wiring. They are related, but not the same concrete fix and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "b1960996ce8915af7052847dd1bacfe742a8c1f1f004d781769b53c64306558d", + "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 fix the same Mistral regex patching AttributeError in the same function and file; 45317 looks like the fuller follow-up with tests, while 45086 is the smaller earlier variant.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but includes tests and appears to be the more complete implementation of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it contains the same code-path fix plus test coverage, making it the most complete and reviewable version.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in _patch_mistral_regex, same file and code path, with nearly identical fix; these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "11d4f8f78672ff43078b60613d4b6bdc3c1101c1bedf6357332df1bc8e2a9c45", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both about NemotronH, but they tackle different changes: PR 45115 is a refactor/compatibility and conversion-mapping update for the existing NemotronH architecture, while PR 45569 introduces separate NemotronH Dense/Sparse model variants, docs, and auto/model wiring. They are related by subsystem, not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative of the cluster because it is the broader, more user-visible NemotronH family change and includes the new dense/sparse model split plus docs and integration updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone candidate in this cluster: it covers the larger end-to-end model-family addition, not just an internal refactor/conversion mapping adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH code paths, but 45115 is a refactor/conversion-mapping change and 45569 is a separate feature adding Dense/Sparse model variants and docs; they are not the same concrete fix or mergeable 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "913328da88e1fbcd0f191981b78ae4cf4ea3c169e065253c3acee43d28eb662c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-support PRs, but they are not duplicates: one introduces per-layer config plumbing, the other wires that config into cache/modeling behavior. The pair should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader end-to-end feature implementation, covering model/cache/masking integration on top of heterogeneous config support.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the overall feature cluster because it is the most complete user-facing implementation; 45333 is a narrower foundation PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct: 45333 adds the per-layer config API, while 45332 applies heterogeneous behavior across model/cache code paths. They share infrastructure, but they are not the same underlying change and would not naturally collapse 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": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45394-5", + "nodes": [ + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45487|pull_request:45615", + "pull_request:45592|pull_request:45596", + "pull_request:45592|pull_request:45615", + "pull_request:45596|pull_request:45615" + ], + "prepared_review_unit_hash": "67b18b0b30292a5c02b9c8c41d899a9ab90f81b9fd36847271240838d8055795", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13273, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13273, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a bundle of unrelated model-specific fixes and test expectation updates. The only substantive code fix is the AltCLIP/ChineseCLIP model-parallel patch, but the other PRs target different models and different failure modes, so they should not be merged together.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the strongest canonical candidate because it makes an actual code-path fix for model-parallel behavior, whereas the others are narrower test-only expectation updates or model-specific patches.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different models and different changes: XCLIP no_split_modules fix vs BLT XPU test expectation update. Same general theme, but not the same bug or mergeable PR." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel code fix is not the same as FastVLM test padding-side adjustment. Different code paths and failure modes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "Model-parallel fixes in altclip/chinese_clip are unrelated to BLT XPU expected-output updates. Test-only expectation changes do not match the same underlying bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model code fix and Qianfan OCR XPU expectation additions are different artifacts with different behavior and targets." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "Both are test-related, but they address different models and different issues: FastVLM padding-side handling vs BLT XPU generation expectations." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45615", + "accept": false, + "reason": "FastVLM test padding-side fix and Qianfan OCR XPU expectations are unrelated model-specific test changes." + }, + { + "left": "pull_request:45596", + "right": "pull_request:45615", + "accept": false, + "reason": "Both add XPU expectations, but for different models and outputs; they are separate test updates, not one 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": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "0c2b974bcafabe9e8847de5f9f175733aa8506fb487246b23fc7c6406e0e70f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch typing/type-checking, but they address different changes: one is a broad repo-wide typing pass, the other adds specific typing aliases/protocols for modeling_utils and related modules. They are not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change; PR 45415 is a broad sweep across many files and looks like a separate umbrella cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a clearer concrete typing objective and narrower scope than the generalized type-checking pass in PR 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but 45415 is a broad type-checking sweep across many files while 45425 adds specific typing protocols/aliases for modeling_utils and related code paths. They do not look like the same concrete bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "857f1f468105e11437eef78c31ec91e8db5fd1b95cc91b6a8f3ce560954095a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same xdist collision around captured_info artifacts; PR 45645 is the broader superset and includes the core testing_utils change from 45639 plus CI log-handling updates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe captured_info fix from 45639 and also updates the CI workflow to handle multiple per-worker log files, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster since it subsumes the underlying debug-log collision fix and extends it into the artifact collection path; 45639 is a narrower subset of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accepted: 45645 includes the same concrete xdist-safe captured_info fix in testing_utils and tests, and expands it with workflow changes; this is plausibly one combined PR for the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/manifest.json b/snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..84ff9eab16fe5408aa287601e77f195c01ab6110 --- /dev/null +++ b/snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260425t180017z", + "artifacts": { + "hybrid": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-25T18:02:07Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260425T180017Z", + "variant": "hybrid" +} diff --git a/snapshots/20260425T180017Z/manifest.json b/snapshots/20260425T180017Z/manifest.json index 244ffe3f507c2a9c49c98ee309bf22e8dd16fc3c..1fa5cf67159e40b2ba58bbf20744c1ef6b7a01ea 100644 --- a/snapshots/20260425T180017Z/manifest.json +++ b/snapshots/20260425T180017Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 201 }, "extracted_at": "2026-04-25T18:00:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260425t180017z", + "runs": { + "hybrid-model-20260425t180017z": { + "analysis_id": "hybrid-model-20260425t180017z", + "artifacts": { + "hybrid": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/manifest.json", + "model": null, + "published_at": "2026-04-25T18:02:07Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260425T180017Z", "watermark": {