diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index a319235baab72da4734ab1f0d1a821a8865c1e85..173fa9ad4567ac3c3419fbb0e107307f5f81f73a 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": "20260529T120035Z", - "generated_at": "2026-05-29T12:11:08Z", + "snapshot_id": "20260529T180028Z", + "generated_at": "2026-05-29T18:06:24Z", "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 4c33b618fbb7d0ae51b92e9ffe628501cf8dc003..db2c056311a63a5a98f7199b82d7c5fd933bfcd1 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": "20260529T120035Z", - "generated_at": "2026-05-29T12:11:08Z", + "snapshot_id": "20260529T180028Z", + "generated_at": "2026-05-29T18:06:24Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -143,9 +143,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -601,8 +601,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -701,9 +701,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -976,8 +976,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -1070,9 +1070,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -1306,8 +1306,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -1399,9 +1399,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -1629,8 +1629,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -1723,9 +1723,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -1959,8 +1959,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -2055,9 +2055,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -2297,8 +2297,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -2387,9 +2387,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -2611,8 +2611,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -2705,9 +2705,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -2947,8 +2947,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -3039,9 +3039,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -3251,8 +3251,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -3341,9 +3341,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -3556,8 +3556,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -3649,9 +3649,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -3882,8 +3882,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -3973,9 +3973,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -4212,8 +4212,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -4300,9 +4300,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -4488,8 +4488,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -4580,9 +4580,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -4807,8 +4807,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -4895,9 +4895,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -5181,20 +5181,20 @@ "issue:34634|issue:36331", "issue:45003|issue:46285" ], - "prepared_review_unit_hash": "7a8a85f5398629d0835a2e5b90ea62b686b096b9d8133bb3ec7a2cb6905c49f8", + "prepared_review_unit_hash": "efcfb1e6a29b757a221e752bb0c609414a1c9bd68e4a517cee0a0f1bc5bfe82e", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35638, + "serialized_chars": 35640, "estimated_input_tokens": 8910, "estimated_eval_tokens": 18076 }, @@ -5203,186 +5203,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like a true duplicate; the rest are distinct regressions or too broad to safely merge. The strongest issue candidate is the concrete tokenizer spacing bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:28218 is the most concrete, actionable report: it describes a specific tokenizer regression (an extra space after an added token) that can anchor the duplicate set better than the broader follow-up report.", + "summary": "Most pairs are clearly different bugs across unrelated models/subsystems. The only likely duplicate-style match is the tokenizer added-token spacing report vs the broader slow/fast tokenizer inconsistency report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:29159 is the broader umbrella for the tokenizer inconsistency; issue:28218 reads like the specific symptom (extra space after an added token).", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best representative issue here because it states a precise, reproducible symptom rather than a generic inconsistency label.", + "best_issue_reason": "issue:29159 is the cleanest representative of the one likely duplicate pair and has the broadest, most reusable bug framing among the tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: Whisper empty-transcription generation vs Kosmos2.5 OCR long-input index error." + "reason": "Different models and failure modes: Whisper empty-transcription handling vs Kosmos2.5 long-OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "Both are tokenizer-related, but one is a LayoutLMv2 NER/padding crash and the other is an AutoTokenizer load failure for a different tokenizer class." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different code paths and bug types." + "reason": "Separate runtime bugs: Bark CPU offload device mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk is separate from FSDP CPU RAM efficient loading." + "reason": "Both concern loading behavior, but the concrete bugs differ: junk non-persistent buffers vs FSDP CPU RAM efficient loading breakage." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." + "reason": "Different regression areas and model families: Qwen VL video-input regression vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype preservation and Apple Silicon allocator TypeError do not share the same underlying bug." + "reason": "Unrelated issues: BLIP2 dtype propagation vs an Apple Silicon warmup TypeError." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import error." + "reason": "Different problems: BarkProcessor voice_preset handling vs GenerationMixin import failure." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "A misleading pipeline error message is not the same as a model producing nonsense outputs in pipeline." + "reason": "One is an error-message/pipeline-support issue; the other is nonsensical model outputs with pipeline/AutoModel, not the same bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate() failing after train are different symptoms and code paths." + "reason": "Different training/evaluation failures with no clear shared code path." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "The first is a specific v5 regression from removing is_torch_fx_available; the second is a broad remote_code breakage report that could cover multiple unrelated causes." + "reason": "Related theme, but one is a specific helper removal regression while the other is a broad umbrella for remote_code breakage; not the same concrete bug." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion is unrelated to docs still referencing removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still referencing removed pipeline tasks." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache sequence-length type mismatch and return_tensors being ignored are separate API bugs." + "reason": "Different API regressions: cache sequence length return type vs return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Both point to the same tokenizer behavior regression around added tokens / slow-vs-fast inconsistency, with 28218 giving the concrete symptom." + "reason": "Same tokenizer bug family: 28218 is a specific added-token spacing symptom, and 29159 describes the broader slow/fast tokenizer inconsistency." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a broad 'tokenization changes across versions' report." + "reason": "CamemBERT masked-LM prediction regression is not the same as a generic tokenization-change report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and dtype mismatch in inference are different model issues." + "reason": "Processor image-size mismatch vs dtype mismatch; different code paths and symptoms." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to dtype mismatch bugs." + "reason": "Packed-weight loading failure is unrelated to bfloat16 dtype mismatch issues." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL load error and Qwen2.5-VL RoPE scaling bug are different problems." + "reason": "Different Qwen VL problems: weight_only loading error vs rope/position-id scaling bug." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of one issue is unrelated to FP8 inference failing on B200." + "reason": "An isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "These are related to v5 pipeline removals, but one is an error-message bug and the other is a docs update; not the same concrete bug/change." + "reason": "Both touch pipeline removals, but one is a runtime message bug and the other is stale documentation; different artifacts, not one duplicate change." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights receiving an unexpected argument are distinct loading bugs." + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs init_empty_weights passing an unexpected argument." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend installation for TensorFlow is unrelated to a Mistral regex patch crash." + "reason": "Install/backend packaging issue is unrelated to a tokenizer patch crash." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP image loss crash are different hardware/runtime issues." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch failure and Gemma4Processor missing _tokenizer in serve are unrelated." + "reason": "Tokenizer regex patch crash is unrelated to Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are different bugs." + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The title 'ADD THE DATA' does not match the isolated reproduction issue; no shared bug is evident." + "reason": "Placeholder issue versus a concrete reproduction report; no shared bug." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are unrelated regressions." + "reason": "Different vision bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output regression." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor preset handling and CustomTrainer compute_loss signature changes are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is not the same as the CLIP text-model structure inconsistency." + "reason": "Unsafe sys.modules access is unrelated to CLIPTextModel structural inconsistency." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The one accepted pair, issue:28218 / issue:29159, is reasonably supported as a tokenizer regression family, and the rest are correctly treated as distinct or too broad to merge." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair is reasonably supported by the titles: a specific added-token spacing symptom versus a broader slow/fast tokenizer inconsistency report. The remaining pairs are marked false with cautious, issue-level distinctions rather than overclaimed duplicates." }, "evaluator_used": true, "retried": false, @@ -5398,8 +5398,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -5487,9 +5487,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -5702,8 +5702,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -5795,9 +5795,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -6028,8 +6028,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -6115,9 +6115,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -6315,8 +6315,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -6407,9 +6407,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -6728,226 +6728,244 @@ "issue:43756|issue:44913", "issue:44625|issue:46002" ], - "prepared_review_unit_hash": "3a2b826cf9a0852fc21ff0370aae51117673ac193b98f5a46b767bf197513e11", + "prepared_review_unit_hash": "606a0623ee370a557d1a2b9dc5c45d0098c767d031d1463d190e4b0b01c7db3f", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38160, - "estimated_input_tokens": 9540, - "estimated_eval_tokens": 19336 + "serialized_chars": 38162, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, loading-, or training-path regressions rather than duplicates. No soft pair looks like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.37, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like problem statement in the set ('Transformers 5.0.0 breaks custom model initialization') and best represents the cluster\u2019s general compatibility-regression theme.", + "summary": "The set is mostly heterogeneous; several items are about v5/model-loading regressions, but there are no clear duplicate pairs from titles alone. I found no soft edge that looks like the same concrete bug/change.", + "confidence": 0.41, + "canonical_issue_reason": "43646 is the broadest representative of the cluster\u2019s general theme: version-related custom model initialization breakage. It\u2019s the best umbrella issue even though most other items are narrower and not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: 43646 is the most general issue and could plausibly subsume nearby 5.0 / custom-model breakages, whereas the others are narrower, model-specific bugs.", + "best_issue_reason": "43646 is the best single issue to anchor triage because it is broad, user-facing, and closest to the general model-loading regression pattern seen across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different failures: custom model initialization regression vs FSDP CPU RAM efficient loading breakage; separate code paths and symptoms." + "reason": "Different failures: custom model init vs FSDP CPU-RAM-efficient loading." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both involve tokens/config, but one is BigBird special-token registration and the other is DiaConfig save/load losing custom token IDs; not the same bug." + "reason": "Both involve token handling, but one is BigBird special-token registration and the other is config token IDs after save/load." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to DeepSeekV3 native-vs-remote implementation divergence." + "reason": "Both concern MoE models, but auxiliary loss normalization and remote-implementation divergence are different bugs." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization is not a tokenization/version-change issue; these describe different problems." + "reason": "Aux-loss normalization bug vs a broad tokenization-version regression; not the same issue." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Different model paths: torch.compile+SDPA failure vs config token ID loss after serialization." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention/all-padding windows and the other is classification-head init/checkout; different root causes." + "reason": "Both mention NaNs, but the triggering code paths and symptoms differ." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation issues affect different generation paths and model families." + "reason": "Compiled chunked generation inconsistency is distinct from flash-attention generation failure." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer task AttributeError." + "reason": "Model compile/SDPA bug vs tokenizer AttributeError on tasks." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + "reason": "Video input regression and num_labels propagation are unrelated." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and chunked generation inconsistency are different runtime failures." + "reason": "Device-mapping cuda assert vs compiled-forward generation inconsistency." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code and removal of is_torch_fx_available are both compatibility-related but distinct breaks." + "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to FP8 inference failure on B200/SM100." + "reason": "Flash-attention generation bug vs FP8 inference failure on B200." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype handling and flash_attention.py crashing on s_aux=None are separate issues in different subsystems." + "reason": "Dtype propagation in Blip2 is unrelated to s_aux=None crash in flash_attention integration." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Trainer GPU broadcast TypeError and num_input_tokens_seen update bug are different trainer issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype mismatch is unrelated to the MPS attention correctness issue when value head dim differs from query." + "reason": "Different subsystems: Blip2 dtype loading vs MPS attention correctness." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field loading failure and BitNet packed-weight unpacking failure are different model-loading bugs." + "reason": "Legacy-field load failure is not the same as packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different models and mechanisms: Beit preset loading vs Bamba torch.compile with SDPA." + "reason": "Different model families and different failure modes." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field preload issue is unrelated to OmDet-Turbo processor producing the wrong image size." + "reason": "Loading a pretrained preset vs processor output-size mismatch are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error is not the same as Qwen2-VL multi-GPU training support/regression." + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training are not the same bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error while loading a model is unrelated to AutoImageProcessor loading from URL." + "reason": "KeyError loading one model and loading AutoImageProcessor from URL are different loading issues." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated problems." + "reason": "Multi-GPU training and GenerationMixin import removal are unrelated." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head serialization varying by device and sinq quantized save/load breakage are different persistence bugs." + "reason": "Serialization inconsistency of lm_head.weight vs quantized save/load breakage are different problems." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 PLE device mismatch during forward is unrelated to quantized model save/load corruption." + "reason": "Device-mapped Gemma4 forward failure is unrelated to sinq quantization save/load." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed weights not unpacked on accelerate loading is unrelated to DiaConfig token-ID loss." + "reason": "Packed-weight loading bug and config token ID loss are different code paths." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig save/load token fields." + "reason": "CPU offload device mismatch is unrelated to config token ID persistence." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and processor.tokenizer/image-passing regression are different processor API bugs." + "reason": "Audio chat-template sampling-rate bug vs processor.tokenizer/image regression are different issues." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading failures for tokenizer/model are not the same as being unable to load a specific model (ScandiBERT)." + "reason": "gguf_file breakage and ScandiBERT load failure are both loading-related but not the same bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference on B200." + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Siglip pipeline output issue vs return_tensors being ignored are unrelated processor bugs." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype staying FP32 in eval and MoE auxiliary-loss normalization are different issues." + "reason": "Embedding dtype drift in eval and MoE aux-loss normalization are different bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config token-id fields, but they affect different model configs and likely different code paths; not the same bug." + "reason": "Same broad regression class (missing legacy pad-token fields after v5), but different models/attributes and not clearly one concrete fix." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss kwarg mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading and tokenizer AttributeError on tasks are not the same issue." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer dropout and GPTNeoX rotary_pct reload behavior are distinct config/model issues." + "reason": "RoPE-layer mismatch in Smollm3 vs rotary_pct not persisting on reload." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different problems." } ] }, @@ -6966,8 +6984,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -7058,9 +7076,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -7366,20 +7384,20 @@ "issue:43295|issue:43450", "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "fb44162f10c0a6a9c201a9a33c79aa6cfa69fcb901000335ae2a550377691899", + "prepared_review_unit_hash": "0db9735e7a7de11dc58986f4b63a23ccbeca269ba255c57f4adc10f5b6a217cb", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34993, + "serialized_chars": 34995, "estimated_input_tokens": 8749, "estimated_eval_tokens": 17754 }, @@ -7388,168 +7406,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change closely enough to merge. Most pairs share a subsystem or model family, but the reported failures and likely fixes differ.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is a clear, active, and narrowly-scoped bug report with reproducible impact and inbound references, making it the best representative issue in this set.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs share broad transformer/tokenizer/multimodal keywords, but not the same concrete bug or code path. I would not merge any pair as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest canonical candidate: specific failure mode, multimodal scope, open status, and enough discussion/references to anchor triage.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Both mention SigLIP2/position-id style symptoms, but one reports nonsensical outputs in AutoModel/pipeline and the other reports unexpected key warnings. Different failure modes." + "reason": "Both mention model output anomalies, but one is SigLIP2-specific while the other is a generic position_ids regression; no shared concrete bug path." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve/runtime crashes, but one is a multimodal continuous-batching AttributeError and the other is a KV-cache continuation indexing bug. Not the same code-path." + "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache continuation indexing; different failures." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "One is about offloading not working with quantization generally; the other is a save/load breakage for sinq-quantized models. Related area, different bug." + "reason": "Quantization-related, but offloading behavior and save/load corruption are distinct bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLFlow job-status reporting are unrelated; only broad training/CI context overlaps." + "reason": "Flash Attention test failures vs MLflow reporting on failed jobs; unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less-model AttributeError and sinq quantization persistence are distinct issues with different triggers and fixes." + "reason": "Flash-attention sink-less crash vs sinq save/load corruption; different code paths and symptoms." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A path-with-slash import warning is unrelated to a GPT-oss CUDA OOM error." + "reason": "Local-path import warning and CUDA OOM are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-validation list handling." + "reason": "Gemma4 processor attribute crash vs rope-params type conversion; unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training and Phi-4 multimodal model loading failure are different problems." + "reason": "DeepSpeed/ZeRO gradient issue vs Phi-4 multimodal loading regression; different bugs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are separate features/bugs." + "reason": "Tokenizer spacing bug vs TrainerState token counter bug; unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to _gpu_broadcast_one rejecting NoneType in Trainer." + "reason": "Slow/fast tokenizer inconsistency vs GPU broadcast NoneType error; unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call messages without content. Different defects." + "reason": "Both involve apply_chat_template, but one is assistant mask generation and the other is tool-call crash; not the same defect." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation failure are separate runtime issues." + "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched value/query heads is unrelated to an AuxRequest import version-check bug." + "reason": "MPS attention correctness vs flex_attention import version check; different layers and failures." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation and flash_attn import-key errors are not the same issue." + "reason": "Template-node compilation TypeError vs Python 3.13 flash_attn import KeyError; unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + "reason": "Different multimodal bugs: video-input processing in Qwen3OmniMoe vs Gemma4 mm_token_type_ids default handling." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities; unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is about missing mm_token_type_ids defaults and the other is a device_map forward mismatch. Different root causes." + "reason": "Both are Gemma4, but one is missing mm_token_type_ids defaults and the other is device_map mismatch during forward." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "bfloat16 dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both concern model-loading/import behavior, but one is a missing flash_attention symbol and the other is meta-device loading breakage across some models. Not the same bug." + "reason": "flash_attention_utils import error vs meta-device model loading regression; different bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation-state update after sync_gpus and Qwen3.5 hidden-state output issues are different generation bugs." + "reason": "Generation kwargs sync_gpus issue vs output_hidden_states bug in Qwen3.5; unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batching and return_tensors being ignored with text_kwargs are separate tokenizer behaviors." + "reason": "LayoutLMv2 batched tokenizer crash vs return_tensors being ignored; different tokenizer problems." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not describe the same problem." + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and FP8 inference failure on B200 are different model/hardware issues." + "reason": "Qwen2.5-VL vision_position_ids bug vs FP8 inference failure on B200; unrelated." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-mapping mismatch and return_tensors precedence/ignoring are unrelated." + "reason": "Gemma4 device mismatch vs return_tensors override bug; unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video processor shape bug affect different code paths." + "reason": "Processor.tokenizer regression vs batched video processor shape bug; different code paths." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression and OmDet-Turbo input-size mismatch are not the same underlying bug." + "reason": "Processor/tokenizer regression vs OmDet-Turbo input-size mismatch; unrelated." } ] }, @@ -7652,214 +7670,208 @@ "issue:43975|issue:45520", "issue:44561|issue:46234" ], - "prepared_review_unit_hash": "b2f8efe99feb1876c356ddf44ee9487593584662746ed57ebea7feb0691a8d76", + "prepared_review_unit_hash": "f37ba08c8c2d4a51a127e2102335e538293d23403967946ba449bf0c5549c3a9", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36471, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy mix of unrelated Transformers regressions, but there is one plausible duplicate pair around missing `pad_token_id` on new config classes.", - "confidence": 0.43, - "canonical_issue_reason": "issue:43950 is the strongest cluster anchor: it describes a broad, concrete v5 loading regression in `from_pretrained`/buffer handling that is central and reusable across models.", + "summary": "This cluster is largely heterogeneous. The only strong duplicate-like soft edge is the pair of missing-`pad_token_id` loading regressions; the rest are different bugs or regressions in unrelated code paths.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43334 is the clearest representative of the only closely related subgroup here: a config-level `pad_token_id` AttributeError during model loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best single issue to represent this cluster because it is a core framework regression with clear impact, not a narrow model-specific symptom.", + "best_issue_reason": "Issue 43334 is the best overall anchor because it states the failing code path and error concretely, while most other items are unrelated or broader/less directly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both mention loading regressions, but the model/config symptoms are too different and there is no concrete same code path." + "reason": "Both are loading regressions, but one is a missing `pad_token_idx` config attribute and the other is a specific model-loading failure for `physical-intelligence/fast`; not the same bug." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "One is a missing `pad_token_idx` config attribute; the other is a meta-device loading failure. Different bugs and fixes." + "reason": "Different failure modes: missing config attribute vs `torch.device(\"meta\")` loading issues affecting some models." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "A SigLIP2 documentation/example bug and a `return_tensors` handling bug are unrelated." + "reason": "Doc-example/model-processor mismatch and quantization errors are unrelated to silent `return_tensors` handling." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are separate subsystems with different failure modes." + "reason": "MPS attention correctness and Kimi tokenizer regression are separate code paths and symptoms." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in loading is not the same issue as CLIP text model structural inconsistency." + "reason": "Non-persistent buffer corruption in `from_pretrained()` is not the same as the CLIP class structure change." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 multimodal token type defaults and Qwen2.5-VL RoPE temporal scaling are unrelated model-specific bugs." + "reason": "One is defaulting missing multimodal token type IDs; the other is a temporal position-ID scaling bug in Qwen2.5-VL." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer API regression and quantization offloading behavior do not share the same code path." + "reason": "Processor/tokenizer API regression and quantization offloading behavior are different problems." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are different ImportErrors for different symbols and modules." + "reason": "These are separate import errors for different missing symbols in different modules." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "A Python 3.13 flash-attn import issue and a missing backend mapping for tensorflow_text are unrelated." + "reason": "`flash_attn` KeyError in import utils and unsupported `tensorflow_text` backend mapping are unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA instability and ZeRO-3 gradient growth are different training failures." + "reason": "A torch.compile/SDPA failure is not the same as gradient blow-up under ZeRO-3." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs." + "reason": "Perceiver resize failure and RT-DETR memory retention are different bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied weights depends on device; LoRA merge collapse with extended vocab is a different failure mode." + "reason": "Serialization inconsistency of `lm_head.weight` is distinct from LoRA merge collapse with extended vocabulary." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape handling and tensor-parallel OOM are not the same underlying bug." + "reason": "Batched video processor shape handling and tensor-parallel OOM are unrelated." }, { "left": "issue:43334", "right": "issue:43525", "accept": true, - "reason": "Both report the same regression: new config objects lack `pad_token_id`, causing `AttributeError` during model loading; one fix could plausibly cover both." + "reason": "Both report the same `pad_token_id` AttributeError on config objects during model loading; a common fix could plausibly address both." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A Janus image-generation test failure and a paged-generate warning bug are unrelated." + "reason": "A Janus image-generation test failure and a stale paged-generate warning are not the same underlying issue." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "CUDA assert on A800 with auto device mapping and FP8 inference failure on B200 are different hardware/path issues." + "reason": "Qwen3 auto-device-map CUDA assert and FP8 inference failure on B200 are different hardware/path regressions." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing Qwen2.5-VL classes and DeepSeek tokenizer detokenization are unrelated." + "reason": "ImportError for a Qwen2.5-VL class and a tokenizer detokenization bug do not share the same code path." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3 MoE FP8 loading and Qwen2.5-VL import failure are different issues." + "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import failure are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "A trainer metric-gathering bug and a Beit image processor label reduction bug are separate paths." + "reason": "Both touch label processing, but one is `gather_for_metrics` tuple handling and the other is `reduce_labels` truncation in BeitImageProcessorFast." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local path warnings and SigLIP2 implementation discrepancies are not the same bug." + "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are different bugs." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different tokenizer/model-state bugs." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization in `post_init` are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." + "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory inefficiency are separate issues." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test issue are different." + "reason": "BigBirdTokenizer special-token registration and a stale CI device-override test are unrelated." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Image label reduction and `return_tensors` handling are unrelated processor bugs." + "reason": "BeitImageProcessorFast `reduce_labels` truncation is not the same as `return_tensors` being ignored with `text_kwargs`." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + "reason": "Unexpected zero probabilities in SigLIP2 and HF-vs-JAX discrepancy are related at a high level, but the titles indicate different bug reports and likely different fixes." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer load failure and Wav2Vec2 save/tokenization failure are distinct tokenizer issues." - }, - { - "left": "issue:44561", - "right": "issue:46234", - "accept": false, - "reason": "Removing `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are unrelated import-utils regressions." + "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different concrete problems." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and flash-attn import key error are unrelated." + "reason": "Tokenizer detokenization regression and `flash_attn` import lookup failure are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "These are different missing utility symbols with different affected code paths." + "reason": "Removal of `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are separate missing-API regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:43334 vs issue:43525, is well-supported by both titles explicitly describing missing `pad_token_id` on new config classes. The other pairs are mostly different subsystems or symptoms, and the rejections do not overstate equivalence. The choice of issue:43950 as the anchor is also defensible from its broad v5 loading-regression title." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The cluster is indeed heterogeneous, and the only clearly duplicate-like soft edge is the pair of config-loading AttributeErrors around missing `pad_token_id`, which is a reasonable conservative accept." }, "evaluator_used": true, "retried": false, @@ -7875,8 +7887,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -7965,9 +7977,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -8271,20 +8283,20 @@ "issue:37428|issue:44987", "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "27350bea6e04f589b7e1defb0b7eff41bba1648b8e2fd1d210b7eddf46301f56", + "prepared_review_unit_hash": "7b2fad7c25b684ccc3419545115c6e4d189b56aa707ba1ede24d7fede50876d0", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37250, + "serialized_chars": 37252, "estimated_input_tokens": 9313, "estimated_eval_tokens": 18882 }, @@ -8293,210 +8305,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous tokenizer/model/loading bugs plus a few CI/runtime issues. Only one soft edge looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regressions. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45310 is the best canonical for the only confirmed duplicate pair: it is earlier and more descriptive, while issue:45478 is a later, shorter report of the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure.", + "summary": "The cluster is mostly a set of unrelated issue reports. Only one soft pair is a clear duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`; issue:45478 is a later duplicate with no broader scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest anchor for deduping here because it cleanly represents the shared Qwen3.5 MoE loading regression; the remaining issues are unrelated and should not be grouped under it.", + "best_issue_reason": "issue:45310 is the best anchor for dedupe tracking because it names the regression precisely and represents the same underlying loading failure as its duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Different failures: tokenizer protobuf error handling vs a missing import_utils symbol." + "reason": "Different subsystems and failure modes: tokenizer/protobuf error handling vs a missing import-utils symbol." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Unrelated model/doc example bug vs BEiT fast processor label reduction bug." + "reason": "SigLIP2 docs/example problems are unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different model/config path and different helper-function behavior; no shared underlying bug." + "reason": "Different model/config bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc/example issue is unrelated to position-id key warnings across models." + "reason": "Docs/example errors do not match the separate position-id key regression affecting many models." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete bug: transformers>=5.4.0 breaks loading Qwen3.5 MoE from_pretrained; 45478 is a duplicate report of the same regression." + "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; same underlying loading bug and clearly mergeable as one issue." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both are CI-related but they fail for different reasons and in different code paths." + "reason": "Packed-weight accelerate loading failure is unrelated to a GraniteSpeech CI stale device-override test." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config bug and GraniteSpeech CI device-override failure are unrelated." + "reason": "Different failures in different models; no shared bug path." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v4/v5 regressions, but they affect different models/tokenizers and likely different code paths." + "reason": "Both mention v5 regressions, but they affect different tokenizers/models and describe different output issues." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "SwitchTransformers sparse-layer bug is unrelated to D-FINE auxiliary-loss logic." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local path trailing-slash warning and GLM-4.7-Flash loading failure are not the same bug." + "reason": "Local-path trailing-slash warning is not the same as GLM-4.7-Flash unit-test load failure." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and AMP/CUDA loss crash are distinct runtime issues." + "reason": "CPU offload device mismatch is a different code path from AMP/CUDA crashes in LwDetrImageLoss." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading breakage for Llama 3.2 Vision is unrelated to embedding reinitialization after resize." + "reason": "Llama 3.2 Vision loading regression is unrelated to token-embedding reinitialization after resize." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero probabilities are not the same as unexpected position-id keys during loading." + "reason": "SigLIP2 zero-probabilities bug is not the same as the position-id unexpected-key regression." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression and return_tensors being ignored are different API bugs." + "reason": "Wrong token IDs across models is a tokenizer correctness bug; silently ignored return_tensors is a separate API-argument handling issue." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer architecture discussion is unrelated to trust_remote_code breakage from removed torch-fx helper." + "reason": "DSA indexer ReLU discussion is unrelated to v5 breaking trust_remote_code by removing is_torch_fx_available." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different symptoms and code paths." + "reason": "Flash-attention generation bug for Qwen3.5 and Gemma4 multi-GPU CUDA OOM are different problems." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "float16 AMP loss crash is unrelated to bfloat16 dtype mismatches." + "reason": "Different crash sites and causes: AMP/CUDA loss crash vs dtype mismatch in bfloat16 inference." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated issues." + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated issues." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multimodal IterableDataset finetuning failure does not match BEiT label reduction." + "reason": "Multi-image iterable dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both involve model behavior regressions, but they are separate models and failures." + "reason": "Pegasus v4/v5 output changes and Qwen3.5 flash-attention generation failure do not share the same bug path." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Tokenizer spacing after added token and Trainer `_gpu_broadcast_one` NoneType error are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch is a different problem from qwen3_omni_moe helper behavior." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures." + "reason": "Trainer broadcast TypeError is unrelated to the MacOS CLIP bus error." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention test failures are unrelated to embedding reinitialization after resizing." + "reason": "Flash Attention 2 CI failures are not the same as output-embedding reinitialization after resize." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe helper behavior." + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading failure and MPS attention correctness issue are not the same bug." + "reason": "AutoTokenizer v5 loading issue and MPS attention correctness issue are distinct bugs." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading issue and Gemma4 multi-GPU OOM are different problems." + "reason": "Quantization/offloading behavior does not match a multi-GPU CUDA OOM in Gemma4." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load behavior, but one is custom token IDs in config and the other is wrong custom module loading." + "reason": "Custom token IDs lost on save/load and wrong custom module loaded after save_pretrained are separate persistence bugs." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash path warning and tensor-parallel OOM are unrelated." + "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert and TorchScript GeneratorExp export errors are unrelated." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing flash_attention_utils import and a model-loading regression for physical-intelligence/fast are not clearly the same code-path bug." + "reason": "Missing flash-support import and a v5 load failure for physical-intelligence/fast are not the same bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different hardware/runtime failures." + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45310 vs issue:45478, is well supported by the identical title and close timing. The other soft edges are plausibly distinct bugs and are rejected cautiously. No PR pairs are present." + "feedback": "The summary is grounded in the packet: the only clear duplicate is the identical Qwen3.5 MoE from_pretrained report pair (45310/45478), and the rest of the soft pairs are conservatively rejected as different bugs. No PRs are present, so the PR-related fields are appropriately null." }, "evaluator_used": true, "retried": false, @@ -8512,8 +8524,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -8604,9 +8616,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -8831,8 +8843,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -8922,9 +8934,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -9230,14 +9242,14 @@ "issue:43873|issue:44871", "issue:42907|issue:45698" ], - "prepared_review_unit_hash": "45e2604301965effe3f555eb91c3c19140ba3ff54915ec65242ebd58ce2bd37c", + "prepared_review_unit_hash": "e24bfbd756a2579bc7c3d3ae1e9522c344e5b072e0be73db59d1b76a2ebaa788", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -9252,198 +9264,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most pairs only share broad vocabulary (loading, config, tokenizer, save/load, generation) but not the same underlying bug. I would not merge any of the soft edges, and there are no PRs here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is a loose thematic cluster of Transformers issues, but the proposed soft pairs are mostly superficial title similarity rather than true duplicates. I found no pair that clearly shares the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 has the strongest engagement and linkage in this set (high discussion and inbound refs), so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest regression-style report in the list, but even it is not a true duplicate anchor for the rest of the cluster.", + "best_issue_reason": "issue:43873 is the most centrally connected open issue here and is the best single representative, even though the cluster itself is not a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different subsystems: Qwen recurrent-state cache bug vs Whisper processor batch_decode token skipping." + "reason": "Different failures in unrelated paths: Qwen recurrent-state caching vs Whisper batch decoding." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both involve model init behavior, but one is a generic Transformers 5.0 custom-model init regression and the other is a PatchTSMixer-specific post_init policy issue." + "reason": "Both mention init/post_init, but one is a generic v5 custom-model init break and the other is a patchtsmixer-specific post_init policy issue." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Tokenizer/model loading via gguf_file is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Tokenizer/model loading with gguf_file is unrelated to flash_attention sinkless-model crashes." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-kwarg duplication and list_repo_files revision forwarding are unrelated code paths." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are separate API bugs." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend selection for tensorflow in a torch install is unrelated to a missing import_utils symbol." + "reason": "Backend installation/import coverage for tensorflow vs a missing import_utils symbol are different issues." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision." + "reason": "OOM during Adafactor+DeepSpeed training is unrelated to a Llama model-loading regression." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Training-memory OOM and embedding reinitialization on resize are different bugs." + "reason": "Training OOM and token-embedding reinitialization in post_init are different code paths and symptoms." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-classification resizing failure are unrelated." + "reason": "Tokenizer loading and Perceiver image-resolution handling are unrelated bugs." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer OOM and TrainerState.num_input_tokens_seen not updating are distinct trainer issues." + "reason": "Optimizer memory usage is unrelated to TrainerState token-count bookkeeping." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVision hidden_states output regression is not the same as ModelOutput key assignment logic." + "reason": "Hidden-states not returned and ModelOutput key assignment are different bugs, not the same fix." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate behaviors." + "reason": "Gradient-checkpointing eval-mode behavior and quantized offloading issues are separate subsystems." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer loading failure and degenerate zero-loss sequence classification are unrelated." + "reason": "Tokenizer loading in v5 and degenerate zero-loss classification are unrelated problems." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API issues, but for different models and different missing/mismatched fields." + "reason": "Both are config API mismatches, but they concern different models and different attributes." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Trailing-slash local-path import warning is unrelated to Qwen recurrent state reset." + "reason": "Path-with-trailing-slash warning is unrelated to Qwen recurrent-state reset behavior." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and gather_for_metrics label truncation are different paths." + "reason": "Generation kwargs after sync_gpus and metric label truncation are separate runtime paths." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression across Qwen models and chat-template tool-call crash are distinct multimodal bugs." + "reason": "Video-input regression in Qwen VL models is unrelated to chat-template crashes on tool-call messages." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + "reason": "CLIP hidden-states output and torch.compile attention-kernel branching are different issues." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." + "reason": "BitNet accelerate-loading unpacking bug and tokenizer-loading failure are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both mention loading, but one is a specific Llama vision model breakage and the other is a base_model_prefix loading regression." + "reason": "Both are model-loading regressions, but they target different failure modes and root causes." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and FuyuBatchFeature's bare except are different defects." + "reason": "AutoTokenizer failure and a bare-except in Fuyu tensor conversion are not the same bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init restrictions are unrelated to the Qwen video-input regression." + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Physical-intelligence/fast loading failure and missing tensorflow_text backend mapping are unrelated." + "reason": "Loading a specific model under transformers>=5.1.0 and missing tensorflow_text backend registration are different issues." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision model loading and GenerationMixin import failure are different issues." + "reason": "Llama model loading breakage and GenerationMixin import failure are separate v5 regressions." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are related to model I/O broadly but not the same bug." + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint content are related only loosely, not the same concrete bug." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and docs referencing removed pipeline() are unrelated." + "reason": "SigLIP2 implementation discrepancy and documentation references to removed pipelines are unrelated." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Adafactor/DeepSpeed OOM and CustomTrainer.compute_loss signature breakage are different trainer issues." + "reason": "DeepSpeed/Adafactor OOM and CustomTrainer.compute_loss signature mismatch are different training issues." }, { "left": "issue:45290", "right": "issue:46209", "accept": false, - "reason": "Chat-template tool-call crash and FP8 inference failure on B200 are unrelated." + "reason": "Chat-template tool-call handling and FP8 inference on B200 are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different model/config problems." + "reason": "Both touch config structures, but one is a Gemma3TextConfig API discrepancy and the other is text_config unwrapping for Qwen multimodal configs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading issue and Gemma-3 eos_token_id inconsistency are unrelated." + "reason": "Quantized offloading behavior and eos_token_id config inconsistency are separate bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load-related but not the same underlying bug." + "reason": "Saving dequantized model artifacts and loading the wrong custom module after save_pretrained are different persistence bugs." } ] }, @@ -9462,8 +9474,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -9550,9 +9562,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -9836,14 +9848,14 @@ "issue:45803|issue:45987", "issue:44933|issue:45362" ], - "prepared_review_unit_hash": "3982f8ec24033c80f710b468c2e81845177881fe8311f929336d7a67f739ebb4", + "prepared_review_unit_hash": "5ac205a76f4496b5de905680295bc0b12a20d08cec79abd4065541823b5d4641", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -9858,174 +9870,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicates accepted: the candidate pairs mostly share only broad themes like loading, generation, or v5 regressions, but they target different models, APIs, or concrete failure modes. Among the items, the strongest standalone issue is the custom-module save/load regression.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45698 is an open, high-discussion bug with broad save/load impact and a clear reproduction path, making it a good anchor issue.", + "summary": "This cluster is not duplicate-heavy: the items are mostly unrelated Transformers bugs spanning config reloads, multimodal regressions, serving errors, and import/path issues. No soft pair looks like the same concrete underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set, covering a v5 initialization regression that is thematically closer to several other v5-era breakages than the narrower model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most broadly applicable and actionable report in the set, and is the most plausible duplicate target for related save_pretrained/from_pretrained complaints.", + "best_issue_reason": "issue:43646 is the best representative issue for the cluster because it is high-level and captures the general v5 custom-initialization regression pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both are config-related regressions after v5, but one is custom model initialization and the other is GPTNeoX rotary_pct reload; different fields and failure modes." + "reason": "Both concern config-related behavior, but one is a general custom-model init regression and the other is GPTNeoX rotary_pct not persisting on reload; different bug paths." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Both concern model persistence, but one is eos_token_id config mismatch and the other is quantized model save/load breakage; not the same bug." + "reason": "Gemma eos_token_id inconsistency and quantized save/load breakage are separate model state/config issues with different failure modes." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different models and different bugs: LoRA merge collapse with tied embeddings vs Gemma 4 multimodal token-type defaults." + "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only finetuning." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "One is a Trainer GPU broadcast TypeError, the other is embedding reinitialization after resize; unrelated code paths." + "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization after resizing embeddings are distinct training/model-init bugs." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to an undefined tensorflow_text backend mapping entry." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "One is a TensorFlow backend initialization issue from tensorboard-only installs; the other is a missing import_utils helper." + "reason": "One is a TensorFlow/tensorboard backend installation issue; the other is a missing import-utils availability helper." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are different subsystems and symptoms." + "reason": "CUDA OOM in Sam3Video and Whisper empty transcription after align_special_tokens are different subsystems and symptoms." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading, but one is a legacy field in Beit segmentation presets while the other is incorrect custom-module resolution after save/load." + "reason": "Legacy field handling in Beit semantic segmentation is unrelated to custom module loading after save_pretrained/from_pretrained." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing in serve and a missing _tokenizer attribute in Gemma4Processor are separate crashes." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning for paged generate and an empty-transcription Whisper crash are different generate-time issues." + "reason": "A stale warning in paged generate and Whisper failing on empty transcription are not the same bug." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are distinct configuration bugs." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated model config issues." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Failed Janus image generation test and Qwen3.5 flash-attention generation bug do not describe the same failure." + "reason": "A janus image-generation test failure and Qwen3.5 flash-attention generation problems do not share the same concrete code path." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states not returned and load-balancing loss gating are separate v5 regressions in different model components." + "reason": "CLIP hidden_states regression and missing load-balancing loss when output_router_logits=False affect different model components." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Generic non-persistent buffer junk and GPTNeoX rotary_pct reload default are not the same underlying serialization issue." + "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reload are unrelated v5 behavior regressions." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning involve different model architectures and bugs." + "reason": "Qwen3-VL weight-shape mismatch on load and a tied-weights warning wiring dt_bias are different model-specific issues." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading in a training example and loading a specific multimodal model are unrelated." + "reason": "Local dataset loading in a training script and loading a specific multimodal model checkpoint are different failures." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus model test failure and stale auto_mappings references to removed Sam3LiteText configs are different problems." + "reason": "Janus image generation test failure and removed Sam3LiteText auto-mapping references are unrelated CI/model issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression for multiple Qwen VL models and serve KV-cache indexing crash are different code paths." + "reason": "The v5.3.0 video-input regression and serve KV-cache continuation crash involve different code paths and symptoms." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 torch.jit parsing error and flash_attention s_aux=None crash are unrelated." + "reason": "Python 3.13 decorator parsing/IndentationError in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and a stale num_return_sequences warning are not the same bug." + "reason": "Chunked generation inconsistency with compiled forward is a generation correctness bug, not a stale warning issue." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical results via AutoModel/pipeline are not the same bug." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in chat templating and wrong vision_position_ids in Qwen2.5-VL are both multimodal, but the concrete bugs differ." + "reason": "All-zero assistant masks for multimodal inputs and wrong vision_position_ids for Qwen2.5-VL video inputs are both multimodal, but they are distinct defects." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and path-with-slash import warning are unrelated." + "reason": "Embedding reinitialization after resize and trailing-slash import warning on local model loading are unrelated issues." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping cuda assert and category-cardinality limit error are different runtime failures." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and the 2^24 category limit runtime error are different failures with no shared code path." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model input-size mismatch in OmDet-Turbo are distinct issues." + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are separate vision-model problems." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing KeyboardInterrupt and StaticCache returning a shape-(1,) tensor are unrelated API/robustness bugs." + "reason": "Bare except swallowing KeyboardInterrupt in FuyuBatchFeature and StaticCache.get_seq_length returning a tensor instead of int are unrelated utilities bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "A missing import from image_utils and Qwen3.5-35B crashing with transformers chat are not the same underlying issue." } ] }, @@ -10128,14 +10140,14 @@ "issue:43404|issue:45216", "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "cfd5aeb8a75ee44ebe1f924b7d1fb21be680138c71e94afd6f8b34a38fcd4a29", + "prepared_review_unit_hash": "4163662f1e8ab26bd89da62b6c26aac57c5456c9062faf35b0aca7e4185d0683", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -10150,180 +10162,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of unrelated Transformers issues. The strongest theme is broad import/export regressions, but none of the soft-edge pairs look like the same underlying bug or change.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 41628 is the cleanest representative of the cluster because it is a direct public import/export failure and is broad enough to stand in for the import-regression theme seen in a few neighboring items.", + "summary": "This looks like a loose semantic cluster of many unrelated Transformers bug reports. The only coherent mini-cluster is import/export regressions, but the soft pairs are still not true duplicates, so I reject all soft edges. issue:36246 is the best representative of the import-error subcluster.", + "confidence": 0.67, + "canonical_issue_reason": "issue:36246 is the clearest hub for the small import/export regression subcluster: it is a concrete missing-symbol import failure and is the closest match to multiple other import-error reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the best single issue to anchor the cluster: it is a clear user-facing API import breakage, while most other items are narrower or unrelated.", + "best_issue_reason": "issue:36246 is the most representative issue in this set because it is specific, user-visible, and the strongest center of the import-related soft-similarity group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug and a Python 3.13 indentation/import parsing error are unrelated code paths." + "reason": "Different failures: a SwitchTransformers config bug versus a Python 3.13 import/parsing error in DebertaV2." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX config reload behavior are both state/config bugs, but not the same defect." + "reason": "Both are model/config regressions, but they affect different code paths and different symptoms." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version support/import failure is unrelated to the DebertaV2 JIT parsing indentation error." + "reason": "Python-version compatibility failure is unrelated to the DebertaV2 indentation/parsing import error." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and local-dataset loading failure in an image-classification script are different issues." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to a local dataset loading problem in an example script." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and a missing import_utils symbol are unrelated failures." + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import-utils symbol." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "These are both config-validation problems, but they affect different models and different validation logic." + "reason": "Both involve configs, but one is about post_init allowance and the other about strict loading of granite_speech; not the same bug." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and serve KV-cache continuation failures are distinct code paths." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in transformers serve." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer resolution from repo files and list_repo_files revision forwarding are separate Hub-loading behaviors." + "reason": "Tokenizer selection from repo and list_repo_files revision forwarding are different API bugs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve save/weight handling, but one is LoRA/vocab tie collapse and the other is wrong visual encoder keys in Qwen3.5 checkpoints." + "reason": "Both concern Qwen-family saving/training behavior, but they are distinct bugs with different failure modes." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "A SwitchTransformers config bug and an image-classification dataset-loading bug are unrelated." + "reason": "Config creation bug versus image-classification dataset loading; no shared underlying defect." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement in forward passes and Fuyu's bare except are different bugs in different modules." + "reason": "CPU device placement in XLNet and a bare-except in FuyuBatchFeature are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI test flakiness in GraniteSpeech and stale auto-mapping references are separate CI failures." + "reason": "Both are CI breakages, but caused by different test/code issues in different modules." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "These are both example-script failures, but they concern different scripts and different classification workflows." + "reason": "Example-script multi-label output bug is unrelated to dataset loading with no-trainer image classification." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated model-specific bugs." + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription failure are different model-specific issues." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head-dim validation and rope-parameter list handling are different configuration-validation paths." + "reason": "Llama head_dim validation and rope-param JSON list handling are distinct config-validation bugs." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior do not share the same underlying bug." + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resizing." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are both environment-related, but not the same defect." + "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are different environment issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default None handling versus a strict-field drop in a separate config class." + "reason": "Both are config-related, but one is default-init handling and the other is strict field preservation; not duplicates." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are for different symbols and modules with different export paths." + "reason": "Both are import errors, but they concern different missing symbols and different modules, so they are not the same bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime errors." + "reason": "Category-count runtime limit and Whisper empty transcription are unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The placeholder issue title has no substantive relation to the fbank feature bug." + "reason": "The issue text is too generic for duplication, and the audio feature bug is unrelated to the placeholder issue." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance and unsafe sys.modules access are related to imports, but not the same bug or fix." + "reason": "Slow import timing and unsafe sys.modules access are different import-path problems." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "A specific extras packaging omission and a vague dependency issue are not enough to treat as the same underlying bug." + "reason": "TensorFlow missing from a torch install and a generic dependency issue are not the same underlying bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes and serve KV-cache indexing failures are unrelated." + "reason": "NER/padding crashes in LayoutLMv2Tokenizer are unrelated to KV-cache continuation indexing." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline bug and a notebook syntax error are completely different problems." + "reason": "Video-classification pipeline misrouting and a notebook syntax error are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but they involve unrelated missing names from different modules." + "reason": "Both are missing-import reports, but they target different symbols and different modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3 and incorrect Qwen3.5 checkpoint saving are separate model-save regressions." + "reason": "Weight tying in Mistral3 and incorrect save_pretrained checkpoint content for Qwen3.5 are different bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard bug." + "reason": "Both mention flex_attention, but one is a torch-version compatibility failure and the other is an incorrect version guard for a different import path." } ] }, @@ -10428,14 +10440,14 @@ "issue:44242|issue:45200", "issue:44521|issue:45325" ], - "prepared_review_unit_hash": "cc8b0b51b92189ef159034a7149a7bc889f7784f08b0aebb9e74347ce12821e6", + "prepared_review_unit_hash": "83f7ecd3c6c4210cd6ed460e1801a3e4739d218c94e53aa185b912780ece55fe", "component_budget": { "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -10450,192 +10462,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft matches are mostly false positives: they span unrelated bugs, regressions, import errors, and docs/test issues across different models and code paths. I did not find any convincing duplicate pairs.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44964 is the best anchor here: it is a concrete, user-facing model-loading regression in latest transformers with enough discussion to represent the closest loading/config-related subset of the set.", + "summary": "The soft-pair suggestions are mostly false positives: they span different models, subsystems, and failure modes. I would not merge any of these pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 has the clearest repro and the broadest applicability among the issues, making it the most useful representative issue in this noisy cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different bug classes: zero probabilities in SigLIP2 vs a dummy Conv2d in SAM3 pixel decoding." + "reason": "Different bugs in unrelated models: SigLIP2 zero probabilities vs a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction failure are unrelated code paths." + "reason": "A notebook syntax error and an audio feature-extraction bug are unrelated." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve model/config loading, but they are different failures on different models and initialization paths." + "reason": "Both are config/loading problems, but they concern different failure modes and models; not the same code-path bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different models and causes: Phi-4 multimodal loading vs stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Phi-4 multimodal loading failure vs stale Sam3LiteText references in auto_mappings/CI; different issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test device-override flake is not the same bug as a Phi-4 multimodal loading regression." + "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue is model-specific and distinct from Phi-4 multimodal loading." + "reason": "Different model-specific load failures (GLM-4.7-Flash vs Phi-4 multimodal), not one underlying bug." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "KV-cache continuation tensor indexing and trust_remote_code cache-path collisions are different failure modes." + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "API removal in v5 and local-model cache-path collision are unrelated bugs." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a different regression from cache-path collisions." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version support regression and model-loading failure are not the same underlying issue." + "reason": "Python-version compatibility issue vs a specific model-loading failure; no shared concrete bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to obsolete auto_mappings entries." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings CI references are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings not propagating are different code paths." + "reason": "Processor/tokenizer regression vs resize_token_embeddings not updating decoder embeddings; different code paths." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized models and FlashAttention failures are separate Ministral issues." + "reason": "Saving dequantized Ministral/Devstral models is distinct from FlashAttention failures in Ministral-3." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "reduce_labels returning one label is a runtime bug; return_all_scores in docs is only a documentation mismatch." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked-prefill cache handling and ANSI coloring in loading_report are unrelated." + "reason": "Generation cache handling and ANSI color output in loading_report are unrelated." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Gemma 4 processor import failure and missing falcon-mamba utility are different missing-import problems." + "reason": "Different missing-import regressions in different utilities and model families." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model registration/config lookup and unnecessary torchvision dependency in image processors are separate issues." + "reason": "Unrecognized model/config loading error is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but they affect different models and distinct code paths." + "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is a specific s_aux=None AttributeError in sink-less models; not enough evidence of the same bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "A notebook syntax error is not the same as AddedToken keyword duplication." + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Ignored SGD optimizer args and tie_word_embeddings warnings do not share a concrete root cause." + "reason": "SGD argument handling and a tied-embeddings warning are different issues." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors in multimodal code, but they involve different missing symbols and fixes." + "reason": "Importing a missing Qwen2.5-VL class is not the same as a removed image_utils export." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and auxiliary-loss handling in D-FINE are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading and Qwen3.5 checkpoint save regressions are different bugs." + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint regression are distinct bugs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to an unrecognized-model config error." + "reason": "A pipeline docs/behavior mismatch does not match an unrecognized-model loading failure." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "The placeholder data issue and FP8 inference on B200 are unrelated." + "reason": "A placeholder issue title is unrelated to FP8 inference failing on B200." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python compatibility regression is not the same as a generic dependency issue." + "reason": "Python-version support issue vs generic dependency issue; not the same root cause." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and failure to unwrap text_config are both config-related, but they are different mechanisms and model families." + "reason": "Unrecognized model config vs failure to unwrap text_config in composite multimodal configs are different loading problems." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma embedding resizing and Whisper empty transcription after align_special_tokens are unrelated." + "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default handling and Llama4Config missing pad_token_id are separate config bugs." + "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss and mm_token_type_ids defaults affect different training behaviors." + "reason": "Missing load-balancing loss when output_router_logits=False is a different bug from mm_token_type_ids defaulting for text-only fine-tuning." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "All-zero assistant masks and still-image rope scaling are different multimodal preprocessing bugs." + "reason": "All-zero assistant masks in apply_chat_template and Qwen2.5-VL rope-index scaling are different multimodal bugs." } ] }, @@ -10654,8 +10666,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -10743,9 +10755,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -10952,8 +10964,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -11040,9 +11052,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -11249,8 +11261,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -11338,9 +11350,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -11553,8 +11565,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -11646,9 +11658,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -11879,8 +11891,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -11971,9 +11983,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -12198,8 +12210,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -12292,9 +12304,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -12537,8 +12549,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -12630,9 +12642,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -12863,8 +12875,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -12953,9 +12965,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -13168,8 +13180,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -13256,9 +13268,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 47, @@ -13465,8 +13477,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -13555,9 +13567,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -13770,8 +13782,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -13864,9 +13876,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -14100,8 +14112,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -14195,9 +14207,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -14440,8 +14452,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -14533,9 +14545,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -14766,8 +14778,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -14860,9 +14872,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -15102,8 +15114,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -15201,9 +15213,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -15464,8 +15476,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -15565,9 +15577,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -15846,8 +15858,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -15952,9 +15964,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 48, @@ -16263,8 +16275,8 @@ "review_unit_count": 51, "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-10000-434", "nodes": [ @@ -16286,9 +16298,9 @@ "node_count": 434, "item_count": 434, "soft_pair_count": 1606, - "serialized_chars": 831068, - "estimated_input_tokens": 207767, - "estimated_eval_tokens": 415790 + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 }, "budget": { "node_count": 5, @@ -16357,8 +16369,8 @@ "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-10519-3", "nodes": [ @@ -16435,8 +16447,8 @@ "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": [ @@ -16506,8 +16518,8 @@ "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": [ @@ -16610,184 +16622,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "2f7d31d45224c0e48c3e373911ac5d2876a5675cc1fe92ea835626a0b3a25888", + "prepared_review_unit_hash": "fca16a024de5152dec7bee8a22855c9fa85c3c7ef9adb110784fa206e85fca37", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13684, - "estimated_input_tokens": 3421, - "estimated_eval_tokens": 7098 + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13684, - "estimated_input_tokens": 3421, - "estimated_eval_tokens": 7098 + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate i18n documentation-translation issues for different languages. They look textually similar because they share a template, but they are not the same underlying task or bug.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are all i18n documentation-translation requests, but they target different languages. The near-identical generic-template issues are still separate translation requests rather than one underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44370 is the most central representative of the repeated placeholder-style translation requests, but the cluster is not a true duplicate set because the others are language-specific variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most generic template-like translation issue and best represents the cluster, but it should not be treated as a duplicate canonical for the language-specific translation requests.", + "best_issue_reason": "issue:44370 is the best representative issue in this cluster: it matches the common placeholder template and sits closest to the other generic i18n requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation tasks; the titles/body pattern are similar, but this is not the same language or same underlying request." + "reason": "Different translation request; no evidence they are the same language or same underlying task." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Different translation tasks; template similarity only, not the same concrete issue." + "reason": "Different translation request; same i18n theme, but not the same concrete issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language translation request; similar template, but separate work item." + "reason": "Different translation request for another language; not a duplicate." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is Turkish-specific, the other is a generic placeholder/template issue; not the same underlying task." + "reason": "Generic-template similarity only; still a separate translation issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language translation request (Turkish vs Romanian); same subsystem, but not duplicates." + "reason": "Turkish vs Romanian docs translation; distinct issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language translation request (Turkish vs Spanish); only template similarity." + "reason": "Turkish vs Spanish docs translation; distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs generic placeholder/template issue; not the same task." + "reason": "Spanish request vs generic template issue; no same-language evidence." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different translation tasks; no evidence they refer to the same language or change." + "reason": "Spanish translation request and a different generic-template request; not the same issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language translation requests; similar template only." + "reason": "Spanish vs Romanian docs translation; separate requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request vs generic placeholder/template issue; not duplicates." + "reason": "Spanish request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different translation requests; same broad i18n area, but distinct languages." + "reason": "Romanian request and generic placeholder issue are not the same concrete task." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different translation requests; same template, not the same underlying issue." + "reason": "Romanian docs translation vs a different placeholder request; distinct issues." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request vs generic placeholder/template issue; not duplicates." + "reason": "Romanian request and another generic-template request; not duplicates." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs generic placeholder/template issue; not the same task." + "reason": "Romanian vs generic template; only broad i18n similarity." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language translation request; unrelated underlying task." + "reason": "Different target languages; separate translation requests." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both look template-like, but they still correspond to separate translation requests rather than one bug/change." + "reason": "Both are placeholder-style i18n issues, but no proof they are the same language/request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Both look template-like, but there is no evidence they are the same language or same request." + "reason": "Near-identical template text, but still separate issue instances without a shared concrete target." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template similarity only; distinct translation issue." + "reason": "Generic translation templates, but no same underlying language-specific task." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; no evidence of a shared concrete change." + "reason": "Placeholder template vs Thai-language request; not the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder-style translation requests, but not the same underlying task." + "reason": "Template-like i18n issues, but no evidence of one concrete duplicated request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Both are placeholder-style translation requests, but not the same underlying task." + "reason": "Very similar templates, yet still separate issue entries without a shared language target." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different translation requests; similar wording is just the template." + "reason": "Generic placeholder issue vs Thai translation request; distinct tasks." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template similarity only; separate translation requests." + "reason": "Even with identical titles, these appear to be separate issue instances rather than one concrete translation request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; separate translation requests." + "reason": "Generic placeholder issue vs Thai-language request; not the same underlying change." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Different language translation request; not the same issue despite similar template wording." + "reason": "Both are translation requests, but for different languages and therefore not duplicates." } ] }, @@ -16806,8 +16818,8 @@ "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-36817-16", "nodes": [ @@ -17128,8 +17140,8 @@ "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": [ @@ -17191,8 +17203,8 @@ "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": [ @@ -17254,8 +17266,8 @@ "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": [ @@ -17317,8 +17329,8 @@ "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": [ @@ -17420,8 +17432,8 @@ "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": [ @@ -17542,8 +17554,8 @@ "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": [ @@ -17662,8 +17674,8 @@ "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-45672-2", "nodes": [ @@ -17725,8 +17737,8 @@ "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-45762-2", "nodes": [ @@ -17788,8 +17800,8 @@ "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-45764-2", "nodes": [ @@ -17851,8 +17863,8 @@ "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-45869-5", "nodes": [ @@ -18012,12 +18024,12 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8a65547ac6a09921970169a909007ef202c6625d690594f100eb21c82b3efb8b", + "prepared_review_unit_hash": "4c764e05f6536ea4f538bbaa7ebcf37e0687bf46b235057429687ef2af6025fa", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40308, + "serialized_chars": 40305, "estimated_input_tokens": 10077, "estimated_eval_tokens": 20410 }, @@ -18025,7 +18037,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40308, + "serialized_chars": 40305, "estimated_input_tokens": 10077, "estimated_eval_tokens": 20410 }, @@ -18034,138 +18046,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft duplicate stands out: the two `fixed_cross_entropy` PRs for issue 43240. The rest are feature additions or unrelated fixes touching different code paths, so they should stay separate.", + "summary": "The set is mostly unrelated PRs across docs, model additions, tokenizer/processer changes, and kernel routing. Only the two `fixed_cross_entropy` patches are true duplicates; everything else should stay separate.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative: it is explicitly linked to issue 43240, directly patches `fixed_cross_entropy`, and is the more complete/intentional formulation of the same fix.", + "canonical_pr_reason": "PR 43251 is the best canonical representative: it is the more explicit, issue-linked fix for `fixed_cross_entropy`, and it subsumes the nearly identical kwargs-support patch in 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative because it has the explicit issue reference, a focused diff, and the same code-path fix as the duplicate.", + "best_pr_reason": "PR 43251 is the strongest overall representative because it is a focused bug fix with an explicit issue target and near-identical duplicate coverage from 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model addition vs an Executorch dynamic-shape test; unrelated changes and not the same bug or feature." + "reason": "Different changes: adding VideoPrism docs/model code vs adding an Executorch dynamic-shapes test. Same broad area of repo, not the same bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API addition vs Executorch export test; different subsystems and different goals." + "reason": "Tokenizer method additions for MistralCommon are unrelated to Executorch export dynamic-shape testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs adding MobileLLM; separate model support work, not duplicate work." + "reason": "Mistral tokenizer API fixes and adding MobileLLM are unrelated model areas and changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness changes vs MobileLLM model implementation; unrelated code paths." + "reason": "Both are processor/model plumbing, but they target different models and different problems; not mergeable as one fix." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs adding MobileLLM; completely different changes." + "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs fix vs Mistral4 test/model work; no shared underlying bug." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 fixes; unrelated features/tests." + "reason": "Executorch dynamic-shapes testing and Mistral4 test fixes are different code paths and different issues." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape test vs MobileLLM model addition; not the same underlying issue." + "reason": "Executorch export testing is unrelated to MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs `cls.config` resolution order fix; unrelated." + "reason": "MobileLLM model addition and config-resolution ordering fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor; different model and different change type." + "reason": "New MobileLLM model code is unrelated to Falcon output-collection refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; not the same bug or code path." + "reason": "Falcon refactor and model-creation skill work are unrelated changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 fixes; separate model internals." + "reason": "Falcon output-interface refactor and Mistral4 test/model fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests/fixes vs CLIP-like `layrnorm` renaming; unrelated model families and paths." + "reason": "Mistral4 fixes and the `layrnorm` renaming cleanup are different model families and different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs chat parsing/serve update; different functionality entirely." + "reason": "Mistral4 test fixes are unrelated to chat response parsing/serve changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel integration; unrelated changes." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes vs `cls.config` resolution ordering; different underlying issue." + "reason": "Mistral4 test fixes do not overlap with the `cls.config` resolution-order bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill; one is code/tests, the other is repository tooling/docs." + "reason": "Mistral4 model/test changes and model-creation skill scaffolding are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill; not duplicate code." + "reason": "Adding MobileLLM is unrelated to adding the new-model skill documentation and scaffolding." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "TDT loss kernel integration vs ROCm kernel routing for AITER; same broad area but different kernels and code paths." + "reason": "Both touch hub-kernel routing, but one adds a TDT loss kernel and the other adds ROCm AITER routing; they fix different integration paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` signature/API issue in `src/transformers/loss/loss_utils.py` for issue 43240, adding support for `weight` and `label_smoothing`; they are mergeable as one change." + "reason": "Near-identical `fixed_cross_entropy` updates in the same file, same function, same issue target, and same intended behavior; these are duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The only accepted soft duplicate is well supported: both PRs target `src/transformers/loss/loss_utils.py`, both reference issue 43240, and both patch `fixed_cross_entropy` to pass through `weight`/`label_smoothing`. The remaining pairwise rejections are conservative and grounded in the packet, with no clear overstatement of evidence." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted pair, 43251/43254, is well-supported as a near-duplicate fix to the same function and issue target. The rejected pairs are framed as unrelated or different bugfixes without overclaiming overlap." }, "evaluator_used": true, "retried": false, @@ -18192,7 +18204,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "170d07770762fdda88cf4efd1819b2f27a3568845419e41ad5fe1c4232e00a13", + "prepared_review_unit_hash": "1fcd1dc3cfcb004f4f9a11dce3846c99f5efa3995a665b82ba0ac74289665fd1", "component_budget": { "node_count": 2, "item_count": 2, @@ -18214,18 +18226,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add VibeVoice support, but they are not the same concrete change: #40546 is the initial VibeVoice implementation, while #42781 adds VibeVoice Realtime and an acoustic tokenizer plus related runtime changes. They overlap on shared model plumbing, but should not be merged as duplicates.", - "confidence": 0.9, + "summary": "Two PRs target VibeVoice but at different scopes: PR 40546 implements the base model, while PR 42781 adds a separate realtime variant plus acoustic tokenizer changes. They overlap in shared scaffolding but are not the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the earlier, broader base implementation of VibeVoice and is the better canonical PR for this cluster.", + "canonical_pr_reason": "PR 40546 is the earlier, broader base implementation of VibeVoice and serves as the more complete anchor for the core model work.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the strongest representative because it establishes the core VibeVoice integration; #42781 is a later, more specialized realtime extension.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it covers the main VibeVoice integration; PR 42781 is a later, narrower realtime extension rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames reflect common VibeVoice scaffolding, but the PRs target different changes: initial model integration vs. realtime/acoustic-tokenizer support. They do not look like one fix that could plausibly be merged into a single PR." + "reason": "Shared VibeVoice files are mostly integration scaffolding; 40546 implements the base model, while 42781 focuses on realtime support and the acoustic tokenizer. They are related but not the same concrete fix/change and would not plausibly merge as one PR." } ] }, @@ -18255,7 +18267,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "7cf08534251a24f96dee2c644361694d2f699b8ab7ef8e9ec4dc68475f97969b", + "prepared_review_unit_hash": "31d3b90439692aff8be2b86084447d544080bfe9aa0ebff443f8aa07496c731b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18277,18 +18289,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and feature areas, so they should not be clustered as duplicates.", + "summary": "Two unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and files, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the more concrete and better-scoped change, with stronger review activity and a clear single model feature addition, making it the better representative artifact in this cluster.", + "canonical_pr_reason": "PR 41224 is the stronger representative for this cluster because it is a concrete, self-contained model capability addition with implementation, auto-model wiring, docs, and tests; PR 40755 is a separate TimesFM feature in a different subsystem.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the best representative here because it is a focused, self-contained feature addition with substantial review/discussion, whereas PR 40755 is a broader TimesFM feature change.", + "best_pr_reason": "PR 41224 is the best standalone PR in this cluster for triage because it has a clear, narrowly scoped code-path change and broader implementation evidence than the unrelated TimesFM PR.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. They are not the same bug or mergeable fix." + "reason": "Different model families and different behaviors: TimesFM covariate regression vs DINOv3 image classification. No shared code path or mergeable combined fix." } ] }, @@ -18383,12 +18395,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "7f1edbd5507582efcbc4cddeb32de89638356fccb350fc82ac08bcea2b8fb700", + "prepared_review_unit_hash": "d89925da69f8aa9c6b57c596eb341240ca11709ce7f99f4882989775973f474b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18396,7 +18408,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18405,24 +18417,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: all three items are separate new-model addition PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share template files and automation wiring typical of model-onboarding PRs, but not the same underlying change or bug.", - "confidence": 0.98, + "summary": "All three pull requests are separate model-integration additions (DeepSeek OCR, Isaac, and Kimi2-6). They share framework wiring patterns and registry/doc updates, but not the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If one PR must be treated as the representative, #45630 (Kimi2-6) is the strongest candidate because it has the broadest implementation surface and highest review activity; however, it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "None of these PRs is a global canonical choice; they are unrelated model additions and should remain separate.", + "best_pr_reason": "#45630 is the best representative PR in this cluster because it is the most complete and actively reviewed model addition, but it remains a distinct feature PR rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and codepaths (DeepSeek OCR vs Isaac). Shared docs/auto-registry plumbing is incidental to model onboarding, not evidence of the same fix/change." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs scaffolding is expected and does not indicate the same code change or bug fix." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families (Isaac vs Kimi2-6) with distinct implementation files and model-specific tests. They are not plausibly mergeable into one PR for the same underlying change." + "reason": "Different model additions (Isaac vs Kimi2-6) with separate model codepaths and files. Similar framework wiring is too generic to merge as duplicates." } ] }, @@ -18452,7 +18464,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "7b5ccd85b3cc57f7e89ae463d1e5857bbc33c14c0e6daecdb49ce1ef56cc28a5", + "prepared_review_unit_hash": "fd0918de662366572cfb52b3fe32d918370e7ba6c9cf97035417ffbd8d6ee144", "component_budget": { "node_count": 2, "item_count": 2, @@ -18474,18 +18486,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related CI/workflow maintenance PRs, but they are not the same underlying change: PR 42975 focuses on Node 24 compatibility for GitHub Actions across many workflows, while PR 42976 upgrades docker/build-push-action and other actions to latest versions. The overlap in workflow files is too broad to treat as a duplicate.", - "confidence": 0.94, + "summary": "These are related workflow-maintenance PRs, but they address different upgrade tracks: one is a broad GitHub Actions Node 24 compatibility bump, the other is a docker/build-push-action version upgrade. They should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because its scope is more clearly defined around Node 24 compatibility and it touches a broader, more cohesive set of workflow action-version updates.", + "canonical_pr_reason": "No canonical PR: PR 42975 updates multiple GitHub Actions for Node 24 compatibility, while PR 42976 separately bumps docker/build-push-action in Docker image workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative of the cluster since it centers on a single infrastructure upgrade theme; PR 42976 is a separate action-version bump with a different concrete dependency (docker/build-push-action).", + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has the broader and more clearly stated workflow compatibility goal; PR 42976 is a narrower, separate action-version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge as duplicates: they update different GitHub Actions dependencies and address different upgrade goals. Shared workflow filenames alone is not enough to indicate the same fix." + "reason": "Different concrete changes and fixes: Node 24 compatibility for core GitHub Actions vs. docker/build-push-action v6 upgrades. They touch overlapping workflows but not the same underlying bug/change." } ] }, @@ -18522,7 +18534,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "89bb9de21d150bc0434af65bced7036e9aa81611756d870876d491dac993edc0", + "prepared_review_unit_hash": "87121b45a37e6739f7c02f7612d98da6b765151d2fb75db27d041fc45060c71e", "component_budget": { "node_count": 4, "item_count": 4, @@ -18544,48 +18556,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates of one another; they are separate model-addition changes that only overlap on generic Transformers boilerplate (docs, auto mappings, package exports).", - "confidence": 0.97, + "summary": "All four pull requests are separate model additions, not duplicates: ViT NEPA, Molmo, Molmo2, and CTSM touch different model packages and code paths. The shared files are only generic registration/docs plumbing.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "43451 is the most substantial and active PR in the set, but it still represents a distinct Molmo2 addition rather than a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the best representative of the cluster by scope and review activity, covering the broadest end-to-end model integration among the four.", + "best_pr_reason": "No single PR is a duplicate/canonical representative; these are distinct model-integration changes for different architectures.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different underlying models and code paths: ViT NEPA vs Molmo. Shared auto/docs files are generic model-registration boilerplate, not the same fix or feature." + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared auto/docs files are generic registration changes, not the same bug or feature." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model additions with different architectures, processors, and files; similarity is only in shared Transformers scaffolding." + "reason": "Different model families and code paths: ViT NEPA vs Molmo2. Similar scaffolding does not make them mergeable into one fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "These add unrelated models in different domains (vision vs time series), so they are not the same underlying change." + "reason": "Unrelated model additions: ViT NEPA vs CTSM. Only broad framework registration/docs overlap." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming, but the PRs implement different model families and feature sets; they are not one mergeable duplicate fix." + "reason": "Molmo and Molmo2 are different releases/models with separate implementations and tests; not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to generic registry/docs plumbing." + "reason": "Molmo vs CTSM are distinct model integrations, sharing only generic auto-registration infrastructure." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM address different model families and code paths, so they should not be merged as duplicates." + "reason": "Molmo2 and CTSM are different model additions with different packages, configs, and tests; no common concrete bug/change." } ] }, @@ -18618,7 +18630,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "1b3b28551875ad746c2a1feba3b67ff7eb50201c57b8e8523850d06815a3f3a1", + "prepared_review_unit_hash": "f32ea6be32089f136715a8e578a18f3360b207d7f4f45b641939e58b8ee49507", "component_budget": { "node_count": 3, "item_count": 3, @@ -18640,30 +18652,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests do not look like duplicates of one another. One is a Whisper test/tokenizer fix, one is unrelated CLIP/ViT test noise, and one is a broader FP8 dequantization fix spanning loading/quantization code.", - "confidence": 0.96, + "summary": "These three PRs do not look like duplicates. One targets Whisper tokenization decode behavior and tests, one is just test-file edits in CLIP/ViT, and one is a substantive FP8 dequantization/loading fix across core loading and quantization code.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most concrete and substantive code fix in the set, with a coherent change set around FP8 dequantization and related loading/quantizer paths.", + "canonical_pr_reason": "pull_request:44815 is the strongest standalone fix: it has a clear implementation theme (dequant/FP8 loading), spans the relevant runtime code, and is more complete than the other two PRs, which are either test-only or Whisper-specific.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of an actual bug fix because it has a clear technical scope and touches the code path most likely to be the real underlying change.", + "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it addresses a concrete bug in model loading/FP8 dequantization with real code changes, whereas the other PRs are unrelated or mostly test scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test changes and unrelated CLIP/ViT test edits do not describe the same underlying bug or mergeable change." + "reason": "Whisper tokenizer decode logic and CLIP/ViT test edits are different subsystems and different problems; they do not appear to fix the same concrete bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/test cleanup is unrelated to FP8 dequantization and model-loading logic." + "reason": "Whisper batch/timestamp decoding is unrelated to FP8 dequantization/model loading; no shared code path or mergeable single fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT test-only edits are not the same concrete code-path fix as the FP8 dequantization/load-path changes." + "reason": "The CLIP/ViT PR is test-only noise, while the other is a runtime dequantization fix; they are not the same underlying change." } ] }, @@ -18700,12 +18712,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "ef85b6798670cb0813109789ff5916eb2b60adb8a92a61746829ea13bbb71b0c", + "prepared_review_unit_hash": "e12ed40121bfa451cefc8a51c48bb9fa709f4d276e75a2a219f59cf79d1df378", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12262, + "serialized_chars": 12261, "estimated_input_tokens": 3066, "estimated_eval_tokens": 6388 }, @@ -18713,7 +18725,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12262, + "serialized_chars": 12261, "estimated_input_tokens": 3066, "estimated_eval_tokens": 6388 }, @@ -18722,42 +18734,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All candidates appear to be synthetic or unrelated test/CI PRs; there is no strong duplicate pair here. The closest pair by filename overlap still targets different changes.", - "confidence": 0.84, + "summary": "These PRs are mostly synthetic do-not-merge/test fixtures with overlapping test filenames, but they do not appear to fix the same underlying bug or change. The one tempting match, 45932 vs 46100, is still unrelated in substance: broad model/CI changes versus a ViT test-only migration.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the best anchor because it is the broadest substantive change in the set and is the clearest representative of the synthetic testing/telemetry cluster.", + "canonical_pr_reason": "PR 45932 is the most substantive and coherent code change in the set; the others are mostly test/CI fixtures or unrelated bot-testing edits.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the most representative overall; it has the most concrete code changes and the widest scope compared with the smaller test-only or workflow-only PRs.", + "best_pr_reason": "PR 45932 is the strongest standalone candidate because it changes real model code and mappings, whereas the others are primarily synthetic testing or workflow noise.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Shared Vit test filename is not enough; one is a repo-bot formatting check and the other is a CI/OTEL migration test PR with unrelated changes." + "reason": "Both are clearly test/bot-oriented PRs and share a ViT test file, but the actual edits are different and do not point to one concrete bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are synthetic PRs, but their diffs target different CI/test behaviors and do not look like the same bug or change." + "reason": "Overlap is only in broad testing scaffolding and the ViT test file; setup/version tweaks are not the same change as workflow and test utility edits." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Overlap is only in test/CI infrastructure; the specific workflow edits and test changes are different underlying changes." + "reason": "They both touch CI/testing infrastructure, but the edited workflows and test files are different and do not represent one mergeable fix." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "They both touch ViT-related files, but 45932 is mainly a large workflow/model/config change while 46100 only injects failing assertions into a test; not the same concrete fix/change." + "reason": "45932 is a broad model/CI change across multiple model files; 46100 is only a ViT test-file migration with added failing asserts, so they are not the same underlying change." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Both edit ViT tests, but 46100 is a tiny test-mutation PR and 46114 is a broader migration/OTEL/CI PR; they are not mergeable as one duplicate change." + "reason": "Shared ViT test-file presence is incidental; 46100 is a tiny test migration while 46114 is a broader forked CI/test/OTEL change." } ] }, @@ -18787,7 +18799,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f156d8cce9f3e938f7b445c62ec0680d1feb9ba50a1b4d23db089a2767997e3b", + "prepared_review_unit_hash": "7b496ace00369993eee3e845fd3d852922d56377265cbc0680ec8fd041dda546", "component_budget": { "node_count": 2, "item_count": 2, @@ -18809,18 +18821,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and plumbing, but they target different model/pipeline code paths and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registration scaffolding, but they target different features, different pipeline modules, and different model/test integrations, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single representative is needed, PR #43613 is the broader and more integrated feature branch, but it is not a duplicate of #43612.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone representative because it covers a larger integration surface and more model-specific updates, though it remains a distinct feature from #43612.", + "best_pr_reason": "PR 43613 is the broader/more representative pipeline addition in this cluster, with more model integrations and tests, but it is still a separate feature from PR 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different pipelines/features (concept segmentation vs visual segmentation). Shared docs and scaffolding are too broad to indicate the same concrete bug or change, and they would not plausibly be merged into one PR without conflating distinct functionality." + "reason": "Do not merge: these add different pipelines (concept segmentation vs visual segmentation) and touch different concrete code paths/model backends. The shared docs/registration changes are generic scaffolding, not evidence of the same underlying change." } ] }, @@ -18850,7 +18862,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4075bf905661f156330e7699cdeeb95b04fcc901ab14e0965749db0a969249e2", + "prepared_review_unit_hash": "434fabe6b5732fd9260bea12f512db4f3a28293c830fc2fa0294323c48c89264", "component_budget": { "node_count": 2, "item_count": 2, @@ -18872,18 +18884,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicate fixes and should not be merged together.", - "confidence": 0.96, + "summary": "These two PRs are both in `src/transformers/trainer.py`, but they address different Trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for model input cleanup. They do not look like duplicates or the same underlying fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more concrete behavioral fix: it changes runtime loss scaling in `training_step` and adds a hook for custom trainer control, making it the stronger representative of the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the best single representative because it targets a specific training bug/behavior change, whereas PR 43663 is an orthogonal refactor-hook for dataset column filtering.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: 43651 concerns gradient-accumulation loss scaling, while 43663 concerns inspecting model signatures to filter columns. Same file/subsystem, but not the same code-path problem." + "reason": "Reject: PR 43651 is about `_loss_is_scaled_for_ga` and training loss normalization, while PR 43663 adds `_get_signature_columns` for column filtering. Same file, but different code paths and unrelated changes." } ] }, @@ -18913,7 +18925,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "3cbc812b400964fe41ffb5b111a1df961a45b8d7c3186f53181f1bc7e66d6da2", + "prepared_review_unit_hash": "0bcc0f18d06d328a3cde77137d1833b486bb206b5a93ed4f877883115a1c2e1b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18935,18 +18947,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter/NameError, but they appear to address different runtime typing issues rather than one identical fix.", - "confidence": 0.78, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they target different runtime/type-annotation problems. PR 43656 is a broader annotation cleanup around `__future__`/forward refs, while PR 43842 specifically fixes a `TypeAdapter` import issue when `pydantic` is absent. They do not look mergeable into one fix.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific and better-scoped fix: it directly addresses the TypeAdapter NameError when pydantic is unavailable, while PR 43656 looks broader and more like typing/annotation cleanup in the same file.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the strongest representative because its title and diff align tightly with the concrete failure mode and the runtime import/annotation guard needed to avoid the NameError.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They overlap in the same file and shared symptom, but the diffs suggest different fixes: 43656 is broader annotation/future-annotations cleanup, while 43842 specifically guards TypeAdapter for the no-pydantic case. Not the same concrete change." + "reason": "Same file and overlapping theme, but different concrete bugs: 43656 is a general CLI type-annotation/forward-reference cleanup, while 43842 specifically guards `TypeAdapter` behind `TYPE_CHECKING` to avoid a `pydantic`-missing runtime issue. Not the same underlying fix." } ] }, @@ -19105,9 +19117,9 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44018|pull_request:44059", - "pull_request:44073|pull_request:44161", "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:44017|pull_request:44018", "pull_request:43997|pull_request:44056", @@ -19138,376 +19150,370 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "432f8df0bee8da1638623bee885a9b3a465292d93f4d2613a6e16c2982436218", + "prepared_review_unit_hash": "092603a51fdf01c858e91d1b4d4be354d2ec949e6e9be8783557f8a432f0a6c3", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75090, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75100, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a themed batch of model-specific output-tracing refactors. A few PRs are true duplicates within the same model family (GPT-J/CodeGen and GPT-Neo), but most pairs only share the broad standardized-tracing initiative or the tracking issue.", - "confidence": 0.91, + "summary": "This cluster is mostly a wave of model-by-model output-tracing refactors, not one single duplicate bug. The only strong duplicate subgroups are the GPT-Neo pair and the GPT-J/CodeGen trio; the rest share a theme but touch different code paths and should stay separate.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the core change: it targets the shared GPT-J/CodeGen output-tracing refactor, explicitly links the tracking issue, and looks like the most consolidated version of that duplicated sub-change.", + "canonical_pr_reason": "PR 44066 is the best representative of the core duplicate set: it explicitly targets the shared issue, covers the main GPT-J/CodeGen output-tracing refactor, and is the clearest anchor for the overlapping GPT-J follow-ups.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global representative of the cluster\u2019s central duplicated subthread, with the clearest on-topic GPT-J/CodeGen refactor and explicit issue linkage.", + "best_pr_reason": "PR 44066 is the strongest global representative because it is the broadest and clearest standardized-output-tracing change among the overlapping PRs, with explicit issue linkage and the most central scope.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same tracking issue is not enough to merge as duplicates." + "reason": "Same theme, but different model families and code paths; not a single mergeable fix." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different code paths and models (CVT/FNet vs DeBERTaV2)." + "reason": "Both refactor output tracing, but CVT/FNet and DeBERTa are separate implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; 44085 appears to be a narrower variant of the same change." + "reason": "Both patch the GPT-J/CodeGen output-tracing refactor in the same code path; this looks like duplicate work on the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations (RegNet/ResNet/RT-DETR vs EfficientNet), so not the same concrete bug/change." + "reason": "ResNet/RegNet versus EfficientNet-style CNN refactors are different model implementations, not the same bug." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths despite similar refactor framing." + "reason": "EfficientNet and GPT-J are unrelated code paths despite the shared output-tracing theme." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model-specific changes." + "reason": "GPT-J/CodeGen and EfficientNet do not fix the same underlying issue." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa output tracing are separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are distinct changes." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated implementations; same pattern, different fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models and code paths (GPT-J/CodeGen vs MPT)." + "reason": "GPT-J/CodeGen versus MPT is only a broad refactor similarity, not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors touching the same model code path and appear to be the same underlying change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path and look mergeable into one PR." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete refactors." + "reason": "GPT-J/CodeGen versus GPT-Neo are separate model fixes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different changes." + "reason": "MGP-STR and GPT-J are not the same code path or bug." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same initiative, different code path." + "reason": "ResNet output tracing and GPT-J output tracing are separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model refactors." + "reason": "GPT-Neo and ResNet are different models; same theme is not enough." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model-specific changes." + "reason": "ResNet and MPT are different implementations with separate fixes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo and Flaubert are different model families, not one duplicate." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors." + "reason": "GPT-Neo and GPT-J target different models and cannot be merged as one fix." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model changes." + "reason": "MPT and GPT-J are separate model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." + "reason": "GPT-Neo and MGP-STR are unrelated fixes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are different models and changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are not the same underlying bug." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model-specific refactors." + "reason": "GPT-2 and MGP-STR are different model implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; same issue style is not enough." + "reason": "GPT-J and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and SegFormer are different models and different concrete changes." + "reason": "ViLT and Flaubert/XLM are separate model-specific output-handling changes." }, { "left": "pull_request:44059", - "right": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-Neo are separate model refactors." + "reason": "GPT-2 and GPT-J are different models; shared refactor language does not make them duplicates." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen are different code paths." + "reason": "GPT-Neo and MPT are separate model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + "reason": "Segformer and GPT-J are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different implementations." + "reason": "Segformer and LongT5 are different model families with separate fixes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are different model refactors." + "reason": "Segformer and VisualBert are different implementations, not one duplicate." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "GPT-Neo and MPT are distinct model-specific changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model-specific changes." + "reason": "MPT and MGP-STR do not fix the same concrete path." }, { - "left": "pull_request:44019", + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "ResNet and VisualBert are unrelated models." + "reason": "RegNet and VisualBert are different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "SqueezeBert and MPT are unrelated refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are unrelated refactors." + "reason": "VisualBert and Flaubert/XLM are separate model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and SegFormer are different model implementations." + "reason": "GPT-2 and MPT are different model-specific output changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "CVT/FNet and SpeechT5 are different code paths." + "reason": "GPT-Neo and GPT-2 are different models; not a single duplicate fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and MPT are unrelated changes." + "reason": "MPNet and Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model refactors." + "reason": "RegNet and GPT-Neo are different model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are unrelated code paths." + "reason": "MPT and SpeechT5 are separate model-specific fixes." }, { - "left": "pull_request:44056", - "right": "pull_request:44074", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and TextNet are different model implementations." + "reason": "TextNet and Flaubert/XLM are not the same underlying change." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated changes." + "reason": "RegNet and LongT5 are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "DeBERTaV2 and VisualBert are different model-specific refactors." + "reason": "CVT/FNet and Segformer are separate model refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." + "reason": "SqueezeBert and DeBERTa are unrelated fixes." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and VITS are different model implementations." + "reason": "DeBERTa and TextNet are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is effectively the same change family as 44066." + "reason": "Both are GPT-J/CodeGen standardized output-tracing changes on the same concrete code path." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying model code path." + "reason": "Both touch GPT-J output tracing for the same refactor and are plausibly mergeable into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model-specific changes." + "reason": "GPT-J and SpeechT5 are unrelated model fixes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and different refactor targets." + "reason": "CVT/FNet and ResNet/RegNet are different model families; same tracking issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated changes." + "reason": "CVT/FNet and SpeechT5 are unrelated output-tracing changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different code paths." + "reason": "DeBERTa and SpeechT5 are separate code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and VITS are unrelated model refactors." + "reason": "DeBERTa and VITS are different model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes broad standardized-tracing theming from true duplicates, and the accepted soft pairs are limited to the same model families/code paths (GPT-J/CodeGen and GPT-Neo). No pair is overstated as mergeable across unrelated model implementations." + "feedback": "The summary is grounded in the packet and stays conservative about mergeability. The GPT-Neo pair and the GPT-J/CodeGen cluster are the only clearly strong duplicate subgroups, and the rejections for the other model-specific refactors are appropriately cautious. No obvious overstatement found." }, "evaluator_used": true, "retried": false, @@ -19545,70 +19551,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "658ddf01fd3a3a94bf8a7fc76da12caaa6921ccc0133f88be820dd93bc55e2d5", + "prepared_review_unit_hash": "25db089750abda5f469b94e7d006d98347f8ae3ec5fa992786a6c034de03d6ed", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all related to the same broad maintenance effort\u2014standardizing output tracing/capture across different transformer models\u2014but they target different architectures and code paths, so they are not true duplicates of one another.", - "confidence": 0.95, + "summary": "These are model-specific PRs in the same broad refactor family (standardized output capture / tracing), but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor in a single model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue link and a concrete, model-specific output-tracing refactor in SpeechT5, but it is still not a duplicate of the others.", + "best_pr_reason": "PR #44129 is the most suitable cluster representative: it is clearly scoped, tied to issue #43979, and its diff shows the intended output-tracing modernization rather than a broad or ambiguous change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT: different models, different files, and different output-capture wiring. Same general refactor theme, not the same underlying bug/change." + "reason": "Both are output-tracing refactors, but they affect different models (FocalNet vs ImageGPT) and different implementations; same theme, not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert vs TextNet: both are output-tracing refactors, but they touch separate model implementations and separate forward/output semantics." + "reason": "VisualBert and TextNet are separate model code paths; these are parallel decorator migrations, not one shared bug or mergeable PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are distinct model code paths. The PRs share the standardized-output theme but do not fix the same concrete issue." + "reason": "MPNet and VisualBert have different model-specific output handling; similarity is only at the refactor pattern level." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet are unrelated model implementations; this is a broad refactor category match only, not a duplicate change." + "reason": "These are distinct model migrations with different forward/output structures, so they should not be treated as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different architectures with different tracing implementations. They are similar migration PRs, not mergeable duplicates." + "reason": "RegNet and SqueezeBert are unrelated model implementations; they share a standardized-output migration theme but not the same concrete fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 involve different model families and different output-capture behavior; same project-wide pattern, not the same concrete fix." + "reason": "Both touch output-capture refactoring, but they target different models and distinct forward signatures, so they are not the same PR." } ] }, @@ -19687,268 +19693,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f1e07a17cd77dfeb73184f10f51c1bd8b8669567cb05ab11dae9fd8ea250884b", + "prepared_review_unit_hash": "3234a265d0d9d8f7c9b1eae4c349bc1732d679f7710c0e5791787eff1ca7a07f", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39792, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39778, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39792, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39778, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model families and distinct forward paths. They are similar in style, not duplicates of the same underlying change.", - "confidence": 0.98, + "summary": "These PRs are all on the same high-level theme (\u201crefactor output tracing\u201d), but they target different model implementations and different concrete call paths. I do not see any true duplicate pair here; the closest matches are still model-specific refactors rather than the same underlying fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each change is model-specific and independent, so none is a true duplicate of the others.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the batch: it spans both `falcon_mamba` and `mamba`, has the largest diff here, and best captures the shared output-tracing refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "If one representative is needed, #44025 is the strongest fit: it makes a concrete, multi-file output-tracing refactor in a closely related model pair, with explicit can_return_tuple changes.", + "best_pr_reason": "PR 44003 is the best single representative for canonical triage because it is the most substantial and central instance of this refactor series among the listed PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and separate forward/output code paths; same refactor theme only." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme only, not the same concrete code-path change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations, not one fix." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`) with separate forward paths; too broad to be duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and output plumbing; not the same underlying bug/change." + "reason": "`timm_backbone` and `univnet` are unrelated code paths; both are output-tracing refactors, but not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families with unrelated code paths; too broad to be a duplicate." + "reason": "Different architectures and files; one is `timm_backbone`, the other spans Mamba models, so this is not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models and implementations; only the refactor pattern matches." + "reason": "`timm_backbone` and `rwkv` are distinct model implementations; shared tracing cleanup is not enough to merge them." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 vs UnivNet are different code paths; not the same fix." + "reason": "`mobilenet_v1` and `univnet` are separate models with different forward logic; same refactor pattern, not same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; similar output-tracing cleanup but not a shared bug." + "reason": "`mobilenet_v1` and `upernet` touch different code paths; these are parallel refactors, not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and forward signatures; not mergeable as one duplicate PR." + "reason": "`mobilenet_v1` and `depth_anything` are different model families; the output-tracing cleanup is similar but not the same concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate architectures with independent output-handling changes." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated implementations; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Model-specific refactors in unrelated components, not one underlying issue." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model paths; shared tracing refactor does not make them duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor style only." + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; both refactor outputs, but they do not fix the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models with separate forward implementations; not a duplicate fix." + "reason": "`vision_text_dual_encoder` and `upernet` are separate implementations; same general theme, not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and architectures; no shared concrete bug path." + "reason": "Different model families and files; `vision_text_dual_encoder` is not the same underlying fix as the Mamba refactor." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These are separate model refactors, not the same change set." + "reason": "`vision_text_dual_encoder` and `depth_anything` are different code paths; these are similar refactors, not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model code paths; only the output-tracing pattern is shared." + "reason": "`univnet` and `upernet` are unrelated model implementations; the shared output-tracing cleanup is too broad to merge." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and independent changes; not a duplicate." + "reason": "`univnet` and Mamba models are different code paths; not the same concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate architectures with distinct forward behavior; not one fix." + "reason": "`univnet` and `depth_anything` are separate models; similar refactor theme, but not duplicate work." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations and output plumbing; not the same bug/change." + "reason": "`upernet` and `rwkv` are different architectures and forward paths; same refactor style only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different families (UperNet vs Mamba); similar refactor theme only." + "reason": "`upernet` and Mamba changes are not the same concrete fix, just the same output-tracing migration pattern." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-family output tracing vs CodeGen cache/output changes are different code paths." + "reason": "`mamba/falcon_mamba` and `codegen` are distinct model stacks; too different to be one duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and distinct forward logic; not a duplicate." + "reason": "`timm_backbone` and `codegen` touch unrelated model paths; same refactor label is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated architectures and fixes; same broad refactor pattern only." + "reason": "`univnet` and `codegen` are different model implementations; not the same bug or change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and implementation details; not the same underlying issue." + "reason": "`upernet` and `codegen` are unrelated code paths; similar output-tracing cleanup only." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Separate code paths in different models; too broad to merge as one PR." + "reason": "`vision_text_dual_encoder` and `codegen` are different model families; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs Vision Encoder-Decoder are separate model-specific refactors." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model implementations; same refactor theme, different code-paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and independent output-tracing changes." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate models; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "These touch unrelated models; not a single duplicate change." + "reason": "`depth_anything` and `superpoint` are unrelated vision models; similar output-tracing changes only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated implementations, not one bug fix." + "reason": "`depth_anything` and `rwkv` are different architectures and forward paths; not duplicate PRs." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models and code paths; same refactor template only." + "reason": "`depth_anything` and `dpr` are separate model code paths; same theme, not same change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and RWKV are unrelated; not the same change." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated implementations; no shared concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder variants with distinct forward code; not duplicates." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related wrappers, but still distinct files and call paths; not a duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families; same output-tracing cleanup only." + "reason": "`vision_encoder_decoder` and `superpoint` are different model paths; similar refactor only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate architectures and independent fixes; not one concrete bug." + "reason": "`vision_encoder_decoder` and `dpr` are unrelated model implementations; not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models, not a shared bug." + "reason": "`speech_encoder_decoder` and `superpoint` are different code paths; same refactor style, not duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; same refactor pattern only." + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated models; not the same concrete bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate models with distinct output handling; not a duplicate PR." + "reason": "`speech_encoder_decoder` and `dpr` target different implementations; too broad to accept." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths; no shared fix." + "reason": "`superpoint` and `rwkv` are different architectures and forward paths; not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and independent output-tracing changes." + "reason": "`superpoint` and `dpr` are unrelated model code paths; shared refactor theme only." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated implementations; same general refactor theme only." + "reason": "`rwkv` and `dpr` are distinct model implementations; similar output-tracing cleanup but not the same fix." } ] }, @@ -19981,12 +19987,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "bddd8f5a9b4b25a027825f3bb22072e73d2ffd43e6cb10afe527ee950ecacfe1", + "prepared_review_unit_hash": "2ce817b2f1322aad3624a5f12a37bb9a3f34fe2ac3389b2ddcc1687597880d8d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -19994,7 +20000,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20003,30 +20009,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are separate model-addition implementations, not duplicates. They share framework boilerplate and Auto/doc registry edits, but each introduces a different model family and code path.", + "summary": "These are three separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share generic Transformers scaffolding, but each targets a different model, different files, and different code paths, so none look like duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model integrations with different configs, processors, and model code.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best duplicate PR; if forced, none of these is a duplicate representative because they target different models and changesets.", + "best_pr_reason": "pull_request:45075 is the strongest representative because it is the most complete non-draft model-addition PR, with conversion code, model/processing files, auto mappings, docs, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and implementations: PenguinVL vs Voxtral TTS. Shared registry/docs files are generic setup, not the same underlying bug or change." + "reason": "Different model families and implementations (PenguinVL vs Voxtral TTS); overlap is only in shared Transformers boilerplate, not the same bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions: PenguinVL and DeepSeek-OCR-2 have separate configs, processors, and model code. Similar auto-registration edits do not indicate a duplicate." + "reason": "Different model additions for unrelated architectures (PenguinVL vs DeepSeek-OCR-2); similar repo scaffolding only, no shared concrete fix." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations with different code paths. The overlap is only in common Transformers boilerplate." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different assets and code paths; not mergeable as one PR for the same change." } ] }, @@ -20056,12 +20062,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "201f64ee0412ff6369ada1d0fee3d5efd4ef2069c38a1de888e758e93982c393", + "prepared_review_unit_hash": "8d2c9cf689644cdc3eda8a555dfc59a68c4f948f4e083b2b5f6f7bfc29ae5ccb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20069,7 +20075,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20078,18 +20084,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to fusion, but they target different layers: #44979 adds a generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig across integration/modeling files. They are not the same concrete change and should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These PRs are related thematically, but they implement different layers of the feature: one adds a generic module-fusion API, the other wires in a specific KernelConfig-based n-to-1 fusion path. They should not be treated as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the broader foundational API PR: it introduces the module_fusion module and test coverage for the fusion framework itself.", + "canonical_pr_reason": "PR #44979 is the more foundational and general change: it introduces the core Module Fusion API and test coverage, making it the better canonical representative for this feature area.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the better representative for the cluster because it is the core abstraction change, whereas #45363 is a separate feature built on top of fusion-related infrastructure.", + "best_pr_reason": "PR #44979 is the best representative of the cluster because it defines the underlying abstraction rather than one specific integration/use case.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but different code paths and scope: API/framework foundation vs. kernel-config n-to-1 fusion implementation. They could not plausibly be merged as one duplicate PR." + "reason": "Different concrete changes: #44979 adds the generic module_fusion API, while #45363 adds KernelConfig-based n-to-1 fusion integration and an example. Related feature area, but not the same bug/change or a single plausible merged PR." } ] }, @@ -20119,7 +20125,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f5375745139db005996c94e3e77074d6cae72f623466e22c93fbad40322eb10a", + "prepared_review_unit_hash": "780098e98f3220c93aa4cbbbc261e21a1326683e1c6be1e0dcf93021d9821bb4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20141,18 +20147,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch bug: using `tokenizer.backend_tokenizer.pre_tokenizer` causes an `AttributeError`, and both switch to `tokenizer.pre_tokenizer`. PR 45317 is the stronger representative because it includes the same fix plus a regression test.", + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it also adds tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same core fix as 45086 and adds test coverage, making it the more complete implementation of the bugfix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete implementation of the bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR for this cluster because it fixes the same concrete code path and adds a regression test, so it is more suitable as the primary change.", + "best_pr_reason": "PR 45317 is the strongest representative of the cluster: same code-path fix, same issue target, and it includes validation tests in addition to the code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; both modify the exact pre-tokenizer access path, and the second PR is just a fuller version with tests." + "reason": "Same concrete bug fix in the same file and code path; 45317 looks like a superset/updated version of 45086 with added tests, so they are duplicates and could plausibly be merged into one PR." } ] }, @@ -20182,7 +20188,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "23e2eb9f425976a08c749033977ce2c66121a54d16b6862be74e3b977f089ac6", + "prepared_review_unit_hash": "e9f17cc79d2109619b960a6342bcbee2fd1050647eeb6dd4d7f1d1ccf2549c56", "component_budget": { "node_count": 2, "item_count": 2, @@ -20204,18 +20210,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH, but they are different changes: one is a refactor/conversion-mapping update for the existing NemotronH path, while the other introduces dedicated NemotronHDense/NemotronHSparse model implementations, docs, and tests.", - "confidence": 0.89, + "summary": "These are related NemotronH refactors, but they are not the same change: PR 45115 focuses on GraniteMoeHybrid inheritance/conversion mapping, while PR 45569 expands NemotronH into dense/sparse variants with docs and tests.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the more canonical umbrella change: it adds the new dense/sparse model packages, updates auto-mapping and docs, and includes tests. PR #45115 is narrower and mainly refactors the existing NemotronH inheritance/conversion mapping.", + "canonical_pr_reason": "No issue links are present; as a representative PR, 45569 is broader and more complete, covering the NemotronH split into dense/sparse variants plus docs/tests, whereas 45115 is a narrower internal refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best represents the substantive completed feature work for NemotronH split-out models; it is broader, more complete, and more likely to be the main reference point for this cluster.", + "best_pr_reason": "45569 is the best representative of the cluster because it implements the larger end-state model split and associated documentation/tests; 45115 overlaps on shared NemotronH internals but is a narrower refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH files, but they address different concrete changes: #45115 focuses on conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid-compatible structure, whereas #45569 adds separate dense/sparse model implementations plus docs/tests. They are related, not duplicates, and would not plausibly be merged into one PR as the same fix." + "reason": "They share some NemotronH files, but 45115 is a targeted GraniteMoeHybrid-compatible refactor/conversion-mapping update, while 45569 is a broader addition of nemotron_h_dense and nemotron_h_sparse with docs/tests. Same subsystem, not the same concrete fix." } ] }, @@ -20245,12 +20251,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "6c29e2d0fa83aca969ede2057af57db605c98d3b067c155ae873e20294958952", + "prepared_review_unit_hash": "7eea610bd4b58694a3d01a3eba49435a67057287e66af558bcec676b56806b21", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20258,7 +20264,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20267,18 +20273,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds heterogeneous config support, the other adds heterogeneous model/runtime support. They share helper code and tests, but they are not the same concrete change.", + "summary": "These two PRs are closely related but not duplicates: one adds heterogeneous per-layer config support, while the other adds broader heterogeneous model/runtime support that depends on and extends that config work.", "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more representative change: it implements heterogeneous model support across cache/modeling paths and consumes the config-layer primitives introduced alongside it.", + "canonical_pr_reason": "PR #45332 is the better canonical representative for this cluster because it covers the larger end-to-end heterogeneous model support change, including the config plumbing plus model/cache/masking integration.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best single representative for the cluster because it covers the larger end-to-end feature and is the one that would most likely subsume the other in a combined implementation.", + "best_pr_reason": "PR #45332 is the strongest overall PR in the group: it is the broader, more complete change and best captures the intended heterogeneous-model feature work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: #45333 is focused on per-layer config plumbing, while #45332 adds model/runtime support and cache behavior on top. They could be coordinated, but they are not merge-equivalent duplicate PRs." + "reason": "Related feature work, but not the same concrete change: #45333 is config-only groundwork, while #45332 extends into heterogeneous modeling/runtime behavior. They could plausibly land separately and should not be merged as duplicates." } ] }, @@ -20308,12 +20314,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ee2a458e433ca212fe1b013890d6423b3393f5dc36ad3ab8f852585904b619d4", + "prepared_review_unit_hash": "ad89f04a5f2e3fd76adc628bab5f8efc0b335af1f55654f723acfd344cb60b30", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20321,7 +20327,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20330,18 +20336,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-oriented, but they address different workstreams: PR 45415 is a broad repo-wide type-checking pass over many `src/transformers/*` files, while PR 45425 is a narrower typing follow-up focused on `_typing.py`, `modeling_utils`, and related helpers. They are related in theme, not duplicates.", - "confidence": 0.93, + "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad type-checking sweep across many transformers files, while the other adds targeted typing protocols and utilities for model/PEFT integration. They should not be treated as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change and better represents the main type-checking pass across `src/transformers/*py`.", + "canonical_pr_reason": "PR #45415 is the broader, more representative typing sweep: it updates type-checking config and touches many core transformer modules, so it best serves as the cluster\u2019s representative PR.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best representative artifact because its title and file spread most clearly describe the overarching typing effort in this cluster.", + "best_pr_reason": "PR #45415 is the best fit for the cluster because it covers the widest surface area of the shared typing cleanup work and is the more general change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: both are typing cleanups, but they touch different code paths and scopes. PR 45415 is a large pass adding type checking across many files, whereas PR 45425 is a targeted typing support update around `_typing.py` and `modeling_utils`; they could coexist but are not the same fix." + "reason": "Related only at the level of general typing work; they fix different concerns and code paths. #45415 is a broad repo-wide type-checking pass, while #45425 adds specific typing protocols/aliases for modeling_utils and related integrations, so they could not plausibly be merged as one duplicate PR." } ] }, @@ -20371,12 +20377,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "86734b302f5dbdf295d94875a407d51b0d44e4f4d9ec6b3814f01d44f0ee5c11", + "prepared_review_unit_hash": "b6216795a0dc76c28e0047599ac07c42056db4dd555607633aa2d3332ddbb06f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4859, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20384,7 +20390,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4859, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20393,18 +20399,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests that both involve cached-forward logic, but they fix different model implementations and different bugs. The Mamba2 PR is the cleaner canonical representative for its specific issue-linked fix; the Qwen3.5/Olmo/Qwen3-next PR is a broader multi-model change, not a duplicate.", - "confidence": 0.95, + "summary": "These are two unrelated fix PRs in different model implementations: one addresses multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes Mamba2 cache behavior when seq_len > 1. They share the general theme of cache handling but not the same bug or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the better canonical PR because it is narrowly scoped to a single concrete bug in Mamba2 cached forward for seq_len > 1 and explicitly targets issue #46032. PR #45513 is broader, spans multiple model families, and is not the same code path.", + "canonical_pr_reason": "PR #46084 is the better representative for its cluster because it has a clear explicit issue target (#46032) and a narrowly scoped fix to a concrete cache-length bug in Mamba2.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best representative of this cluster because it has the clearest bug description, the most focused fix, and an explicit issue linkage. PR #45513 is less suitable as a canonical representative due to its multi-model scope and different implementation details.", + "best_pr_reason": "PR #46084 is the strongest standalone PR: it targets a specific reported bug, has a focused diff, and the change is directly tied to seq_len > 1 cached execution. PR #45513 is also a valid bugfix PR, but it covers multiple model files and a broader set of cached-forward paths.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and code paths: Qwen3.5/Olmo hybrid cached linear attention vs Mamba2 CUDA-kernel cached forward. The shared theme of seq_len>1 cache handling is too broad to treat as the same underlying change." + "reason": "Reject: they fix different models and different cached-forward code paths; only the broad topic of cache handling overlaps." } ] }, @@ -20434,7 +20440,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c9c3f837d67afeff276987d207760089a1e8d48fc24fe8539886582231a5ff8a", + "prepared_review_unit_hash": "5f079e28ad9f004fc0eb12a574d224a76673206f2d4fa73f444062f22c6ccc76", "component_budget": { "node_count": 2, "item_count": 2, @@ -20456,18 +20462,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target expert-parallel loading, but they fix different bugs in different code paths: one is about config serialization/EP detection for accelerate+ZeRO-3, the other about preserving sharded expert parameters during FSDP2 loading. They are related but not duplicates.", - "confidence": 0.89, + "summary": "These are related EP/loading fixes, but they target different failure modes: one is about preserving distributed_config/EP state for ZeRO-3 loading, the other about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete representative: it fixes a specific overwrite bug in the model-loading path with a direct code change (`post_shard_wrap`) and a narrowly described failure mode.", + "canonical_pr_reason": "PR #45662 is the stronger canonical pick: it names a specific bug, shows a concrete loading-path fix across the relevant code, and appears to address the most explicit expert-parallel correctness issue.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best standalone PR for this cluster because it addresses a precise, user-visible corruption bug in a single loading path. PR #45548 is broader infrastructure for EP/ZeRO-3 setup rather than the same concrete failure.", + "best_pr_reason": "PR #45662 is the best overall representative because it has the clearest bug statement and the most direct code-path fix for expert-parallel loading corruption.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Shared EP/loading theme only; #45548 fixes config serialization and EP detection for accelerate+ZeRO-3, while #45662 fixes expert tensors being overwritten during FSDP2 loading. Different bugs, different mechanisms, not one mergeable change." + "reason": "Both concern EP and loading, but they fix different problems: #45548 preserves distributed_config/has_ep for accelerate/ZeRO-3 compatibility, while #45662 prevents experts from being overwritten by rank-0 broadcast in FSDP2. They are not the same underlying bug and would not be merged as one PR." } ] }, @@ -20497,7 +20503,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "4e6ea62d4ef90589e8dc9792672073cb60440d30b110ce4222f0fc6b9e43eafa", + "prepared_review_unit_hash": "c04ff06d6f3284a13113cd2ecf8cd32f121b53e72c1cbc75f12af314f03eeac0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20519,18 +20525,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision in patched testing debug logs / captured_info handling; PR 45645 is the broader, more complete version and includes CI-side log collection changes, while 45639 is the narrower core fix.", - "confidence": 0.89, + "summary": "Both PRs target the same xdist captured_info logging problem; #45645 is the broader, more complete version and includes the core fix from #45639 plus CI handling for multiple output files.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it addresses the same captured_info xdist collision plus the downstream CI log-collection changes needed to preserve debug output, making it the more complete fix.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core xdist-safe captured_info fix in testing_utils and also updates CI tooling to consume the new per-worker files, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best standalone PR for the cluster since it covers the main code-path fix in `testing_utils.py` and also updates workflow handling for multiple captured_info files.", + "best_pr_reason": "PR #45645 is the best overall representative since it addresses the same underlying bug as #45639 but also preserves CI debug log collection for the new artifact layout.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist-safe captured_info bug in `testing_utils.py`; 45645 expands the same fix with workflow changes to consume multiple artifact files." + "reason": "Accept: #45639 is a subset of #45645 for the same captured_info xdist collision bug; #45645 extends the same fix with workflow updates to read multiple captured_info files." } ] }, @@ -20562,7 +20568,7 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "40f6c5972388a0501c7814664b3442ec115039d864f5534cf73a956d7be45a9f", + "prepared_review_unit_hash": "a53d499a3f35872c6a7fb40ef985edf073c0ab6bf2bff1aec20a2e8a2d6198eb", "component_budget": { "node_count": 3, "item_count": 3, @@ -20584,24 +20590,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related (modeling/linter rule work in Transformers) but they address different rules and different code paths, so they should not be deduplicated.", - "confidence": 0.88, + "summary": "These PRs are all linter/modeling-rule related, but they address different rules and different code paths. None of the soft pairs look like the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the broadest and most representative of the cluster: it introduces a new modeling rule (TRF018) and updates many model files and the rule docs, making it the best canonical representative among these distinct rule-fix PRs.", + "canonical_pr_reason": "PR 46259 is the clearest standalone rule-addition patch and the broadest representative of the cluster theme, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest standalone PR in this set because it has the clearest rule-level scope, explicit docs updates, and the widest implementation footprint; the others are narrower fixes for different rules.", + "best_pr_reason": "PR 46259 is the best representative PR: it adds a new modeling rule with focused documentation and code updates, making it the most self-contained change in the set.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: PR 45720 implements part of TRF003 by changing forward signatures/tuple-return behavior in model code, while PR 46259 adds TRF018 modeling-rule coverage and updates unrelated model processors. Same general linter theme, but not the same bug/change." + "reason": "Different rules and different fixes: 45720 implements TRF003 across model forwards, while 46259 adds TRF018 for image/video processor flags. Shared linter tooling is not enough to make them duplicates." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both are linter/modeling-rule PRs, but they target different rules and different affected files. PR 46023 fixes TRF016 consumption of do_* flags in image/video processors; PR 46259 adds TRF018 and updates a different set of models. Not mergeable as one duplicate fix." + "reason": "Both are linter-rule fixes, but they target different rule numbers and different model groups. The overlap in docs/setup is incidental, not the same concrete change." } ] }, @@ -20700,7 +20706,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "d4c3eef74e50d516ee1f949649305c6998b77ab42078f00cb47905a8ee2c4f68", + "prepared_review_unit_hash": "916595aed7fb97bb8d6c9399ed8f6e4ae0efbcbc06328654ad849d3362f0f953", "component_budget": { "node_count": 3, "item_count": 3, @@ -20722,30 +20728,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar SDPA-dispatch support changes, but they target different model families and different code paths, so they are not duplicates and should not be merged together.", - "confidence": 0.97, + "summary": "These are related feature PRs to add SDPA dispatch support, but they target different model implementations and code paths, so they should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest and most representative of the recurring SDPA-dispatch work, spanning multiple model families and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the broadest representative of the theme, covering multiple model families and the largest test/code surface, but it is still a distinct change from the others.", + "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of a complete, reusable SDPA-dispatch pattern across models.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same general SDPA theme, but CTRL and T5 have separate model implementations and tests; these are distinct model-specific fixes, not one mergeable PR." + "reason": "Both add SDPA support, but for different model code paths (CTRL vs T5). They are similar feature work, not the same underlying bug or change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL support and wav2vec2_/SeamlessM4T support touch different architectures and attention paths; they are not the same underlying change." + "reason": "They overlap on SDPA dispatch, but target different architectures and modules. The fixes are not one concrete mergeable PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 attention dispatch is a different concrete code-path change from wav2vec2/seamless support, so they should remain separate PRs." + "reason": "T5-specific SDPA dispatch and the multi-model wav2vec2/SeamlessM4T work address different implementations, so this is not a duplicate." } ] }, @@ -20775,12 +20781,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "2bd72f6439bd81193c250df91b9a06defb6178c3c244fbd4aa8bd057bdbd850b", + "prepared_review_unit_hash": "c516d977ed00497ee244c9b6b6392d721edf3a6fcf4bddc69ad5e087fe87b673", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20788,7 +20794,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20797,18 +20803,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distributed-training PRs with overlapping files but different scope: one is a focused EP+Trainer integration, the other is a broad distributed branch base. They are related but not the same underlying change.", - "confidence": 0.95, + "summary": "The two PRs overlap in distributed/parallelism code, but they are not the same change: #46126 is a focused EP + Trainer integration PR, while #46269 is a broad distributed branch-base refactor spanning FSDP, tensor parallel, integrations, CI, and model code. The shared filenames are not enough to treat them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella change spanning the distributed branch base, so it best represents the shared subsystem overlap in this cluster.", + "canonical_pr_reason": "#46126 is the better canonical PR because it is the narrower, concrete change with a clear feature scope (EP + Trainer integration) rather than a broad branch-base sweep.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best representative PR because it is the larger foundational distributed refactor, whereas #46126 is a narrower feature integration on top of it.", + "best_pr_reason": "#46126 is the best representative PR for the cluster because it is more specific and actionable; #46269 is too broad and mixes many unrelated distributed changes.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed files are not enough here: #46126 targets EP/router + Trainer integration, while #46269 is a much broader distributed branch base. Different concrete changes, not mergeable as one PR." + "reason": "Reject: they share a distributed-code theme and a few filenames, but the PRs do different things. #46126 targets EP routing and trainer integration; #46269 is a large base-branch PR covering FSDP, tensor parallel, integrations, CI, and multiple models. They do not look like the same concrete bug/change and would not plausibly collapse into one PR." } ] }, @@ -20838,7 +20844,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "72d436dc3ae0989a66dfc1863554d8c82c18651305fa7d8c0070dd1316bda1c1", + "prepared_review_unit_hash": "c04cf52c115af5cc961cf99800857740a3fca7a11588ffdd552ffb5e39879080", "component_budget": { "node_count": 2, "item_count": 2, @@ -20860,18 +20866,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests replace file-open source inspection with safer source lookup, but they fix different code paths in different modules and are not mergeable as one PR.", + "summary": "Both PRs avoid reading source files with open(), but they target different code paths and different problems: package resource resolution in import_utils vs. attention-implementation detection in modeling_utils. They are similar in technique, not the same underlying change, so the soft edge should be rejected.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the cleaner canonical representative: it targets a single concrete bug in _can_set_attn_implementation and includes tests, while 46152 is a separate import-utils refactor in a different code path.", + "canonical_pr_reason": "PR 46207 is the better canonical PR for its own change because it has a narrower, explicit behavior change with accompanying tests, making the bugfix intent clearer.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone candidate because it has a narrowly scoped fix, a clear behavioral target, and test coverage.", + "best_pr_reason": "PR 46152 is the broader utility-level change, but 46207 is the stronger representative of a concrete bugfix. If selecting one PR for the cluster, 46207 is the better fit overall.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Do not merge: both change source-reading mechanics, but one fixes transformers import-utils self-source resolution and the other fixes modeling_utils attention-implementation detection. Different functions, different files, different bugs." + "reason": "Same general pattern (replace file-open source inspection), but different modules, different code paths, and no indication they fix the same concrete bug or could be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index e38b2548384786e898e4be615124682384be8e3e..b958d96e7f23355857dcee35cc4c364f71c9149a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260529t120035z", + "analysis_id": "hybrid-model-20260529t180028z", "archived_artifacts": { - "hybrid": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-29T12:11:09Z", + "published_at": "2026-05-29T18:06:27Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260529T120035Z", + "snapshot_id": "20260529T180028Z", "variant": "hybrid" } diff --git a/snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.json b/snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..173fa9ad4567ac3c3419fbb0e107307f5f81f73a --- /dev/null +++ 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Most other pairs are only broadly similar and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer-regression slice: it generalizes the Granite-only report to multiple model families and captures the shared v5 AutoTokenizer wrong-token-ID failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the most useful overall representative here because it covers the widest concrete regression among the issue set, even though the cluster also contains unrelated docs and training/runtime bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: config attribute error in Qwen3.5 vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and code paths: AMD GPU failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "One is image-preprocessor dtype mismatch; the other is a GPU/device mapping crash on a different model." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from Qwen3 on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated runtime failures: AMD GPU crash vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures: Qwen3 NVFP4 error vs AMD GPU device issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export bug vs FP8 config failure; only the surface area overlaps." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error is unrelated to Qwen3 auto device-mapping cuda asserts." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are distinct documentation/runtime issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs, but they target different removals and are not the same concrete cleanup." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import failure are different breakages." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking error is unrelated to resume-training with trust-remote-code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is a different code path from Gemma4 PLE device placement." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3 BERT init and the other is a different mask/shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same as above: related symptoms, different underlying failure modes." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Shape-mismatch IndexError and GPT-OSS TP-only bug are not the same issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration is unrelated to training resume/trust-remote-code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bugs: ZeRO-3 BERT init vs resuming local model training with remote code." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx in config is unrelated to the resume-training issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective-mismatch in Jamba/ZeRO-3 is not the same as BERT zero-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug; the titles only differ in pretrained vs non-pretrained wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is a different failure from GPT-OSS MoE tensor-parallelism." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA weight-merging inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: 2-D weight error vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU-offload compatibility and the other is uninitialized-memory materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init bug and GPT-OSS TP-only bug do not share a concrete code path." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed features and should not be merged." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 PLE device mismatch are different model-specific issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to the Qwen3-vl video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45812 is the Granite-specific instance of the broader multi-model report in 45920." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG docs drift." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis checkpoint corruption and NemotronH load failure are separate model/checkpoint problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure is unrelated to RAG documentation." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Qwen3 device-mapping assert and BERT ZeRO-3 index error are different failures." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM is unrelated to Qwen3 auto device mapping." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU inference failure and RAG docs drift are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline return_all_scores docs mismatch is unrelated to the removed run command docs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same v5 docs cleanup around removed pipeline tasks; both point to outdated summarization/translation pipeline documentation." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "cross_entropy being called is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Auto device mapping on Qwen3 and ZeRO-3 BERT index error are separate code paths." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-int limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT unpacking failure and MPS histogram op error are not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast dtype mismatch vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3 NVFP4 errors." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Qwen3 auto device mapping assert and ZeRO-3 BERT index error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram-int error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to the Mistral-3 dtype mismatch." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and outdated docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3.5 SFT unpacking are different issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU inference failure and table QA crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup are distinct bugs in the same model family." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3 NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-mapping assert are different problems." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram op limitation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast mismatch vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 SFT unpacking failure and MPS histogram op limitation are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3.5 embedding unpacking are not the same code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "cross_entropy being called is unrelated to the video StopIteration error." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis checkpoint corruption and NemotronH checkpoint loading are distinct issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen3 NVFP4 failure and RAG docs drift are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The accepted duplicate subclusters are well supported by the titles/body themes: ZeRO-3 BERT index errors (43596/43638), v5 docs cleanup around removed pipeline tasks (43827/44509), and AutoTokenizer wrong-token-ID regressions (45812/45920). The rejected pairs mostly involve clearly different model/backend/runtime failures. No obvious overstatement or unsafe mergeability call stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "19adf954ae91fea319a2a32a39fb35cc585ebfddcf446733528625d8e0827834", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39131, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly heterogeneous. The only loose common thread is broad Transformers v5 loading/compatibility regressions, but the individual reports point to different models, APIs, and failure modes, so I would not merge any soft pair as true duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "If one issue must represent the cluster, #45020 is the broadest and most umbrella-like report: a v5 regression affecting remote_code/custom model loading. It is the closest fit for the noisy loading/compatibility subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best representative because it is broad, clearly framed as a regression, and most plausibly overlaps with adjacent custom-model loading complaints, even though it is not a true duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different concrete failures; too model-specific to be the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures: Whisper model load/run problem vs table-question-answering task crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A generic Torch-version incompatibility is not the same as a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different problems: one is a unit-test/model load failure, the other is a corrupted checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different error signatures and repros: mask shape mismatch vs zero3/BertModel index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/BERT initialization failure and a torch/transformers incompatibility are different issues." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime failure is not the same bug as the pydantic field regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are unrelated code paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different APIs and symptoms; not enough evidence for one underlying defect." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to the table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes; only a vague theme of config/model compatibility." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and an MPS Int kernel limitation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS histogram kernel issue are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype-ish failures, but the model, operation, and trigger differ materially." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-node compilation errors are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation is unrelated to a Gemma3 sliding_window config issue." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and a Gemma4 device mismatch are different defects." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-length mismatch and zero-sized tensor index-out-of-bounds are different runtime errors." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated feature/compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different execution contexts; not the same concrete failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 CUDA memory regression and tied-weights translation-model issues are separate bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming chat failures are different paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and the PretrainedConfig pydantic field issue are different compatibility breaks." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-compatibility themed, but one is remote_code/custom-model breakage and the other is a specific torch/transformers incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window handling in Qwen3-MoE is not the same bug as the pydantic model field regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Dynamo tracing grouped_mm failure and missing Float8 storage support are different runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shaping errors, but the specific tensor shapes, repro, and subsystem differ." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality and AutoModel/pipeline nonsensical results are related to vision-text performance, but not the same concrete defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary embedding memory are distinct model-construction bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend detection and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking under TRL are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and GLM5 are not the same issue; no shared concrete failure is evident." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback blocking are separate compatibility bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Un-tied lm_head weights in Mistral3 and tied-weights translation model issues are related only at a very high level, not 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": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "0deb6d4706b62281528927ea97b64076254d28c4438ccd8ac909ea87d958240d", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37276, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not duplicates: they share a model family or subsystem, but the reported failures are different. The only clear duplicate-style pair is the non-persistent buffer regression (`issue:43950` / `issue:44534`).", + "confidence": 0.83, + "canonical_issue_reason": "`issue:43950` is the best canonical issue for the non-persistent buffer regression because it precisely names the `from_pretrained()` corruption behavior and the 5.x regression; `issue:44534` is a shorter rephrasing of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43950` is the strongest representative issue in this set: it is specific, clearly scoped, and describes the underlying regression more directly than the broader rewording in `issue:44534`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config error versus a flash-attn2 fallback gating issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to translation model tied-weights handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different bug from tied-weights regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/kernel bug is unrelated to a documentation typo." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid-method calls are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and Qwen-3-8B-NVFP4 runtime failure are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo is not the same as the removed CLI command docs issue." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Runtime error on Qwen-3-8B-NVFP4 is unrelated to GraniteMoEHybrid invoking an invalid method." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are being filled/corrupted during load in Transformers v5." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to the text-embedding quality complaint." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code missing-fields behavior is a different issue from non-persistent buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct is unrelated to Qwen3.5 position_ids / SDPA behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to the float8 storage lookup error." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer materialization, but one is a generic non-persistent-buffer regression and the other is Qwen3_5Moe `inv_freq` uninitialized-memory behavior." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is unrelated to a broad tokenization-version change report." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and loading noise are different levels of failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Zero probabilities and worse text embeddings are related to SigLIP2, but they describe different concrete symptoms." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging is unrelated to a missing model attribute on MolmoForCausalLM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is a different mechanism from Qwen3_5Moe uninitialized memory after materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash Attention illegal-memory access on Qwen3.5 is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and int4 OOM are different training-memory issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is an end-to-end embedding quality complaint and the other is HF/JAX parity; not the same concrete failure." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific inability to load ScandiBERT." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as a specific inability to load cjvt/sleng-bert." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields with trust_remote_code and broad remote_code breakage are too different to treat as the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression is unrelated to AMD GPU support failure." + }, + { + "left": "issue:44403", + "right": "issue:44512", + "accept": false, + "reason": "Loading noise and a removed command in docs are different issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-on-int error and Gemma4 PLE device mismatch are different model/backend bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:43950 over the shorter rewording issue:44534 is well supported by the titles, and the other soft-edge rejections stay within the evidence in the packet without overclaiming duplicates. I don\u2019t see a pair marked true that looks unrelated, and the summary remains appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:43854|issue:44863", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44530|issue:44863" + ], + "prepared_review_unit_hash": "97ba68ab4a153e41502f39455111c7d23eb19621c96ba62acb975681ca0f2da8", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37608, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of model-loading, tokenizer, and training issues. A few soft duplicates are clear: the v5 docs pipeline-removal reports, the `_is_hf_initialized` bitsandbytes/init_empty_weights bug, and the Qwen video-input regression. Most other pairs share broad subsystems but not the same concrete root cause.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression here: recent transformers versions breaking models that rely on `remote_code`. It is the best anchor among otherwise model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the strongest representative issue because it is general, concrete, and cross-cutting; the rest of the set is mostly narrower model-specific failures or documentation cleanup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both are model loading failures, but they involve different model families and different failure modes; not enough evidence of the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different causes (`loading failed` vs missing `all_tied_weights_keys`), so these are not the same underlying issue." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; same general area, but clearly different problems." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class vs bitsandbytes `_is_hf_initialized` incompatibility; unrelated root causes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/MoE and LoRA-related warnings, but one is a compatibility break across versions while the other is just a config warning; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "`remote_code` loading regressions and device-mapping forward mismatches are different code paths and different failures." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both relate to model/tokenizer registration, but one is an `add-new-model-like` helper bug and the other is a runtime `remote_code` loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime failures: autocast dtype mismatch vs device mismatch with `device_map=\"auto\"`." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated issues." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Key error when loading a specific model vs fallback-to-flash-attn gating; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but one is a broad `remote_code` break and the other is a Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights vs silent corruption of non-persistent buffers are different loading/tie-weight problems." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds during training is unrelated to the device-mapping forward mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FineGrainedFP8/Qwen3 MoE failure and `remote_code` loading regressions are distinct failures." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation cleanup after v5 pipeline removals; both describe stale docs still referencing removed summarization/translation pipeline usage." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root cause: the unexpected `_is_hf_initialized` argument / `Int8Params.__new__` failure during `init_empty_weights`-style loading with bitsandbytes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but one is a generic run failure and the other is a specific `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different subsystems: FP8 Qwen3 MoE loading vs bitsandbytes init-empty-weights incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight loading under accelerate/deepspeed and an Ovis2 corrupted checkpoint are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch and tensor mask shape mismatch are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed training, but one is a model weight-loading problem and the other is gradient averaging with `model_accepts_loss_kwargs=True`." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust-remote-code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen DeepSpeed ZeRO-3 loading failures, but they target different model variants and different missing-weight symptoms." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from Qwen3.5 SDPA/BF16 behavior and a flash-attention auxiliary-state crash are different issues." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared concrete root cause is evident." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init-empty-weights incompatibility is unrelated to CLIPTokenizer's huge `model_max_length` value." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "They are both mask-shape IndexErrors, but on different data paths and model contexts; too generic to merge." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same 5.3.0 video-input regression family for Qwen3/Qwen3.5 vision models; 44560 is a specific manifestation of the broader regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer loading problems for different models, with different user-facing failures." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The accepted duplicates are well-supported (docs pipeline removals, bitsandbytes/init_empty_weights `_is_hf_initialized`, and the Qwen video-input regression), and the other pairwise rejections appropriately avoid over-merging on broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:42491|issue:45276" + ], + "prepared_review_unit_hash": "d18ccebbd146210ae4dd60a93ae74e37349bbf72a758737a9f00944b087fe181", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37556, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a bundle of unrelated Transformers issues, with only a couple of clear duplicates. The strongest duplicate cluster is the Transformers v5 non-persistent buffer corruption regression, and there is also a near-identical custom model initialization regression pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:43644 is the best canonical issue because it directly states the core Transformers v5 non-persistent-buffer regression and has the cleanest duplicate match with issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43644 is the strongest single issue to keep: it is specific, broadly applicable, and clearly captures the same bug as its duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different failures: GGUF/gpt-oss support versus a Phi-tiny-MoE autocast dtype mismatch. Same broad model-loading area, but not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths and symptoms: Qwen2.5-VL rope scaling for still images versus Qwen3_5Moe rotary embedding uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states rebuild KeyError and the other is a device-mismatch during auto device mapping. Not the same underlying bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model/support problems: GGUF gpt-oss support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and bugs: AudioFlamingo3 batch leakage versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption in from_pretrained versus a Kosmos2.5 long-ocr index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: Qwen3-VL video inference StopIteration versus an MPS histogram op issue in moe code." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading, but one is a missing import for Qwen2.5-VL and the other is meta-device loading breakage across some models. Not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus meta-device model loading on transformers 5+." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention/compile paths, but Bamba SDPA torch.compile failure and Qwen3.5 flash-attention illegal memory access are distinct bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different feature areas: GGUF gpt-oss support versus a float8 storage lookup error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression in Transformers v5; the notebook-specific report is just a narrower manifestation of the general issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: failure to run 3d_parallel.py versus GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-VL/embedding problems with different failure modes; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin versus Qwen3Moe FineGrainedFP8Config failure. No common bug." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: tokenizer mapping name handling versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: video StopIteration versus a mask/tensor shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 model family, but one is zero probabilities and the other is nonsensical pipeline output. Same model family is not enough to merge them." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both mention model initialization/loading, but one is DeepSpeed ZeRO-3 with BertModel and the other is tokenizer mapping behavior. Different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "IndexError in deepspeed zero3 init for BertModel versus add-new-model-like/tokenizer mapping behavior. Not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated: tokenizer mapping/model-add workflow versus a tensor mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they affect different models and different validation rules. Not the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/resource issues: gpu+cpu offload dequantized model failure versus disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same exact regression: Transformers v5 fills non-persistent buffers with junk / corrupts them during loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a runtime zero-probability issue and the other is a documentation/example mismatch plus quantization failure. Not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading regressions in different components: Qwen3 MoE LoRA incompatibility across versions versus BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-family, but one is an auto device mapping CUDA assert and the other is a FineGrainedFP8Config failure. Not the same concrete code-path problem." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention issues are unrelated model-specific failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both report model loading failures for different BERT repos, but the evidence is too thin to conclude the same root cause from the titles alone." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: ZeRO-3 weight loading for language_model versus incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and behaviors: Qwen3 MoE LoRA loading versus Gemma4 token embedding resize propagation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by the issue titles and descriptions, and the rejected pairs avoid overstating similarity. The selection of 43644/44534 as the clearest duplicate cluster and 43645/43646 as the custom-model init pair is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "4fcc16c5333e6916ee146e1aa5007437b33e1ee145cbbe7a11e09cc9a39b6e5e", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38298, + "estimated_input_tokens": 9575, + "estimated_eval_tokens": 19406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with one clear duplicate cluster around `resize_token_embeddings` regressions in Gemma4/t5gemma. I accept only the directly overlapping resize-token-embedding reports; the rest are different bugs, models, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45276 is the best canonical report for the resize-token-embeddings bug because it covers both `embed_tokens_per_layer` and `output_embeddings`, making it the broadest and most specific description of that regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest overall issue candidate among the duplicates here: it is concrete, clearly reproducible, and subsumes the narrower `output_embeddings`-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: Trainer checkpoint resume/max_steps vs SGD optimizer args being ignored." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both concern Transformers 5.0 changes, but one is non-persistent buffer initialization and the other is Jupyter custom model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a doc-example/processor mismatch and quantization issue; the other is nonsensical inference results in AutoModel/pipeline." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and do not look like the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different Qwen/GLM loading paths and different symptoms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/quantization problems; not the same code-path bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading/training contexts." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory usage, but one is Qwen3 MoE training and the other is int4 quantization OOM in Transformers 5.x." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/chat crash vs Gemma4 processor attribute error." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading issue vs save/load breakage after sinq quantization." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs token embedding resize not updating outputs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/init regressions, but the concrete failures are different (`extra_state` handling vs `_is_hf_initialized` argument)." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different trigger conditions and models." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug; 45335 is a narrower manifestation of the broader issue in 45276." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError on `GenerationMixin` is unrelated to Whisper `return_language` pipeline behavior." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility vs meta-device loading regression; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying issues, but they affect different model families and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/inference bug is unrelated to GLM5 model-loading issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch in one issue vs model loading failure in the other." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different training/runtime bugs: gradient checkpointing with LoRA vs apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model/FSDP bug vs `from_config` text_config unwrapping bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but the concrete failures differ (offloading vs reserved-memory OOM)." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading error vs mmap OOM mitigation; unrelated causes." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different issues in Gemma/Qwen MoE code paths; not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch inference corruption vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantized-model loading failures for different models and quantization formats." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory regressions: int4 reserved-memory growth vs Strix Halo mmap OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP2 shared-state rebuild failure." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize-token-embeddings regression; 45276 is the fuller report and 45292 is a subset focused on `output_embeddings`." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly related cluster is the resize_token_embeddings set (45276/45292/45335), and the rest of the pairwise rejections stay conservative given the differing models, subsystems, or failure modes in the titles. No obvious overstatement beyond the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44164|issue:45759", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "423079b0003a0b233244518d552e67ef8c0b9946eca710486628f95e71dbdebb", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regression reports across different models/features. The only clear duplicate-like pair is the token-embedding resize bug: `resize_token_embeddings` not updating the right downstream embeddings.", + "confidence": 0.88, + "canonical_issue_reason": "`issue:45292` is the clearest, most general report for the resize-token-embeddings bug; `issue:45335` reads like a model-specific manifestation of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug broadly and can absorb the more specific `issue:45335` report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failure modes: loading `GLM-4.7-Flash` vs Qwen3.5 `save_pretrained` regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing in eval vs RLHF NaNs from Qwen3.5 position IDs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems/models: video-input regression vs strict config loading for granite_speech." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention `s_aux=None` crash vs Gemma4 FSDP shared_kv_states bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions and the other is wrong module resolution after save." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks vs Trainer checkpoint-resume step counting are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different bugs: notebook custom-model initialization vs `save/from_pretrained` extra_state handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to update the relevant output/decoder embeddings; `t5gemma` is a model-specific instance." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: autocast dtype mismatch on Phi-tiny-MoE vs meta-device loading breaks other models." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Broad torch-version incompatibility is not the same as a specific autocast dtype mismatch bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different reports: tokenizer vocab mismatch vs inability to load ScandiBERT." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Type/serialization error vs mmap OOM mitigation; no shared bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different model families and causes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device placement." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility issue is not the same as a Gemma4 device-mismatch bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0 regressions, but one is base_model_prefix loading and the other is custom-model initialization in notebooks." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch-version incompatibility and Mistral-3 dtype mismatch are separate issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior regression vs docs for removed pipeline tasks; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different bugs: `torch.export`/`torch_compilable_check` vs Perceiver interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regressions, but the affected models and failure signatures differ." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 inference mismatch vs `ModelOutput` key assignment bug are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility issue vs Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different APIs and removed tasks." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but the titles describe different concrete failures and checkpoints." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling is unrelated to `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error and compiled flex_attention failure are different code-path bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and appropriately conservative overall. Most soft-edge pairs are clearly distinct by title, and the only accepted pair, `issue:45292` / `issue:45335`, is a reasonable duplicate-style match based on the nearly identical resize_token_embeddings failure description. No obvious overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:42175|issue:46178", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:44206|issue:44220", + "issue:43644|issue:43646", + "issue:43883|issue:44488", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:44849|issue:45325" + ], + "prepared_review_unit_hash": "b8a86a7e178cbf267a77ade86e8de47f44e51aec262dfa176fc581f9426608e4", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "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": "Mostly heterogeneous issue set with one clear duplicate pair around GGUF loading; several other items are thematically similar (notably Transformers v5 custom-model/init regressions) but not close enough to merge as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43452 is the broader, more general GGUF-loading report (AutoTokenizer and AutoModelForCausalLM), making it the best canonical target for the one clear duplicate pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 most clearly represents the actual duplicate subgroup and has the broadest, most reusable problem description among the GGUF-loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens method conflict vs GGUF from_pretrained breakage; different tokenizer paths and root causes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs a specific tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are load failures, but one is a tokenizer load regression and the other is a Mistral regex-patch crash; not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction issues; unrelated code paths." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs a Qwen2.5-VL video-input regression; unrelated behavior." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU tensor placement bug vs Qwen3.5 MoE CPU-offload incompatibility; different models and failures." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error vs Whisper pipeline return_language regression; no common code-path bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression; unrelated low-level issues." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading regressions: one for cjvt/sleng-bert, one for Mistral tokenizer patching." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration failure vs compiled flex_attention failure on torch>=2.9; different subsystems." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Separate model-load failures for different repositories and likely different underlying causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression vs non-persistent buffers filled with junk; both v5-related but not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model/dataset combo vs runtime special-token post-processor update bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs template-node compilation error; no shared underlying change." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure; different features entirely." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache linear_attention crash; unrelated failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting bug vs IterableDataset multi-image Qwen2.5-VL finetuning failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens issue vs empty transcription after align_special_tokens; related model family but different concrete bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both involve TensorFlow backend wiring, but one is missing install extras and the other is a backend mapping validation error." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs template-node compilation failure; distinct code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions affecting different repos and likely different loader fixes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs PagedAttentionCache invalid group type; not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio feature-extraction area overlaps, but the reported failures are different enough that the underlying bug is not clearly the same." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs a model-loading failure for cjvt/sleng-bert; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation under compiled forward vs StaticCache sequence-length contract bug; different components." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF-loading regression in Transformers v5, with 43452 giving the broader AutoTokenizer/AutoModelForCausalLM failure mode." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method-name conflict vs Jupyter custom-model initialization regression; different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized-model offload failure vs GGUF loading failure; different loading paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading regressions, but they affect different models/tokenizers and likely different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid calling an invalid method; unrelated bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling bug; different model families and failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge is plausibly the same GGUF-loading regression, and the canonical choice of 43452 as the broader report is supported by the titles. The remaining pairs are rejected cautiously with no obvious overreach beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43404|issue:45127", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43632|issue:44534" + ], + "prepared_review_unit_hash": "efcf63a56c9d6a9645f5275eb6caf77c51936b71bc266b774d5f0efee9659320", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a collection of distinct Transformers v5 regression reports across unrelated models/features. I only see one likely duplicate pair: the two Qwen3.5 `save_pretrained` issues about incorrect checkpoint serialization.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 `save_pretrained` regression; issue:45357 looks like the same serialization bug resurfacing in a later release with a more specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 best captures the underlying bug among the cluster\u2019s near-duplicates and is the broader report to anchor on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different subsystems: audio chat template sampling-rate default vs MIMI batch/padding-mask output mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is notebook/custom-model init and the other is non-persistent buffer serialization." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization bug vs non-persistent buffer junk; no shared concrete code path." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache length return-type contract mismatch are different issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video processing ValueError are separate model bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash; not the same failure." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight initialization bug and tied-weight serialization inconsistency are related theme-wise but not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet processor/model size mismatch are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 fine-grained config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask discrepancy and DAC STE mismatch are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet image-size preprocessing." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are distinct." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for `physical-intelligence/fast` does not match the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict and model loading failure are not the same underlying issue." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and init_empty_weights `_is_hf_initialized` TypeError are different regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect saved weights/keys; 45357 appears to be the same regression in a later release." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer load conflict and MobileLLM key lookup failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is not the same as loading `physical-intelligence/fast`." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and junk-filled non-persistent buffers are different issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image training failure and Qwen2.5-VL rope index scaling bug are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading regression and non-persistent buffer corruption are different concrete bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and generic transformer loading noise are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are different compatibility issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` regression vs non-persistent buffer serialization bug; no same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate pair (45216/45357) without overclaiming the rest, and the soft-edge rejections are consistent with the issue titles/descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:42175|issue:45542", + "issue:44079|issue:44534", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43632|issue:45072" + ], + "prepared_review_unit_hash": "f379c02c30fc28b1d327d2e85539348cebabd1e24156048b201fc766ed394a79", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose thematic group of Transformers regression reports, not a duplicate set. The soft pairs share broad subsystem wording but do not appear to be the same concrete bug/change, so none should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent Transformers-version regressions affecting model loading/behavior. It\u2019s still not a true umbrella duplicate, but it best matches the cluster\u2019s overall shape.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative single issue by scope and wording among the listed items; it captures the common regression theme better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuild in attention." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt; different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated symptoms: loading noise/logging vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model breakage in newer Transformers." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs add_special_tokens/BOS/EOS behavior for one tokenizer." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different semantics: eval-mode checkpointing restriction vs missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different features and failures: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image dataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: unexpected _is_hf_initialized init arg vs missing Float8 storage type." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other produces wrong token IDs for Granite models; not the same fix." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer issues: GGUF loading failure vs CLIPTokenizer model_max_length sentinel value." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No overlap in underlying bug: tokenizer error message vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve bad training behavior, but one is flash_attention_3 degenerate training and the other is single-label classification zero-loss behavior." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different memory/device-map loading problem vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading errors: GGUF loading failure vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Installation/backend packaging issue vs missing TensorFlow backend after installing only tensorboard." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffers filled with junk." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different Video-LLaVA/Qwen problems: missing temporal attention/shared weights vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-related, but sliding_window handling in Qwen3-MoE is not the same as init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: auto device mapping causing cudaErrorAssert vs tokenizer regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched-vs-single/mixed-length behavior, but the models and root causes differ: missing padding mask support vs all-padding windows causing NaNs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but distinct bugs: multi-image finetuning failure vs wrong vision_position_ids for video input." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different areas: torch.export/torch_compilable_check vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different v5 regressions: non-persistent buffer initialization vs ModelOutput key assignment." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different problem classes: FSDP CPU RAM efficient loading vs ModelOutput key handling." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs vLLM model-loading failure for PaddleOCR-VL." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen2.5-VL position-id bugs, but one affects still-image temporal positions and the other video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they affect different internals: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different loading/runtime failures: Whisper model cannot run vs meta-device loading breakage in some models." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag handling vs dtype mismatch during bfloat16 inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:44568|issue:45920", + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44991" + ], + "prepared_review_unit_hash": "24e4ce7be9570ecb6cbc130a2194a34610c694968d6b2f309f269d639fbc05ce", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-edge pairs mostly share broad themes (loading, offloading, tokenization, multimodal models) but not the same concrete bug. I rejected all soft duplicates and selected a single open, high-activity issue as the best available representative.", + "confidence": 0.83, + "canonical_issue_reason": "No clear duplicate center exists here; issue #43873 is the broadest, most active open issue with multiple references, so it is the best practical anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the strongest combination of breadth, activity, and open status, making it the most suitable issue to track as the representative problem in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are model-specific vision regressions, but they affect different models and failures (SigLIP2 inference vs Perceiver resize handling)." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and different bugs: Qwen2.5-VL rope index scaling vs Kosmos2.5 OCR index overflow." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a generation bug and the other is a serialization/device inconsistency; not the same concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different failures in different loading paths: FineGrainedFP8Config on Qwen3MoE vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Both are version compatibility complaints, but they concern unrelated stacks and failure modes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL rope-index bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different runtime issues: video-input regression vs device-mismatch with PLE forwarding." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an init_empty_weights argument issue; the other is strict config loading for granite_speech. Different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenizer changes." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime problems: generation with embeds vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export incompatibilities." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer-related, but one is a specific BOS/EOS regression and the other is a broad wrong-token-IDs regression across many models." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to DAC.from_latents differing from forward pass." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for unrelated models and likely unrelated root causes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different device/runtime failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/generation bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different multimodal issues: doc-example mismatch/quantization vs finetuning iterable dataset handling." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: tied-weight generation bug vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to failing to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different model families and different configuration/loading concerns." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly is unrelated to gradient checkpointing ineffectiveness with PEFT LoRA." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a device_map loading failure for a dequantized model and the other is a broader offloading complaint; not clearly the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different functionality: padding-mask batching vs non-default image-size interpolation." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied lm_head weights bug is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different multimodal model failures and different root causes." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different loading problems for different models; no shared 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": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44008|issue:45823", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43404|issue:45357", + "issue:43550|issue:43720", + "issue:43873|issue:44756", + "issue:44423|issue:45406", + "issue:41720|issue:42617", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "b6c66d026fbb2c5f2161fafad2e95058475da46b9c0801d511b3a0100ba23e68", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports spanning tokenization, loading/offload, multimodal processors, quantization, and trainer behavior. None of the soft pairs look like true duplicates. If forced to pick an anchor, the broadest report is the offloading/quantization issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest umbrella-style report here (offloading + quantization, multiple references), so it is the closest thing to a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable single issue to represent the set: it is detailed, active, and broadly scoped enough to cover nearby loading/offload regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer serialization; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different failures in different code paths: device-map CUDA assert vs flash-attn generation regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure and Qwen3Moe FP8 loading failure are unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained regressions, but one is tied lm_head serialization and the other is visual encoder key names; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading problems, but one is model loading and the other is tokenizer loading for a different model family." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on gpt-oss and tokenization changes across versions are too different to be duplicates." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API argument mismatch and a parallel script failure are different problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n forward variable collision and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading issue and trainer checkpoint resume/max_steps bug are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding and bf16 dtype mismatches are different subsystems and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwarg and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shapes and version-dependent tokenization are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 visual encoder save_pretrained issues are different model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch quantized loading, but torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offloading/memory-related, but one is quantization offload behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve-time bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "CUDA assert with auto device mapping and GPT-OSS MoE tensor parallelism are different model/runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset in modular code are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token-ID regression both involve tokenizers, but they are distinct models and distinct failure causes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/loading related, but Bamba SDPA torch.compile failure and Bark CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch and Perceiver non-default-resolution handling are similar only at a high level; not the same concrete issue." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen VL models and TRL SFT embedding unpacking are different Qwen3.5 problems." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and image processor resolution mismatch are separate processor bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permissions propagation are unrelated save_pretrained concerns." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config load failure and dequantized model GPU/CPU offload failure are different quantization/offload bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression with images and tokenization changes across versions are not the same failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping CUDA assert and GPT-OSS MoE tensor parallel failure are different runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked LM prediction bug and recurrent-state reset bug do not share the same code-path problem." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer backend_tokenizer crash and Granite token-ID regression are 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": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:43421|issue:45701", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44492|issue:44509", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "f9d55ee42e49306caade67357748827b4931cc6552a497fcea3fb4da1039098a", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35600, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair stands out: issue 44514 and 44545 have the same title and describe the same Qwen2_5_VLProcessor.apply_chat_template batching bug. The rest are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the cleaner canonical choice: it is the earlier report of the exact batched padding=False crash and matches issue:44545 one-to-one.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best cluster representative because it is the exact duplicate target for the only strong soft match and has the clearest, most specific wording of the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different problems: one is a Qwen3-MoE sliding_window behavior issue, the other is a StableLmConfig missing pad_token_idx after v5 update." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct not persisting on reload; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different code paths and symptoms: video input processing failure in Qwen3OmniMoe versus from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated models and failure modes: BeitImageProcessorFast label reduction bug versus glm-4v-9b loading failure." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer crashes, but on different tokenizers and different behaviors; not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different loading failures for different models: Qwen3Moe with FineGrainedFP8Config versus Llava Next segmentation fault." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization internals, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A custom trainer signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "One is slow/fast tokenizer inconsistency; the other is a T5 tokenizer class attribute conflict on load. Not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different training/evaluation and multimodal input bugs; no concrete shared code-path." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer versus Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading behavior and an apex RMSNorm memory leak are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor handling is not the same as a broad tokenization-version regression." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different failure modes in CI: device mismatch during CPU offload versus mask token registration/empty decode in BigBirdTokenizer." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config not unwrapping text_config are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash local path import warning is unrelated to multimodal token counting with undefined helpers." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and obsolete pipeline-task documentation are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same reported crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; clear duplicate." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and zero-loss single-label classification are separate configuration/training issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig custom token IDs after save/load are different state-persistence bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but for different models and causes; not safe to merge as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster judgment is grounded in the packet: 44514 and 44545 are the only clear duplicate pair, and the rest of the soft matches are conservatively rejected with model/subsystem-specific reasons. Minor precision note: their titles are nearly identical rather than exactly the same, but the duplicate call is still well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43782|issue:45381", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "f98ec39af6790766aff881419018958930c5d2170cac0ecb1837bcec0a9970aa", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly describe different models, different subsystems, or different failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a true canonical duplicate for the whole set, but issue #45081 is the most concrete and actionable representative because it has a narrow tokenizer crash, a specific trigger (`fix_mistral_regex=True`), and a clear traceback.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45081 is the best standalone triage target: it is specific, reproducible, and points to a clear code path in tokenizer regex patching.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: image classification resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen 3.5/3.6, but one is `from_config` unwrapping and the other is CPU offload rotary embedding behavior." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding window vs missing float8 storage type." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model families and failure modes; `post_init` policy vs `num_labels` propagation." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen-VL related, but they report different code paths and different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling is unrelated to composite config unwrapping." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model package and PIL backend torchvision requirements are different issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer constructor argument collision vs a model loading failure; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tied embeddings is not the same as incorrect visual encoder keys on save." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention vision models, but one is a SigLIP2 docs/example problem and the other is OmDet processor/model size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading vs sinq quantized save/load corruption are different persistence bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Training/input unpacking failure vs generic evaluate-after-train failure; no shared concrete code path." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs BigBird mask-token registration issue." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states bug is unrelated to trust_remote_code capability flags." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient explosion." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline tokenization, but one is cache loading while the other is an unconditional `model_info()` call in a Mistral regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: apex RMSNorm leak vs CPU-offload incompatibility in Qwen rotary embedding." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh bug vs LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping assert is unrelated to T5 RMSNorm leakage." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: SigLIP2 inference quality vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with adapters is not the same as quantization offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but one is a hard crash and the other is a tokenizer codec/regression warning issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs/example quantization failure is not the same as general offloading behavior with quantized models." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel indexing bug vs audio feature extraction helper failure." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression with mistral regex is unrelated to a hub API forwarding bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and `GenerationMixin` import errors are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug and DAC latent reconstruction mismatch are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:30064|issue:36331", + "issue:43540|issue:45381", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:43782|issue:44977", + "issue:44821|issue:45084", + "issue:43577|issue:43818" + ], + "prepared_review_unit_hash": "3fefe01647d8a2cef8979d75bd279a6ba82b710629a9522898a3f3c3df69b915", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone bugs. No duplicate cluster is strong enough to canonicalize across the set. The closest pair is the two `_patch_mistral_regex` reports, but they describe different failure modes, so I would still keep them separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and failures: audio feature extraction vs tokenizer mapping/model registration." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model issues, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n forward variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs RTDetrV2 output mismatch; different model families and bug shapes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR sequence-length indexing; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: compile+SDPA versus DAC latent reconstruction mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken construction error vs tokenizer load failure for a specific model; too different to merge." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error-message bug vs a degenerate loss computation bug; distinct fixes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Dtype mismatch in BLIP2 image preprocessing is unrelated to Gemma 3n attribute collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering truncation bug vs Mamba2 cache correctness bug; different APIs and symptoms." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram Int error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding inputs versus Perceiver image-resolution failure; no shared root cause." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer drop are separate model-configuration issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue and AutoConfig trust_remote_code regression are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call regression and the other is a missing `backend_tokenizer` AttributeError; not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer loss-signature compatibility are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError does not match Qwen2.5-VL vision position-id bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug and Whisper batch_decode skip_special_tokens bug are different tokenizer behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different output regressions in Pegasus vs CamemBERT; no shared underlying change." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 A800 cudaErrorAssert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are distinct failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug and Video-LLaVA missing temporal-attention 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": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43644|issue:43749", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:44805|issue:44936", + "issue:44561|issue:45020", + "issue:44485|issue:44509", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:44671|issue:45701", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:43906|issue:46209", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43262|issue:43819", + "issue:43650|issue:43906", + "issue:43526|issue:43697", + "issue:34634|issue:36331", + "issue:45003|issue:46285" + ], + "prepared_review_unit_hash": "efcfb1e6a29b757a221e752bb0c609414a1c9bd68e4a517cee0a0f1bc5bfe82e", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs across unrelated models/subsystems. The only likely duplicate-style match is the tokenizer added-token spacing report vs the broader slow/fast tokenizer inconsistency report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:29159 is the broader umbrella for the tokenizer inconsistency; issue:28218 reads like the specific symptom (extra space after an added token).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the cleanest representative of the one likely duplicate pair and has the broadest, most reusable bug framing among the tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: Whisper empty-transcription handling vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a LayoutLMv2 NER/padding crash and the other is an AutoTokenizer load failure for a different tokenizer class." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Separate runtime bugs: Bark CPU offload device mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading behavior, but the concrete bugs differ: junk non-persistent buffers vs FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different regression areas and model families: Qwen VL video-input regression vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype propagation vs an Apple Silicon warmup TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: BarkProcessor voice_preset handling vs GenerationMixin import failure." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/pipeline-support issue; the other is nonsensical model outputs with pipeline/AutoModel, not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures with no clear shared code path." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but one is a specific helper removal regression while the other is a broad umbrella for remote_code breakage; not the same concrete bug." + }, + { + "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:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different API regressions: cache sequence length return type vs return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer bug family: 28218 is a specific added-token spacing symptom, and 29159 describes the broader slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a generic tokenization-change report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch; different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to bfloat16 dtype mismatch issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL problems: weight_only loading error vs rope/position-id scaling bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both touch pipeline removals, but one is a runtime message bug and the other is stale documentation; different artifacts, not one duplicate change." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Install/backend packaging issue is unrelated to a tokenizer patch crash." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue versus a concrete reproduction report; no shared bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output regression." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset handling and CustomTrainer compute_loss signature changes are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to CLIPTextModel structural inconsistency." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair is reasonably supported by the titles: a specific added-token spacing symptom versus a broader slow/fast tokenizer inconsistency report. The remaining pairs are marked false with cautious, issue-level distinctions rather than overclaimed duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:43638|issue:44936", + "issue:44387|issue:44617", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43454|issue:43577", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:42490|issue:43257", + "issue:43329|issue:44479", + "issue:43643|issue:45759", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "3a601712ff52765a5e717dd7e374935cb207e261c21e97088e7506442e06b8f0", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct Transformers bugs spanning loading, multimodal processing, quantization, and model-specific regressions. I did not find any soft pair that clearly looks like the same concrete bug/change; at most a few are loosely related by subsystem.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set (\u201cRecent transformers versions break models using `remote_code`\u201d) and best represents the loading/regression theme that overlaps with a few other issue titles, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to anchor this cluster because it is the most general and centrally phrased regression report among the loading-related items; the rest are mostly model-specific or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: tokenizer special-token decode failure vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve model loading, but one is a specific MobileLLM key error while the other is a broad remote_code regression; not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they concern different Qwen model families and different symptoms; too loose to merge as one bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: template-node compilation error vs CLIP tokenizer model_max_length bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Completely different problems: BEiT label reduction bug vs MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both touch multimodal/model config areas, but the reported failures are unrelated and not the same underlying change." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Type/serialization storage error vs image-processor dependency regression; different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from_pretrained loading issues, but they affect different APIs/models and do not share a concrete bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: ZeRO-3/non-pretrained Bert index error vs evaluate-after-train failure." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA bug vs quantization-loading fallback bug; not the same code path." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin vs notebook custom-model initialization regression; different issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to git-oss MXFP4 loading behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to multimodal token counting/video helper undefined-symbol bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different loading/runtime failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero-probabilities output bug vs OmDet-Turbo processor/model input-size mismatch; not the same underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to processor output-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are separate code paths with different bugs and fixes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwarg incompatibility are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs PIL/torchvision dependency regression are distinct." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "lm_head weight tying bug vs Blip2 dtype propagation bug; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat_template sampling-rate default vs Whisper batch_decode special-token handling are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion is unrelated to GPT-oss OOM." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning vs Qwen3 MoE weight conversion are different loading issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/VLMs, but one is an undefined-helper bug in multimodal token counting and the other is a Qwen video-input regression." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Remote_code config field loss and text_config unwrapping are related to config loading, but they are not the same concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:43329", + "accept": false, + "reason": "Batched video processor shape bug vs undefined video-token helper bug; related domain, different defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44849|issue:45701", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:28282|issue:34689", + "issue:43577|issue:45072", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43257|issue:43756" + ], + "prepared_review_unit_hash": "21b646af5aabd14d5d597f5e6830eab6619e6134dce663b4ab1ff17a2896601e", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37284, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs look like lexical similarities rather than the same underlying bug. I did not find any pair that is safe to merge as duplicates, so all soft edges are rejected. The broad tokenizer-regression issue is the best representative issue in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45701 is the broadest, most central user-facing issue here: it captures a generic tokenizer-version regression and has the strongest downstream signal among the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best umbrella issue because it is generic enough to represent the recurring tokenization complaints in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Device-mismatch CPU-offload CI failure vs a Qwen3_5MoE rotary-embedding/offload compatibility bug; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting bug vs perplexity quality issue; unrelated symptoms and subsystems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading regression vs mmap/OOM on Strix Halo; different mechanisms." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Special-token insertion bug in a tokenizer vs Kimi-K2.5 codec handling regression; not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion with accelerate+deepspeed vs Qwen3-VL weight shape mismatch; different model-loading failures." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs token-count tracking not updating; different features." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure vs MobileLLM key error; different models and failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument regression vs PIL backend requiring torchvision; unrelated loader vs backend dependency issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs AutoImageProcessor URL loading; no shared bug path." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug vs generic tokenization-version regression; distinct behavior." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model on >=5.1.0 vs CLIPTokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs lost on save/load vs MXFP4 quantization fallback; different areas." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading failure vs Apple Silicon caching allocator TypeError; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs video-input ValueError in Qwen3OmniMoe; different paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "MoE FP8 config failure vs CLIPTokenizer model_max_length bug; unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained visual-key regression; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Special-tokens behavior bug vs LlamaTokenizer pre-tokenizer override bug; both tokenizer-related but not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "General video-input regression across several models vs qwen2.5-vl vision_position_ids bug; too broad to merge." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP community model vs TrainerState token counting; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs multi-model v5.3.0 video regression; same broad area but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in extras install vs missing Qwen2_5_VL symbol import; different packaging/import issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input ValueError vs StopIteration in Qwen3-vl-embedding; distinct failures." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "CPU+GPU offload dequantized-model load failure vs tokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword duplication vs tokenizer loading failure for EMBEDDIA/est-roberta; different tokenizer bugs." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError vs PEFT minimum-version bump; not the same problem." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs list_repo_files not forwarding revision in CI; no shared bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error vs model-loading regression for Llama 3.2 Vision; different root causes." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype persistence bug vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch; related to dtype, but not the same code-path." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error vs init_empty_weights unexpected argument; different model-loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box-validation message clarity; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weights conversion issue vs Smollm3 RoPE-layer count bug; different model architecture problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:42175|issue:44488", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:43526|issue:45479", + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:43756|issue:45325", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "a143ef663b740bad559413586a39faa7123e6cc4b6979a10b04bc071927ed084", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35790, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated transformer bugs; one clear duplicate pair stands out for SigLIP2 implementation/output issues, plus one additional config-loading similarity that is not strong enough to call a duplicate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the cluster: it directly describes the SigLIP2 implementation mismatch, and the paired report is a downstream symptom of the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest overall issue candidate because it most directly states the underlying bug and can serve as the canonical SigLIP2 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: backend/package dependency setup vs a specific checkpoint loading failure." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both are training/loading regressions, but they affect different code paths and features; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Same broad vision area, but different models and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Unrelated errors: Apple Silicon allocator warmup vs Qwen3VL weight-only loading." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failure modes; CPU arange bug vs flash-attention auxiliary-state crash." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and symptoms; video-input validation vs device-map forward mismatch." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen video/position-id themes, but not enough evidence for the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: image-processor label reduction vs sequence-classification loss behavior." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 underlying implementation/output bug; the second report is a downstream symptom of the first." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different issues: tied weights in Mistral3 multimodal head vs `StaticCache.get_seq_length()` return type." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loaders and error causes; `init_empty_weights` handling is unrelated to loading an image processor from URL." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve trainer behavior, but one is token accounting and the other is a custom-loss API break." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are RoPE-related, but they affect different models and code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Distinct tokenizer bugs; one is AddedToken argument duplication, the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Related to RoPE config handling, but one is persistence/reload behavior and the other is a validation utility type error." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and failures; no shared concrete code path." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: image processor backend dependency vs tokenizer regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are model-loading failures, but the underlying causes differ and would not be merged as one fix." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading/tokenizer behavior, but they are different models and different failure mechanisms." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: saved visual encoder keys vs wrong token IDs from AutoTokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different domains: Qwen3-MoE sliding-window logic vs image processor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package versioning issue vs CI break from removed auto-mapping references; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Similar config-field loss symptoms, but insufficient evidence to conclude the same preservation/deserialization bug." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different error surfaces and root causes: DeepSpeed weight shape vs LayoutLMv3 box-content validation." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading issues affecting different models and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated bugs: BitNet packed-weight loading vs Perceiver image classification resolution handling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, and the SigLIP2 pair (issue:43493 / issue:43994) looks like a reasonable same-root-cause match. However, the acceptance of issue:43643 / issue:45375 is too strong for the evidence in the packet: the titles show similar config-field loss symptoms, but not enough to conclude the same preservation/deserialization bug. Please downgrade that pair to a conservative false/uncertain verdict, and soften the summary from \u201ctwo true duplicate/same-root-cause reports\u201d to something like \u201cone clear duplicate pair plus one additional config-loading similarity.\u201d" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43906|issue:46202", + "issue:41762|issue:44936", + "issue:44514|issue:45381", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:43452|issue:43577", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:30064|issue:33666", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:43819|issue:44811", + "issue:28282|issue:32090", + "issue:43653|issue:44361", + "issue:43295|issue:45356", + "issue:44361|issue:44442", + "issue:44514|issue:45290", + "issue:44484|issue:44704", + "issue:28282|issue:33357", + "issue:45542|issue:46178", + "issue:44464|issue:44743", + "issue:28282|issue:35141", + "issue:38175|issue:43295", + "issue:41720|issue:43906", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "1c2ccbec3ce3580004a092d73a2df25ee91d977f684d89a3eb9294b4b8e8f0ce", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate cluster emerges around tied-weights serialization in v5: issue 44466 is a narrower symptom of the broader regression in 45005. The rest of the pairs are related only by subsystem or general theme, not the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "45005 is the best canonical issue: it describes the broader tied-weights regression in v5, and subsumes the narrower lm_head serialization symptom reported in 44466.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the most representative issue in this set because it captures the underlying regression rather than one specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both touch Gemma-related behavior, but the titles do not show the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and trainer lifecycle failure are unrelated code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is video position ids." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq save/load corruption are different failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype initialization." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights regression in v5; 44466 is a specific lm_head serialization symptom of 45005." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "AutoTokenizer gguf_file handling and offline model_info behavior are separate tokenizer-loading bugs." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train state bug and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task errors are different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec regression are not the same issue." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but the triggering conditions and failures differ." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size question and cached_file kwargs forwarding are unrelated save/load concerns." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch and MacOS CLIP bus error are not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TF backend error and tensorflow_text backend mapping error are distinct." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward generation inconsistency and Qwen3 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for PyTorch and output embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Gemma roundtrip reproduction are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mdeberta BOS/EOS behavior are different tokenizer issues." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call and tokenizer loading failure for est-roberta are not clearly the same bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-loading/runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The 44466/45005 link is well supported by both titles, while the remaining pairs are rejected for reasonable subsystem-level similarity rather than clear bug identity. No overstatement beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43688|issue:45440", + "issue:43688|issue:45701", + "issue:43550|issue:43927", + "issue:45491|issue:46002", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:44849|issue:46209", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "606a0623ee370a557d1a2b9dc5c45d0098c767d031d1463d190e4b0b01c7db3f", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38162, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; several items are about v5/model-loading regressions, but there are no clear duplicate pairs from titles alone. I found no soft edge that looks like the same concrete bug/change.", + "confidence": 0.41, + "canonical_issue_reason": "43646 is the broadest representative of the cluster\u2019s general theme: version-related custom model initialization breakage. It\u2019s the best umbrella issue even though most other items are narrower and not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single issue to anchor triage because it is broad, user-facing, and closest to the general model-loading regression pattern seen across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: custom model init vs FSDP CPU-RAM-efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token handling, but one is BigBird special-token registration and the other is config token IDs after save/load." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both concern MoE models, but auxiliary loss normalization and remote-implementation divergence are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs a broad tokenization-version regression; not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different model paths: torch.compile+SDPA failure vs config token ID loss after serialization." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the triggering code paths and symptoms differ." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency is distinct from flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Model compile/SDPA bug vs tokenizer AttributeError on tasks." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and num_labels propagation are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-mapping cuda assert vs compiled-forward generation inconsistency." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Dtype propagation in Blip2 is unrelated to s_aux=None crash in flash_attention integration." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and num_input_tokens_seen update bug are different trainer issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems: Blip2 dtype loading vs MPS attention correctness." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure is not the same as packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Loading a pretrained preset vs processor output-size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading one model and loading AutoImageProcessor from URL are different loading issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and GenerationMixin import removal are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight vs quantized save/load breakage are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mapped Gemma4 forward failure is unrelated to sinq quantization save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and config token ID loss are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config token ID persistence." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs processor.tokenizer/image regression are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breakage and ScandiBERT load failure are both loading-related but not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Siglip pipeline output issue vs return_tensors being ignored are unrelated processor bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval and MoE aux-loss normalization are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same broad regression class (missing legacy pad-token fields after v5), but different models/attributes and not clearly one concrete fix." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss kwarg mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading and tokenizer AttributeError on tasks are not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer mismatch in Smollm3 vs rotary_pct not persisting on reload." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:43646|issue:44466", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:45229|issue:45823", + "issue:43927|issue:44361", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "ca3320ab576edda583595d1011333c8e60acd90c3d0fc92d78c7935594678485", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37148, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the soft edges mostly connect unrelated tokenizer, multimodal, config, generation, and CI issues. None of the candidate pairs appears to be the same concrete bug or change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a macOS bus error in CLIP are unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation parity and a pipeline translation error message regression are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and incorrect save_pretrained visual-encoder keys affect different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A Phi-4 multimodal load failure and a PEFT version bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "One is a broken SigLIP2 docs example; the other is a model-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Wrong BOS/EOS token addition and float8 storage import failure are unrelated tokenizer/runtime problems." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are distinct bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and Gemma4 multi-GPU OOM are not the same failure." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient growth are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading sleng-bert and offline model_info behavior in AutoTokenizer are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift between train/eval and gradient explosion under ZeRO-3 are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 example issue and a processor.tokenizer regression are separate multimodal breakages." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure changes are not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different config bugs." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and a qwen3_omni_moe helper length bug are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and lm_head serialization inconsistency are different changes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id and unwrapping text_config for composite configs are different multimodal loading issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate/deepspeed and generic Qwen3VL loading failure are distinct bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM and device mismatch with device_map=\"auto\" are not the same issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token-ID loss in DiaConfig and MLukeTokenizer AttributeError are unrelated model/tokenizer bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A CLIP bus error on MacOS and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT and CPU-offload device mismatch in bark-small are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import_utils KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad-token field and init_empty_weights unexpected argument are separate config/init regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and empty-transcription failure after align_special_tokens are different generation bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer mask special-token registration are separate issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and a stale GraniteSpeech device-override test are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and an unreleased PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus model test failure and the PEFT version bump do not describe the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:45406|issue:46121", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:44521|issue:45290", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:43493|issue:43701", + "issue:45381|issue:46209", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "0db9735e7a7de11dc58986f4b63a23ccbeca269ba255c57f4adc10f5b6a217cb", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34995, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs share broad transformer/tokenizer/multimodal keywords, but not the same concrete bug or code path. I would not merge any pair as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both mention model output anomalies, but one is SigLIP2-specific while the other is a generic position_ids regression; no shared concrete bug path." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache continuation indexing; different failures." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization-related, but offloading behavior and save/load corruption are distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures vs MLflow reporting on failed jobs; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash vs sinq save/load corruption; different code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor attribute crash vs rope-params type conversion; unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed/ZeRO gradient issue vs Phi-4 multimodal loading regression; different bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter bug; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs GPU broadcast NoneType error; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant mask generation and the other is tool-call crash; not the same defect." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness vs flex_attention import version check; different layers and failures." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation TypeError vs Python 3.13 flash_attn import KeyError; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal bugs: video-input processing in Qwen3OmniMoe vs Gemma4 mm_token_type_ids default handling." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is missing mm_token_type_ids defaults and the other is device_map mismatch during forward." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import error vs meta-device model loading regression; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus issue vs output_hidden_states bug in Qwen3.5; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 batched tokenizer crash vs return_tensors being ignored; different tokenizer problems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch vs return_tensors override bug; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression vs batched video processor shape bug; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs OmDet-Turbo input-size mismatch; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44554", + "issue:44561", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43950|issue:46285", + "issue:45200|issue:45325", + "issue:43295|issue:43873", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:41720|issue:46209", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43975|issue:45520", + "issue:44561|issue:46234" + ], + "prepared_review_unit_hash": "f37ba08c8c2d4a51a127e2102335e538293d23403967946ba449bf0c5549c3a9", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous. The only strong duplicate-like soft edge is the pair of missing-`pad_token_id` loading regressions; the rest are different bugs or regressions in unrelated code paths.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43334 is the clearest representative of the only closely related subgroup here: a config-level `pad_token_id` AttributeError during model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43334 is the best overall anchor because it states the failing code path and error concretely, while most other items are unrelated or broader/less directly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but one is a missing `pad_token_idx` config attribute and the other is a specific model-loading failure for `physical-intelligence/fast`; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: missing config attribute vs `torch.device(\"meta\")` loading issues affecting some models." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Doc-example/model-processor mismatch and quantization errors are unrelated to silent `return_tensors` handling." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer regression are separate code paths and symptoms." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` is not the same as the CLIP class structure change." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "One is defaulting missing multimodal token type IDs; the other is a temporal position-ID scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer API regression and quantization offloading behavior are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are separate import errors for different missing symbols in different modules." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "`flash_attn` KeyError in import utils and unsupported `tensorflow_text` backend mapping are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "A torch.compile/SDPA failure is not the same as gradient blow-up under ZeRO-3." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize failure and RT-DETR memory retention are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of `lm_head.weight` is distinct from LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape handling and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same `pad_token_id` AttributeError on config objects during model loading; a common fix could plausibly address both." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure and a stale paged-generate warning are not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and FP8 inference failure on B200 are different hardware/path regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class and a tokenizer detokenization bug do not share the same code path." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch label processing, but one is `gather_for_metrics` tuple handling and the other is `reduce_labels` truncation in BeitImageProcessorFast." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization in `post_init` are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory inefficiency are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a stale CI device-override test are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast `reduce_labels` truncation is not the same as `return_tensors` being ignored with `text_kwargs`." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and HF-vs-JAX discrepancy are related at a high level, but the titles indicate different bug reports and likely different fixes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different concrete problems." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and `flash_attn` import lookup failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are separate missing-API regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The cluster is indeed heterogeneous, and the only clearly duplicate-like soft edge is the pair of config-loading AttributeErrors around missing `pad_token_id`, which is a reasonable conservative accept." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46285" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:43550|issue:44112", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "df6f6d5b0269611612c62be2bd9f803bbba177338c03d84fb14a5dc1d1a5bf78", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and the soft edges are largely false positives. The only likely duplicate family is the `apply_chat_template` multimodal handling pair; the rest look like separate bugs, regressions, or docs/import issues.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44521 is the broader, more general report of the same `apply_chat_template` multimodal assistant-mask problem; 44514 is a narrower Qwen2.5-VL batched-input crash repro.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest representative of the only plausible duplicate family here: it is broader in scope, has more discussion/inbound activity, and describes the underlying multimodal `apply_chat_template` failure more generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": true, + "reason": "Same code path (`apply_chat_template`) and same multimodal/batched-input handling area; the crash and all-zero assistant masks plausibly stem from one bug in template/mask construction." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models, different subsystems, and different failure modes (`siglip2` zero probabilities vs RT-DETR memory release)." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch multimodal/model structure, but they are different concrete issues: `text_config` unwrapping vs `.text_model` structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but they are distinct platform-specific failures with different missing dependencies and error paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: an unsupported `center` argument in a feature extractor versus Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision-model problems: incorrect processor output size versus AMP/CUDA loss crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different pipeline/text-classification behaviors and are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated audio latent/forward mismatch versus helper output-length behavior in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different D-FINE/LwDetr training-time loss issues; one is AMP crash, the other is missing auxiliary losses." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing internal flash-attention helper import is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are separate bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model regressions: Pegasus output differences versus Qwen3 recurrent-state reset behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call assistant-message crashes and qwen2.5-vl vision position-id issues are different `apply_chat_template`/multimodal failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocabulary merge collapse and a category-count runtime limit are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "A sparse-layer config bug and a tokenizer special-token registration bug are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale test are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both involve model/audio workflows, but the concrete failures differ: unsupported feature-extractor arg versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/indentation error is unrelated to qwen3_omni_moe output-length behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are different symptoms in different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model config/loading bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch attention/offload code, but one crashes on `s_aux=None` in flash attention integration while the other is a rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error messaging and Trainer `_gpu_broadcast_one` NoneType errors are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval and a pipeline v5 error-message regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata and stays conservative on the soft edges. The one accepted pair (44514/44521) is a plausible duplicate family based on the shared `apply_chat_template` multimodal area, while the rest of the non-edges are reasonably rejected as distinct issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43746", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:38175|issue:44493", + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:43746|issue:46209", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43723|issue:44554", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "7b2fad7c25b684ccc3419545115c6e4d189b56aa707ba1ede24d7fede50876d0", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37252, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports. Only one soft pair is a clear duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`; issue:45478 is a later duplicate with no broader scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best anchor for dedupe tracking because it names the regression precisely and represents the same underlying loading failure as its duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer/protobuf error handling vs a missing import-utils symbol." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example errors do not match the separate position-id key regression affecting many models." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; same underlying loading bug and clearly mergeable as one issue." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight accelerate loading failure is unrelated to a GraniteSpeech CI stale device-override test." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different failures in different models; no shared bug path." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but they affect different tokenizers/models and describe different output issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to D-FINE auxiliary-loss logic." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning is not the same as GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is a different code path from AMP/CUDA crashes in LwDetrImageLoss." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression is unrelated to token-embedding reinitialization after resize." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is not the same as the position-id unexpected-key regression." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across models is a tokenizer correctness bug; silently ignored return_tensors is a separate API-argument handling issue." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to v5 breaking trust_remote_code by removing is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different crash sites and causes: AMP/CUDA loss crash vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image iterable dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output changes and Qwen3.5 flash-attention generation failure do not share the same bug path." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is a different problem from qwen3_omni_moe helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 CI failures are not the same as output-embedding reinitialization after resize." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading issue and MPS attention correctness issue are distinct bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior does not match a multi-GPU CUDA OOM in Gemma4." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load and wrong custom module loaded after save_pretrained are separate persistence bugs." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-support import and a v5 load failure for physical-intelligence/fast are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clear duplicate is the identical Qwen3.5 MoE from_pretrained report pair (45310/45478), and the rest of the soft pairs are conservatively rejected as different bugs. No PRs are present, so the PR-related fields are appropriately null." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46285" + ], + "soft_pairs": [ + "issue:43278|issue:43329", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43611|issue:46285", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:32090|issue:33290", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:42490|issue:43873", + "issue:29127|issue:34567", + "issue:45372|issue:45459", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "c0e1a82a0fee1d559bbd43b7537b6f804c788872bf3c62b9e47afdc1f44d9e14", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across tokenizers, quantization, loading, export, and generation. I do not see any pair that clearly represents the same underlying bug/change strongly enough to merge.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the strongest standalone issue here: it is detailed, current, and actionable. It is not a duplicate hub for the cluster, but it is the clearest representative issue among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype drift between train/eval vs undefined video-token helper variables." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different code paths: removed helper import breaks trust_remote_code models vs DeepSeek tokenizer behavior regression." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a flash-attention generation failure and the other is only a stale warning in paged generate()." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: AMP/CUDA loss crash vs flash_attention.py AttributeError on sink-less models." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug vs Gemma3 mixed-length NaN embeddings; not the same defect." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Processor-loading import failure vs flash-attention crash; separate code paths and fixes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to the flash-attention AttributeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor conversion swallowing errors; different underlying bugs." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model loading/structure, but the concrete problems differ: base_model_prefix loading vs CLIPTextModel structure mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to embedding dtype changing between train and eval." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless crash and Gemma4 device-map mismatch are distinct forward-path bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma processor import error and Gemma4Processor _tokenizer crash are separate failures in different layers." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression vs DeepSeekV3MoE divergence; not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different symptoms: output drift between v4/v5 vs serialization inconsistency of tied weights." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast failing on NoneType." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration vs recurrent-state reset in modular qwen3_5; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit is unrelated to the stale paged-generate warning." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in image extractor vs Qwen VL video-input regression; different components." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder bug is not the same as SigLIP2 AutoModel/pipeline nonsensical outputs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Exception masking in tokenizer decode is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy class cleanup and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and Adafactor+DeepSpeed OOM are different failure modes." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is not the same bug as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-validation TypeError are separate config/loading issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP model and SigLIP2 documentation errors are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local-model import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FP8 config failure for Qwen3Moe and the other is quantized model saving." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44610", + "issue:44625", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43761|issue:45859", + "issue:43526|issue:44186", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:45103|issue:45372", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:43334|issue:43531", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:44464|issue:45491", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "1aad32bd054847474747aa165d2ca40c7f584b1eb16c61508162ce2a236b1e81", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are overwhelmingly false positives: the paired issues usually share only a broad subsystem (tokenizers, vision, Qwen, OOMs) but describe different bugs, models, or code paths. No PRs are present, and there is no single coherent canonical issue for this heterogeneous set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items are unrelated regressions and product bugs rather than one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue: the set is too diverse for one issue to serve as a meaningful representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs image processor handling of void segmentation maps." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: bad SigLIP2 outputs through AutoModel/pipeline vs RT-DETR memory not being released." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different code paths and symptoms: BF16/FP32 dtype change in eval vs tensor-parallel load OOM." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is a decoder-type regression in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-specific implementation mismatches: Smollm3 RoPE layer count vs DeepseekV3MoE parity with remote implementation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor sync is unrelated to Gemma3 NaNs from sliding-window/all-padding batching." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory reclamation." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2.5-VL import is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors and failures: Beit label reduction vs LayoutLMv2Tokenizer NER/padding crash." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity has nothing to do with token embedding reinitialization in post_init." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to the ReasoningEffort import failure." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading and bfloat16 dtype mismatches are different issue classes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id load error and the other is a sliding_window bug." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel load OOM while the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma3 NaNs from sliding-window padding." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and LasrFeatureExtractor center-arg crashes are different audio-processing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:42175|issue:46234", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43381|issue:43873", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43232|issue:43388", + "issue:44479|issue:45290", + "issue:43761|issue:44188", + "issue:43720|issue:44442", + "issue:34689|issue:43611", + "issue:44442|issue:45803", + "issue:44077|issue:44479", + "issue:44987|issue:46178", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:33290|issue:36331", + "issue:45290|issue:46209", + "issue:43316|issue:45759", + "issue:43873|issue:44871", + "issue:42907|issue:45698" + ], + "prepared_review_unit_hash": "e24bfbd756a2579bc7c3d3ae1e9522c344e5b072e0be73db59d1b76a2ebaa788", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37229, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose thematic cluster of Transformers issues, but the proposed soft pairs are mostly superficial title similarity rather than true duplicates. I found no pair that clearly shares the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 has the strongest engagement and linkage in this set (high discussion and inbound refs), so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most centrally connected open issue here and is the best single representative, even though the cluster itself is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different failures in unrelated paths: Qwen recurrent-state caching vs Whisper batch decoding." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention init/post_init, but one is a generic v5 custom-model init break and the other is a patchtsmixer-specific post_init policy issue." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to flash_attention sinkless-model crashes." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are separate API bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend installation/import coverage for tensorflow vs a missing import_utils symbol are different issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during Adafactor+DeepSpeed training is unrelated to a Llama model-loading regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM and token-embedding reinitialization in post_init are different code paths and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver image-resolution handling are unrelated bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer memory usage is unrelated to TrainerState token-count bookkeeping." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden-states not returned and ModelOutput key assignment are different bugs, not the same fix." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantized offloading issues are separate subsystems." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss classification are unrelated problems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API mismatches, but they concern different models and different attributes." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Path-with-trailing-slash warning is unrelated to Qwen recurrent-state reset behavior." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric label truncation are separate runtime paths." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to chat-template crashes on tool-call messages." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden-states output and torch.compile attention-kernel branching are different issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug and tokenizer-loading failure are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they target different failure modes and root causes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failure and a bare-except in Fuyu tensor conversion are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1.0 and missing tensorflow_text backend registration are different issues." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama model loading breakage and GenerationMixin import failure are separate v5 regressions." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint content are related only loosely, not the same concrete bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and documentation references to removed pipelines are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM and CustomTrainer.compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat-template tool-call handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config structures, but one is a Gemma3TextConfig API discrepancy and the other is text_config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and eos_token_id config inconsistency are separate bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized model artifacts and loading the wrong custom module after save_pretrained are different persistence bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45584", + "issue:45803", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:44190|issue:44496", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:42617|issue:43575", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:43575|issue:43742", + "issue:43316|issue:44877", + "issue:16998|issue:22355", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43295|issue:44871", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "662be8164214055412d6c9a2181e50ab6eb02cdc6a9f51b5d33da4363a7d8c27", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35557, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issue reports, mostly about model loading, processor/config regressions, and assorted runtime errors. The soft-similarity links are largely superficial and do not describe the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the reports are too heterogeneous. If one representative must be chosen, issue 43295 is the closest fit because it is a concrete v5 regression involving processor/model API behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best representative issue in this set: it is specific, clearly actionable, and exemplifies the kind of v5 regression seen across the cluster without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch; different root causes and code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config fields being lost or reset, but one is trust_remote_code missing fields on load and the other is GPTNeoX rotary_pct persistence; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python parsing/import error in TorchScript vs DeepSpeed ZeRO3 deque underflow; unrelated failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles are not semantically related; one is a nonspecific data request, the other is a Gemma pipeline roundtrip/tokenization bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in an example script vs config/model-type recognition for a specific checkpoint; different layers and causes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top-k pipeline output shape change is a pipeline behavior bug; the other is an import-time missing PyTorch dependency error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is processor/tokenizer API breakage and the other is an incorrect pipeline error message; not the same code-path problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention SAM 3/video-related behavior, but one is a dummy Conv2d in a decoder and the other is a CUDA OOM during video inference; not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; separate runtime pathways and symptoms." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running a parallel script versus loading a large model with tensor parallelism; both involve execution issues but not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash share a family, but the failures occur in different APIs and inputs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated model-specific regressions." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance for patchtsmixer is a model config/design issue; non-persistent buffers filled with junk is a broader v5 initialization regression." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are different tokenization/generation bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a very large Qwen2 model with tensor parallelism is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/API issues, but Gemma3TextConfig mismatch and strict config blocking granite_speech loading are distinct schema-validation problems." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken and janus generate_images test failure are different model families and different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying bug and Ministral-3 FlashAttention failure are both model-family issues, but they target different defects and code paths." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing KeyboardInterrupt in Fuyu tensor conversion is unrelated to Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and Qwen3.5 recurrent states resetting with cache are both cache-related, but they affect different mechanisms and implementations." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline choosing image processors and SAM3 vision encoder missing an attribute are separate video/image pipeline bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and API surfaces." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are both training bugs, but they affect different parts of the training loop." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading, while the other is an unrecognized model/config.json issue; related to loading but 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": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43646", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45987", + "issue:46050", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:32090|issue:35141", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:44534|issue:44913", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:44464|issue:45563", + "issue:43827|issue:43994", + "issue:44521|issue:45381", + "issue:35141|issue:42490", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:44933|issue:45362" + ], + "prepared_review_unit_hash": "5ac205a76f4496b5de905680295bc0b12a20d08cec79abd4065541823b5d4641", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not duplicate-heavy: the items are mostly unrelated Transformers bugs spanning config reloads, multimodal regressions, serving errors, and import/path issues. No soft pair looks like the same concrete underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set, covering a v5 initialization regression that is thematically closer to several other v5-era breakages than the narrower model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue for the cluster because it is high-level and captures the general v5 custom-initialization regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config-related behavior, but one is a general custom-model init regression and the other is GPTNeoX rotary_pct not persisting on reload; different bug paths." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and quantized save/load breakage are separate model state/config issues with different failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only finetuning." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization after resizing embeddings are distinct training/model-init bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to an undefined tensorflow_text backend mapping entry." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "One is a TensorFlow/tensorboard backend installation issue; the other is a missing import-utils availability helper." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty transcription after align_special_tokens are different subsystems and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field handling in Beit semantic segmentation is unrelated to custom module loading after save_pretrained/from_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and a missing _tokenizer attribute in Gemma4Processor are separate crashes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate and Whisper failing on empty transcription are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated model config issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure and Qwen3.5 flash-attention generation problems do not share the same concrete code path." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and missing load-balancing loss when output_router_logits=False affect different model components." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reload are unrelated v5 behavior regressions." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and a tied-weights warning wiring dt_bias are different model-specific issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading a specific multimodal model checkpoint are different failures." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image generation test failure and removed Sam3LiteText auto-mapping references are unrelated CI/model issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "The v5.3.0 video-input regression and serve KV-cache continuation crash involve different code paths and symptoms." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing/IndentationError in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a generation correctness bug, not a stale warning issue." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical results via AutoModel/pipeline are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and wrong vision_position_ids for Qwen2.5-VL video inputs are both multimodal, but they are distinct defects." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and trailing-slash import warning on local model loading are unrelated issues." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and the 2^24 category limit runtime error are different failures with no shared code path." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are separate vision-model problems." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing KeyboardInterrupt in FuyuBatchFeature and StaticCache.get_seq_length returning a tensor instead of int are unrelated utilities bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils and Qwen3.5-35B crashing with transformers chat are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:46082|issue:46121", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "4163662f1e8ab26bd89da62b6c26aac57c5456c9062faf35b0aca7e4185d0683", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a loose semantic cluster of many unrelated Transformers bug reports. The only coherent mini-cluster is import/export regressions, but the soft pairs are still not true duplicates, so I reject all soft edges. issue:36246 is the best representative of the import-error subcluster.", + "confidence": 0.67, + "canonical_issue_reason": "issue:36246 is the clearest hub for the small import/export regression subcluster: it is a concrete missing-symbol import failure and is the closest match to multiple other import-error reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36246 is the most representative issue in this set because it is specific, user-visible, and the strongest center of the import-related soft-similarity group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different failures: a SwitchTransformers config bug versus a Python 3.13 import/parsing error in DebertaV2." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are model/config regressions, but they affect different code paths and different symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility failure is unrelated to the DebertaV2 indentation/parsing import error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to a local dataset loading problem in an example script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import-utils symbol." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve configs, but one is about post_init allowance and the other about strict loading of granite_speech; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer selection from repo and list_repo_files revision forwarding are different API bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen-family saving/training behavior, but they are distinct bugs with different failure modes." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Config creation bug versus image-classification dataset loading; no shared underlying defect." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement in XLNet and a bare-except in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI breakages, but caused by different test/code issues in different modules." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to dataset loading with no-trainer image classification." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription failure are different model-specific issues." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-param JSON list handling are distinct config-validation bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resizing." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are different environment issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is default-init handling and the other is strict field preservation; not duplicates." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules, so they are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit and Whisper empty transcription are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The issue text is too generic for duplication, and the audio feature bug is unrelated to the placeholder issue." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are different import-path problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow missing from a torch install and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "NER/padding crashes in LayoutLMv2Tokenizer are unrelated to KV-cache continuation indexing." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline misrouting and a notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are missing-import reports, but they target different symbols and different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and incorrect save_pretrained checkpoint content for Qwen3.5 are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch-version compatibility failure and the other is an incorrect version guard for a different import path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:38175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45335", + "issue:45372", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:45372|issue:46234", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44075|issue:44368", + "issue:43824|issue:44933", + "issue:43381|issue:45593", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44521|issue:45325" + ], + "prepared_review_unit_hash": "83f7ecd3c6c4210cd6ed460e1801a3e4739d218c94e53aa185b912780ece55fe", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-pair suggestions are mostly false positives: they span different models, subsystems, and failure modes. I would not merge any of these pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different bugs in unrelated models: SigLIP2 zero probabilities vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature-extraction bug are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading problems, but they concern different failure modes and models; not the same code-path bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs stale Sam3LiteText references in auto_mappings/CI; different issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific load failures (GLM-4.7-Flash vs Phi-4 multimodal), not one underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a different regression from cache-path collisions." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs a specific model-loading failure; no shared concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings CI references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs resize_token_embeddings not updating decoder embeddings; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is distinct from FlashAttention failures in Ministral-3." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing-import regressions in different utilities and model families." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading error is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is a specific s_aux=None AttributeError in sink-less models; not enough evidence of the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a tied-embeddings warning are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is not the same as a removed image_utils export." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint regression are distinct bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A pipeline docs/behavior mismatch does not match an unrecognized-model loading failure." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue title is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support issue vs generic dependency issue; not the same root cause." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config vs failure to unwrap text_config in composite multimodal configs are different loading problems." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when output_router_logits=False is a different bug from mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and Qwen2.5-VL rope-index scaling are different 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": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44351|issue:45278", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44623|issue:45397", + "issue:45600|issue:45712", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:43065|issue:44898" + ], + "prepared_review_unit_hash": "70ee55981bd3cb48ca4d4b9128ac3c0151749d7a1c9039c0a718e2b9ae49e93f", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired issues cover unrelated bugs across tokenizers, model loading/saving, processors, docs, deepspeed, and quantization. I do not see any pair that is clearly the same underlying defect or change, so none of the soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Distinct regressions: BLIP2 dtype persistence vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen variants and different code paths: model loading vs save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor selection bug is unrelated to remote_code model breakages." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Too vague on the left and a specific PEFT version bump on the right; no clear same bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs in different subsystems: video pipeline processor lookup vs Gemma4 device-mismatch during forward." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but model-specific DeepSeek wrong tokens and Granite wrong token IDs are not the same concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression and DeepSeek tokenizer output regression are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example with errors and the other is a pipeline API documentation mismatch." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but the specific missing HybridCache symbol does not match the broader upgrade breakage." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely unrelated: torch flex_attention compilation vs TensorBoard/TensorFlow backend installation issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and PEFT version pinning are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL MoE loading vs GLM-4.7-Flash test loading." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Generic filler issue vs AttentionInterface.register behavior change; no shared code-path defect." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json is different from Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to the generic dependency issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a different bug from AutoTokenizer ignoring tokenizer.json at load time." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is device-dependent lm_head serialization, the other is resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and long-ocr index error in Kosmos2.5 are different bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized offload loading failure are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same issue as Gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but they touch different files and problems." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slower filtering after upgrading Transformers are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed + Adafactor OOM and optimizer.step being called twice are not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver image-classification resolution handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:43441|issue:44683", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43824|issue:43976", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "199848d52df288fccbd345f521a70152f6f552b2e1c116547d674b3edc09ec7b", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35158, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regression reports across different model families and subsystems; none of the soft pairs look like true duplicates. No PRs are present in the set. The strongest single issue to represent the cluster is the open multimodal apply_chat_template bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the best representative here: it is open, detailed, reproducible, and has the most active cross-reference trail among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most actionable issue in this set because it has a concrete multimodal repro and ongoing discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs: one is an MLA layernorm config precision issue, the other concerns torch.split return values in a GLM MoE indexer." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated subsystems and symptoms: tokenizer AttributeError vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward failure are different problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are model-quality regressions, but they affect different models and code paths: CamemBERT MLM vs Deepseek tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package/backend install issue versus Python-version compatibility regression; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure in a specific model is separate from compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default and the other is an assistant mask bug for multimodal inputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different loading failures for different model families and APIs; not one underlying tokenizer issue." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline argument is not the same as incorrect model outputs in SigLIP2." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "One is cache handling during chunked prefill, the other is CLIPVision hidden_states behavior; different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 from_pretrained under ZeRO3." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing exported model class and Python version compatibility are unrelated issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention missing backends/names, but one is a sentence-transformers import NameError and the other is an undefined tf backend installation issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing config attribute in Llama4 is not the same as GLM-4v loading failure." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs text and slow import behavior are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a config object is different from missing fields when using trust_remote_code in AutoConfig." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor fails for a different reason than the Python-version regression." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A storage-type lookup error is a different failure mode from Qwen3.5 chat crashes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Console ANSI formatting and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer handling and Gemma-4 zero3 loading are distinct failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is LoRA compatibility across versions and the other is a model-loading regression in v5." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance is unrelated to unrecognized model config errors." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss and D-FINE auxiliary losses are different loss-path bugs in different models." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "A sliding_window issue in Qwen3-MoE is not the same as Qwen3.5 chat crashing." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and fbank feature extraction are separate audio/video pipeline issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:45987|issue:46082" + ], + "prepared_review_unit_hash": "9c50f6ebf8290cd6219c885203dcd517ff57d6c0f3fe9c6334b28c044f21f891", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they share superficial keywords or broad subsystem overlap, but not the same concrete bug/change. No PRs are present, and the issue set is heterogeneous rather than one duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated regressions, import errors, config mismatches, and performance/docs issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the broadest internal code-path bug in the set and the closest thing to a representative anchor, but it is not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems and symptoms: Beit image processor label handling vs unsafe sys.modules access." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos_token_id inconsistency are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports in different modules; not the same underlying failure." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5 VL image processor import error is unrelated to missing HybridCache export." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and pytest-xdist file race are separate code paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/position_ids error vs data-filtering slowdown are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError on Qwen2.5 VL is unrelated to DeepSpeed ZeRO3 BertModel index failure." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and AMP image-loss crash are different model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removed is_torch_fx_available breaking trust_remote_code are unrelated regressions." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron FA2 support error is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs mismatch has no overlap with unsafe sys.modules access." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are different problems." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug is unrelated to import slowness." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription handling are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and ZeRO3 deque IndexError are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are distinct issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict-config field and text_config unwrapping for composite Qwen configs are different failures." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but they target different models and missing fields." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking are separate bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv2d and sam3_video vs sam3_tracker warning are different model issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings and Qwen3OmniMoe video ValueError are not the same failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:43673|issue:44734", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "204ad39764be03a2e0143df14ef0961f452be68b4073254ebe24f186ce3b822b", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37210, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer, generation, multimodal, DeepSpeed/ZeRO, save_pretrained, docs, and model-specific regressions are all mixed together. None of the soft pairs look like the same underlying bug/change, so I reject all proposed merges.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45229 is the strongest standalone anchor in the set: it has by far the most discussion activity and a clear high-impact, concrete failure mode (Gemma4 multi-GPU CUDA OOM).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best overall representative because it is the most actively discussed and most clearly actionable report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression for Qwen models and a Windows/ROCm import dependency error are unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied weights/embedding behavior, but one is a device-dependent serialization bug and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained failure is not the same bug as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "HF_HUB_OFFLINE cache loading and Gemma4 multi-GPU OOM are completely different code paths." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat-completions request validation and Gemma pipeline token roundtrip failure are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque IndexError and stale Sam3LiteText references in auto_mappings.py are different problems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated model/config issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model regressions." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass and flash_attention s_aux=None AttributeError are different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a flash-attention generation correctness bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma tokenizer roundtrip failure do not share the same root cause." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights warning and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows/ROCm import failures are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation cache, but one is missing cache during chunked_prefill and the other is wrong tensor indexing in serve continuation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation and a torch.distributed import/type error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are different serialization issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec handling regression are model-specific tokenizer bugs with different causes." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but sync_gpus/_update_model_kwargs_for_generation and chunked_prefill cache absence are distinct paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are too generic and not the same underlying issue." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrading Transformers and double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save_pretrained files is unrelated to optimizer.step being called twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and inference slowdown are different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder generic bug report does not match a specific Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 compatibility and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and wrong vision_position_ids in qwen2.5-vl video input are different model bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing attribute in SAM3 vision output is not the same as trust_remote_code AutoConfig field loss." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:45406|issue:46202", + "issue:43475|issue:44661", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:43673|issue:44188", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:42222|issue:45200" + ], + "prepared_review_unit_hash": "49a8c2dccf839f939c0ab6f90b3b8d3f1812bee675b05fb2f05bcf68dae37bc9", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issue reports. The only clear duplicate-looking pair is the Qwen3.5 Moe from_pretrained failure (#45310 / #45478); everything else is similar only at the subsystem or model-family level, not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the strongest canonical issue because it is the earlier, more complete report of the exact Qwen3.5 Moe from_pretrained error that also appears in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it anchors the only true duplicate pair and has the clearest, most specific bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch ImportError and the other is a hang while loading Sentence Transformers; different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior settings and InternVL2 meta-initialization compatibility are unrelated problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute failure and Gemma pipeline roundtrip on '\u2581' are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 VisionEncoderOutput attribute error and add-new-model-like/tokenizer mapping logic are not the same code-path issue." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but they concern different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are distinct problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 Moe, but one is a missing config field in a vision config and the other is a from_pretrained loading error; not enough evidence they are the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and partial-batch pipeline result dropping are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained error and the other is a missing deepstack_visual_indexes field; different underlying defects." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated failures." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache handling after sync_gpus and attention kernel branching under torch.compile are separate generation/runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they affect different exported symbols and code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are the same title, but the later issue is a repeated report rather than clear evidence of one shared underlying bug fix target from the available text." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and Qwen3_5 image infinite loop are different symptoms and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 Moe from_pretrained error are different concrete bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained MoE are separate FP8 issues." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are both import problems, but not the same missing object or fix." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe on transformers 5.0 and Qwen3.5 Moe from_pretrained error are different release/model compatibility problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation keyword update behavior and janus image-generation test failure are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and attention kernel divergence under torch.compile are different generation-path issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow missing from a torch-only install and leftover dummy PT objects leaking without torch are packaging/configuration issues, but not the same one." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and xdist race in testing utils are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained preset loading and xdist race are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding mask mismatch and MoE load balancing loss omission are different model bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow packaging and image_utils import/export are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior change and missing BOS/EOS insertion in a tokenizer are different tokenizer issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46209", + "issue:46231" + ], + "soft_pairs": [ + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:30333|issue:33290", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43122|issue:46209", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:22355|issue:28282" + ], + "prepared_review_unit_hash": "cdc511341d9b672f8aa5b804e5a2788d041b890c5ff362aa2eaf320d9ff8aabe", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate group; it mixes unrelated import, tokenizer, training, multimodal, optimizer, and documentation issues. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no single representative bug that safely covers the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility failure vs a nonexistent import from image_utils; different modules and causes." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization during post_init; unrelated code paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype mismatch in eval vs DeepSpeed ZeRO3 deque error; different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization bug vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default handling vs ModelOutput key assignment; different components." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs vs optimizer OOM in DeepSpeed; unrelated runtime problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs Granite token-id regression; both tokenizer-related but different concrete bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; different missing symbols." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for one tokenizer; different tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior vs Deepseek incorrect tokenization; not the same regression." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch method vs old InternVL2 meta-init incompatibility; different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup change vs Kimi codec-handling regression; separate tokenizer problems." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve vs auto_docstring annotation crash; unrelated subsystems." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not a duplicate." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer arguments ignored vs docs typo about parameter name; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug vs DeepSpeed optimizer step called twice; different code paths." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; both model-specific but distinct defects." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer behavior change vs Pegasus v4/v5 output difference; not the same underlying issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump problem vs leftover dummy classes; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different features." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs dummy classes leaking into dir(transformers); unrelated cleanup problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch vs DeepSpeed optimizer step duplication; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default vision/audio config initialization vs non-persistent buffers filled with junk; different mechanisms." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained issue vs processor.save_pretrained missing files; both serialization-related but not the same artifact or bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting vs Llama 3.2 Vision model loading break; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy problem vs processor.save_pretrained missing files; different subsystems." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting issue vs Trainer compute_loss signature mismatch; different training bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting vs embedding reinitialization; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import dependency vs MLflow job reporting; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency; both import errors but different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44190", + "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:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:44190|issue:46082", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:44514|issue:45103", + "issue:43723|issue:44991", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "5b29b6cfbc66bca23c004b001ea0a4e70700d849e292cea346d74d1c5087c3b2", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges from these pairs. Most are unrelated regressions or import/config issues, with a few tokenizer-loading reports that are similar in theme but not clearly the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43723 is the broadest, most representative report in the set: a generic v5 tokenizer-loading failure. If one issue must anchor the tokenizer-related subset, it best captures the shared symptom surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best standalone representative because it is broad, user-facing, and closest to a cluster center; the other candidates are mostly more specific or different in failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Different areas: local dataset loading vs LlamaConfig validation." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression is unrelated to explicit head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model loading behavior, but one is tokenizer loading and the other is flash-attention generation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids differs from processor.save_pretrained file omission." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained failure is unrelated to shard-size discussion." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility and incorrect visual encoder keys are different save/load problems." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer-loading regression is not the same as eos_token_id config inconsistency." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same module family, but split-return behavior and missing ReLU are distinct concrete issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code checkpoint meta-init failure." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers load hang and zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template padding crash is unrelated to annotation introspection in auto-docstring." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the specific model failure is not enough to confirm the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Quantized saving failures, but different quantization paths and symptoms." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout/init." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading, but the specific tokenizer-class failure is not clearly the same regression as the generic v5 issue." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained error are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default vision/audio config initialization is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split semantics and docstring text are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different FP8/VL regressions." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping bug is unrelated to BOS/EOS insertion regression." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing hub helper is not the same as a broad multi-import regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44464", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43232|issue:45593", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:44671|issue:46132", + "issue:42371|issue:44263", + "issue:43646|issue:46002", + "issue:43122|issue:44521", + "issue:44295|issue:44297", + "issue:44188|issue:44373", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43122|issue:44514", + "issue:43408|issue:43475", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "05c7965dd3395fb4bce3411cbb18a6e1d49e210dcef6cdb8e2ac5a079bd4987a", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not duplicate-coherent: most items are unrelated point bugs or broad release regressions, with only weak lexical overlap. No soft edge looks like the same underlying change or code-path bug.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the few version-upgrade/import-regression reports, but there is no strong true duplicate center in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall stand-in because it is the most general user-facing regression report; the rest are mostly unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-kwargs bug vs D-FINE auxiliary-loss behavior; unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import vs tokenizer spacing regression; no shared underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs multimodal infinite loop; different model/features." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs LlamaConfig validation; not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding; separate loading failures." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning; different model-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs missing nn import in sentence-transformers integration; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs AttentionInterface.register behavior change; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs GlmMoeDsaIndexer split handling; unrelated subsystems." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage vs NaNs in classification heads; different failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output changed across versions vs chat-template multimodal masks; not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer read error vs tokenizer_class mismatch on save; no shared code-path." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs docstring typo; clearly unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Model loading hang vs Mac bus error on CLIP; both load-related but different concrete bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding vs apply_chat_template crash on tool-call messages; different processors." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layer precision/config bug vs docstring issue; no duplicate relation." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models vs pipeline-parallel output mismatch; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs failure to load a specific model; different tokenizer/model problems." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs sync issue vs recurrent-state reset in modular_qwen3_5; separate generation bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references; unrelated breakages." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression vs pipeline parallelism output error; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is only one possible symptom of a broader import-regression report, not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failure vs invalid GenerationConfig for GLM-5; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization difference vs batched chat-template crash; different components." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning vs missing fpn_position_embeddings attribute; same family but not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; unrelated template/tokenization paths." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returning empty classification results vs Gemma 4 mm_token_type_ids defaulting; different models and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal instruct; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation discussion; not 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": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:43906", + "issue:45216|issue:45478", + "issue:43784|issue:45446", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42673|issue:45072", + "issue:43493|issue:45753", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:43976|issue:45446" + ], + "prepared_review_unit_hash": "f0b911f58c084aac2a6e42febf447e4d39fa5711111a4a4e4b1b69d174d505cf", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35105, + "estimated_input_tokens": 8777, + "estimated_eval_tokens": 17810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: most pairs only share a subsystem name (tokenizer, import, Qwen/MoE, training, etc.) but describe different bugs or code paths. I found no true duplicate PR-style matches, and none of the soft edges are strong enough to accept as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44038 is the best representative of the cluster\u2019s densest real subtheme: a concrete Qwen/Transformers 5.x regression with multiple nearby soft matches, while most other items are isolated or orthogonal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44038 is the most central and actionable issue here; it has the clearest concrete bug report and the strongest adjacency to other Qwen/MoE regression reports, even though they are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: Qwen3-VL-MoE/Transformers 5.0 regression vs tokenizer save_pretrained class-name mismatch." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL-MoE bug vs position_ids buffer read error." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing regression vs Sentence Transformers loading hang; different symptoms and components." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different save/load bugs: dequantized save_pretrained failure vs gguf_file model/tokenizer loading breakage." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script returning empty multi-label results; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-MoE Transformers 5.0 issue vs FP8 save_pretrained on MoE; different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different symbols/packages; not the same broken API." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The titles point to different tokenizer/regression reports; no evidence they share the same concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention version-check bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different packages/symbols and different root causes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate vs incorrect output under pipeline parallelism; different problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package backend dependency issue vs Python 3.14 load failure; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading vs bfloat16 dtype mismatches in inference; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal model bugs: SigLIP2 discrepancy vs Qwen3_5 image infinite loop." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing state in UMT5Encoder vs AutoProcessor kwargs not forwarded; unrelated loader paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "v5 tokenizer decoder-type regression vs Deepseek tokenization regression; same area, different bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different issues entirely: missing onnx module vs LayoutLMv3 box-validation message clarity." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled file import/runtime errors vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad report of many import errors after upgrade." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config invalidity vs RoPE implementation discussion; different bug surfaces." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix vs NaNs in classification heads; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; different models and paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance vs missing multimodal processor method; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue vs incorrect PyTorch version gate for AuxRequest import; different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178" + ], + "soft_pairs": [ + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:42617|issue:45341", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:43408|issue:43742" + ], + "prepared_review_unit_hash": "25ca9e2a566e5d01e89b5576124838c66c4fa64a6d36431b5bd1b5dbc34db3b4", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues spanning different models, APIs, and subsystems. The soft pairs share only broad topical overlap, not the same concrete bug/change, so none should be merged as duplicates. No pull requests are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42673 has the clearest, most reproducible bug report and the highest signal as a representative issue; the rest are unrelated bugs across different models/subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest standalone issue here: it describes a concrete VRAM leak with an explicit multi-dataloader-thread repro and active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: VitPose model breakage vs Ministral-3 FlashAttention import/runtime issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated bugs: ignored SGD args vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family but different code paths: save_pretrained key serialization vs from_pretrained loading error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different symptoms; no evidence of the same underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script empty results vs pipeline() error-message regression are distinct issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe helper logic vs flex_attention version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer-state bug is unrelated to GenerationMixin cache missing in chunked_prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both generation-related, but invalid GenerationConfig and stale warning behavior are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer correctness bugs, but for different models and different outputs (offset mapping vs general results)." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling vs flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention behavior bugs in different models; not the same code-path problem." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline references are unrelated to the flex_attention PyTorch version-check bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction of another issue (#38071); no evidence it matches the VRAM leak in 42673." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs AutoProcessor dependency crash; different underlying causes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation, but GLM-5 config validation and Qwen3.5 flash-attn generation are distinct issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different rc/v5 type-check regressions affecting separate loading paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads on checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Release/versioning concern for PEFT is unrelated to the flex_attention import/version bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: mapping lookup vs Mistral regex patch crash." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model regressions and a tensorflow_text backend-mapping error are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and a pytest-xdist captured_info.txt race are not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.x model loading failures with different missing keys/errors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are separate bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not related: 3d_parallel.py execution failure vs a testing_utils bug." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset_mapping bug in Qwen3 tokenizer is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning mismatch and MobileLLM loading key error are different loading issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46123", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:38617|issue:44220", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:42222|issue:45542", + "issue:43066|issue:43122", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43931|issue:44410", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43673|issue:46123", + "issue:45003|issue:45341", + "issue:44933|issue:46231" + ], + "prepared_review_unit_hash": "d50336346211ff9835fe3dfaa4db0bdd7b55436546251d47178e3aabce863d61", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37145, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of Transformers v5 regression reports, but most items are distinct bugs affecting different APIs/models. One likely duplicate pair is the tokenizer-regression report pair.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it describes multiple import regressions after upgrading to 5.5.0, making it the most representative issue for this cluster's theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global anchor because it is broad, clearly user-facing, and closest to the cluster\u2019s recurring v5 import-breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different problems: TF32 API warning behavior vs a missing config field causing precision errors in MLA." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Unrelated symptoms and code paths: local-path import warning vs Qwen3ForCausalLM VRAM leak in dataloader threads." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading failure for granite_speech is not the same as a documentation mismatch in set_training()." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size default discussion is unrelated to a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config errors, but they target different failures: invalid GenerationConfig vs missing model_type in config.json." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different areas: vitpose model breakage vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same tokenizer-regression in Transformers v5: a wrong decoder/type change causing different tokenization output." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Related import-breakage theme, but 44933 is one specific import while 45278 is a broad upgrade report; not clearly the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior controls and FineGrainedFP8 accuracy are different precision topics with different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow-in-pip-install packaging issue and vitpose model breakage are separate problems." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is SGD args being ignored and the other is an optimizer step being called twice with deepspeed." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related loading/model-shape issues; not the same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as Blip2 dtype fields staying float32 on load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache behavior during chunked prefill is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and missing rms_norm_eps in MLA are different model-specific config/API issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed tie_embeddings option is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and missing TensorFlow backend are unrelated regressions." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-operation bugs in different model code paths; no clear shared root cause." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Different warnings and different model paths: bfloat16 compile warning vs sam3_video/sam3_tracker type mismatch." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model architecture/load errors." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different bugs despite both mentioning Qwen3.5: one is about shard size defaults, the other is a from_pretrained loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different issues and code paths." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related loading issues, but the model families and failure modes differ enough that they do not look like the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to PreTrainedConfig type-checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file breaking from_pretrained are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing and partial-batch result dropping are unrelated generation/pipeline bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a test utility bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import-from-image_utils failure and a docs parameter-name mismatch are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue:45278 is a reasonable broad umbrella for the cluster\u2019s v5 import-regression theme, and the one accepted duplicate pair (issue:43066 / issue:43122) is plausibly the same tokenizer regression. The other soft-edge rejections are generally cautious and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43352|issue:43976" + ], + "prepared_review_unit_hash": "578b9cdd520aec8917a908356b614511c87a1b6a36949fd60e58a3cf69d65361", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37732, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft-similarity links do not indicate true duplicates. The issues span unrelated import errors, model-specific bugs, config warnings, and backend behavior changes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the set is too diverse and the proposed soft pairs are not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:43986 is the most self-contained and actionable, but it is still not representative of the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different problems: AutoProcessor video-model loading vs a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping fallback logic is unrelated to a physical-intelligence model load failure." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM models, but they are different code paths and failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard size behavior." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but for different models and unrelated config issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/load failures affecting different processor stacks." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different tensor/implementation issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE/config precision concerns with no shared code-path." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removal of an API flag is unrelated to quantization save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag is not the same bug as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to Liger kernel application in model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and different failure sites." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to tokenizer mapping fallback assumptions." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next is unrelated to a dropped config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different missing components; not the same underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed API flag and quantized offloading behavior are not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both touch kwargs handling, but one is AutoProcessor caching and the other is auto_docstring annotation parsing." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading with missing torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing model export/import symbol is unrelated to a video AutoProcessor loading crash." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python version support failure is unrelated to an unknown backend name error." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to the referenced reproduction issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific problems." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weights is unrelated to the save_pretrained shard-size default." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch precision warning during bfloat16 compilation is not the same as a compile+SDPA model failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation error messaging and Pipeline save_pretrained are different behaviors." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different models and unrelated causes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save/load problems are unrelated to an infinite loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving models/pipelines, but not the same code path or defect." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support check for Nemotron is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to the deepseek-v4 tensor transpose issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support and Python version compatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45479", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46209" + ], + "soft_pairs": [ + "issue:43792|issue:46123", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44380|issue:46132", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:45698|issue:46172", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:36683|issue:44077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43867|issue:45216" + ], + "prepared_review_unit_hash": "1dddb39d6443b127fc569075278c664cd4d79eca67cdf3e78391ffcf54d7e07a", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs and regressions, with some loose thematic overlap around loading/saving and v5 API changes. None of the soft-edge pairs look like the same underlying defect closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45698 is the best representative umbrella for the set because it is an active, broadly scoped save/load regression report with follow-up discussion, making it the most useful anchor among these mixed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest single issue to keep: it is concrete, currently open, and sits in the broad save/load serialization area that overlaps the most with nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Different failures: Whisper model loading/runtime problem vs MaskGenerationPipeline partial-batch result dropping." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated code paths: attention-scaling backend behavior vs sequence-classification loss degeneracy." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and symptoms: FSDP/optimizer state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "One is backend attention scaling, the other is AttentionInterface registration semantics; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat APIs, but one is server/request validation and the other is VL processor batching with padding=False." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different models and defects: xLSTM training blockers vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE/FP8 saving/loading, but one is FP8 save_pretrained and the other is Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute error and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compiler-related, but one is a warning during bfloat16 compilation and the other is a hard flex_attention failure on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Import-warning-on-path-slash is unrelated to the bfloat16 precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different packages and different call sites." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they affect different outputs: attentions missing vs hidden_states not returned." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Similar model family, but one is a general v5 bug report and the other is specific FP8 inference support." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import failure for a config utility vs local_files_only still triggering API requests; distinct paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression is unrelated to GPT-2 attention-scaling backend behavior." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module mismatch is unrelated to a DeepSeek V4 tensor transpose/dtype bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-template failures: server request rejection vs assistant messages with tool calls and no content." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are different models and different bugs, so not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression is distinct from a generic state_dict-sorted load error." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Unrelated model/config attribute issues in Gemma3 vs SAM 3 Video." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type regression and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resize-token-embedding propagation and bidirectional-attention masking are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models and saving Pipeline objects are different serialization problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-MoE loading regression is not the same as an infinite-loop image-specific generation bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Optional post_init enforcement in patchtsmixer is unrelated to GPT-2 attention scaling." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are different model/config issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading regression with base_model_prefix is distinct from pipeline save_pretrained failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention masking are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic sorted-state_dict load error and Qwen3.5 checkpoint save_pretrained regression are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:46077|issue:46082", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556" + ], + "prepared_review_unit_hash": "6d6d84d4fa47b4de7a29b590e7bc5669d9b1fb0cd2e54e9c38fef08a0ca0fee4", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37248, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed/open issue reports across different models, loaders, and training paths. The only clear duplicate-like pair is the import-performance reports around `import transformers` being slow.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the most specific root-cause report in the import-slowdown pair; it identifies `import *` usage and quantifies the impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall issue here because it is concrete, actionable, and has a clearly stated cause/effect pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different model/config bugs: Gemma4 attention-mask logic vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version complaints, but they describe different compatibility failures and likely different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model behaviors: Flash Attention support gate vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Similar symptom class, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different subsystems: CLIP output fields vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: missing config attribute during load vs MoE load-balancing loss omission." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading/model issues, but one is Flash Attention support and the other is a weight-shape mismatch." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading failures in different architectures and code paths." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a cache update no_grad concern; the other is broad import errors after upgrade." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering/load error is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both affect importing/compiled Python, but the causes are different (`compiled` files vs `torch.jit.script` parsing)." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different regressions: state_dict loading vs a missing Qwen3.5 vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-performance problem: one reports a concrete root cause (`import *`), the other reports the same slow-import symptom." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking breakage are distinct." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different areas: config attribute error in model load vs FSDP/PEFT optimizer-state mismatch." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky integration test due to missing seeds is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache no_grad behavior vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen-related regressions: state_dict load error vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes; both are load errors, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics and Python-version compatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions and patchtsmixer post_init allowance are separate issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch vs tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP internals, but one is attentions in output objects and the other is model-structure inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model areas and failures: CLIP output fields vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation bug and DeepseekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ test is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated tokenizer/library bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: seed initialization vs stale device override behavior." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky test issue and broken auto_mappings references are different classes of failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are load regressions after v5, but one is tokenizer loading and the other is checkpoint reload compatibility." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization OOM and checkpoint reload failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:41669 vs issue:44246, is plausibly the same import-performance bug, and the rest are appropriately rejected as distinct failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44315|issue:44360", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:44315|issue:46209", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43673|issue:44492" + ], + "prepared_review_unit_hash": "70631510a2c10c09bb5f9f219bb7fcc29085eba7fe51e73c12aafe96e1e24006", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38395, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes unrelated regressions across loading, imports, tensor parallelism, FP8, docs, tests, and RoFormer-specific behavior. There is no strong duplicate core, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44556 is the broadest user-facing regression here: a version-upgrade checkpoint reload failure. It is the closest anchor to the repeated loading/import-breakage reports, though the cluster is still too mixed to treat it as a true duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best representative issue for the cluster because it captures the general v4\u2192v5 loading regression theme better than the more specialized model-, CLI-, or test-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve FP8/Qwen/MoE, but one is about save_pretrained and the other about tensor-parallel plan/loading; different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both touch test reliability, but one is missing set_seed in a specific SAM HQ test and the other is a generic testing_utils bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env-command breakage and AttentionInterface.register behavior are unrelated code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/Layer update no_grad decoration and Sam3PixelDecoder dummy Conv2d are different implementation issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance slowdown after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a from_pretrained error; not clearly one underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on training failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation after sync_gpus are different generation-path bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3_5Moe issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and documentation confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained are different failures." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-patch helper in GLM46V are distinct bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but one is Qwen3VL MoE-specific and the other is a general checkpoint reload issue." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage and an unrelated placeholder issue have nothing in common." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bug are different training issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are different breakages." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init behavior and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and inability to save Pipeline objects are different API failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading regression are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hugging Face Hub import error and broken env CLI command are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is the env command and the other is PretrainedConfig type checking; too broad to merge." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and Qwen2_5_VLForConditionalGeneration import failure are separate issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not one concrete bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion around model.forward and an import error for layer_type_validation do not match." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different package-regression causes." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env CLI in v5 and Python 3.14 load failure are different environment issues." + }, + { + "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 and placeholder issue are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init and FP8 inference on B200 are different acceleration-path bugs." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing kwargs forwarding and the other is attention-interface usage; not the same concrete bug." + }, + { + "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 reduce_labels bug are different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked_prefill and a typo in cache strategies are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44492|issue:44945", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "aa177d43b6779880f364b76d0e5e7a6f727f368ec0968b854bfbe0793959b401", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39058, + "estimated_input_tokens": 9765, + "estimated_eval_tokens": 19786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions, model-specific failures, docs issues, and import/lazy-loading complaints. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the best umbrella representative: it clearly captures the broad v4.57 -> v5.5 upgrade breakage theme with concrete import failures, which is closer to the cluster\u2019s common regression pattern than the more generic complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest standalone issue in this set because it is concrete, versioned, and broadly representative of the v5 compatibility regressions seen elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are user complaints, but one is a specific chat crash for Qwen3.5-35B and the other is a vague \u201ctoo many models\u201d regression report; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files vs an unlabeled generic bug report; no concrete shared code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard/TF backend error are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-VL/Moe problems: one is a bug report, the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request is not the same as asking for a weight conversion script." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction is distinct from unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output failure and PretrainedConfig type-checking breakage are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command and checkpoint reload incompatibility after upgrade are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL-ish behavior, but one is bounding-box output failure and the other is an infinite-loop on a specific image." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, not the broad generic v5 breakage complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance concern is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-related, but one is checkpoint reload incompatibility and the other is remote-code meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_id regression is model-specific and not the same as the generic \u201cbreaks too many models\u201d report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same issue as broad v5 model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration warning and cache-strategy typo do not share a concrete bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "They are both broad v5 complaints, but 45278 is specifically about import errors after upgrade while 45850 is a generic summary; too vague to treat as the same bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from star imports is unrelated to failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy-loading failure are different symptoms with different likely fixes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video vs sam3_tracker model-type warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough and scheduler kwargs handling affect different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error and a generic bug report do not line up as duplicates." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bounding-box hallucination/output problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility issue and Qwen3-VL output bug are different." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` command breakage and scheduler kwargs omission are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Both are API/compatibility complaints, but one is scheduler kwargs being ignored and the other is type-checking breakage in PretrainedConfig." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Star-import performance issue is not the same as missing HybridCache export/import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown from star imports and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support regression is not the same as broad model breakage after v5." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support mismatch and missing Qwen3_5ForCausalLM import are distinct issues." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box errors and Qwen3.5 Moe from_pretrained failures are different model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys AttributeError are unrelated implementation bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and inverse_sqrt kwargs handling are not the same underlying issue." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around model.forward parameters and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are different failures." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction affect different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key attribute crash are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:43704|issue:44485", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44938|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144" + ], + "prepared_review_unit_hash": "a7a13e120ffa04559eb88b88f8080e15e795111700126b36dc950124f7c36307", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40215, + "estimated_input_tokens": 10054, + "estimated_eval_tokens": 20364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy similarity around Transformers v5/model-loading regressions, but the individual issues are still mostly distinct concrete bugs. I would keep one broad umbrella issue and reject the soft duplicate links.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared v5-regression theme; the others are narrower, model-specific failures or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it captures the widest user-visible symptom without overcommitting to one specific code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; not the same underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and missing `Qwen3_5ForCausalLM` import are different failure modes." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating issue vs a specific tensor transpose bug in deepseek-v4; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are model-specific but distinct bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to a model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional/encoding concepts, but they affect different models and different implementation errors." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support is unrelated to DeepSeek-V4 weight conversion support." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation details." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage and a specific module import error are not one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to Qwen3VL timestamp computation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings issue is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files in `processor.save_pretrained(...)` are different issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different subsystems and different symptoms: processor timestamps vs model threading memory leak." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A `torch.split()` return-value issue is not the same as a Gemma audio positional encoding bug." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing `rms_norm_eps` for MLA q_a_layernorm is a different configuration precision bug." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing `HybridCache` import and missing `Qwen3_5ForCausalLM` import are separate import failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support error is a different capability check than a module import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both relate to tokenizer changes in v5, but one is behavior differences and the other is a wrong decoder type; too broad to merge." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue is not a real duplicate of broad v5 model breakage." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to tied-weights key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is a different config field regression." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow pretrained loading and a missing symbol import are unrelated failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request is unrelated to missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job status reporting and slow checkpoint loading are unrelated issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load speed and tensor-parallel training bug are not the same problem." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are distinct feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Weight initialization logic in Mamba/Mamba-2 is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type hint for `norm_eps` and tokenizer regex warnings are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore-value usage and kwargs not passed to loss are separate training bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss parameter issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Ignore-value bug and RoFormer attention-interface bug are not 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": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813" + ], + "soft_pairs": [ + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "af87c2d98c0cb76efda8787351019aa9c61b27a8e71dd39f2e2c17e46a9adcf8", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831070, + "estimated_input_tokens": 207768, + "estimated_eval_tokens": 415792 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 4303, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: model-specific norm behavior, a Mask2Former loss bug, a kwargs plumbing bug, a ModernBERT type-hint issue, and an unrelated typo. No soft duplicate pairs look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43240 is the strongest standalone bug report: it describes a concrete functional problem, has broader context, and is more substantial than the small typo/type-hint reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different problem domains: Mask2Former ignore_value handling vs a typo in a quantization attribute name. No shared code path or underlying bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "One is missing kwargs in loss computation; the other is an incorrect type hint on a config field. These are unrelated fixes." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A ModernBERT config typing issue and a quantization typo are not the same bug and would not be merged as one PR." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization, but they concern different models and different problems: Llama4 norm semantics vs ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss/ignore_value behavior is unrelated to a ModernBERT config type-hint typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "0c7fa9e24bf0f10681b8ee8c6392a2926912bfe7ac33dbd24f7cd0c24750b725", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about token truncation direction, one about ReduceLROnPlateau-style scheduler behavior, and one about Wav2Vec2 word boundary timestamps. They only share vague transformer/model-library similarity.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained request, but it is still unrelated to the other two; it concerns truncating from the beginning vs end in tokenization.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the clearest representative of a specific feature request. The other issues address completely different subsystems (LR scheduling and audio word offsets), so there is no true duplicate cluster member.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Token truncation direction vs. Wav2Vec2 word time offsets are unrelated features in different code paths." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior and ReduceLROnPlateau-like scheduling are entirely different requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduler functionality and extracting word start/end offsets from Wav2Vec2 are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "17963fde7257e6ba3811162db59985e9d67fb9eba9cf337ba3c58f5641473c4d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not describe the same underlying bug. #13244 is about Tapas tokenization output differing from TensorFlow code, #15980 is about a bad/private-model download auth error, and #16618 is a generic model-loading failure. No duplicate pair is strong enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the reports target distinct problems, so none should anchor the cluster as a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the broadest and most central of the three because it concerns general model loading, but it is still separate from the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization mismatch vs. a generic model-loading failure. No clear same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about private-model download/auth messaging, while #16618 is a public model load failure. Similar surface symptoms, different root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "213185ee568230238bfab6282a059ceffe8e472ac5758271bffccd680e7214c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related community contribution requests, but they target different features and different code paths: Flash Attention 2 support vs GGUF support. They should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is the more established and heavily discussed request, so it is the better representative issue for the cluster, but it is not the same underlying problem as 33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the strongest single issue to anchor the cluster because it has much higher discussion activity and is a clear standalone feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 architecture support versus GGUF architecture support. They involve different underlying changes and 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": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "fca16a024de5152dec7bee8a22855c9fa85c3c7ef9adb110784fa206e85fca37", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all i18n documentation-translation requests, but they target different languages. The near-identical generic-template issues are still separate translation requests rather than one underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44370 is the most central representative of the repeated placeholder-style translation requests, but the cluster is not a true duplicate set because the others are language-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44370 is the best representative issue in this cluster: it matches the common placeholder template and sits closest to the other generic i18n requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request; no evidence they are the same language or same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Different translation request; same i18n theme, but not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request for another language; not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Generic-template similarity only; still a separate translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian docs translation; distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish docs translation; distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic template issue; no same-language evidence." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request and a different generic-template request; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian docs translation; separate requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same concrete task." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian docs translation vs a different placeholder request; distinct issues." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request and another generic-template request; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian vs generic template; only broad i18n similarity." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different target languages; separate translation requests." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder-style i18n issues, but no proof they are the same language/request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Near-identical template text, but still separate issue instances without a shared concrete target." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Generic translation templates, but no same underlying language-specific task." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template vs Thai-language request; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Template-like i18n issues, but no evidence of one concrete duplicated request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Very similar templates, yet still separate issue entries without a shared language target." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai translation request; distinct tasks." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Even with identical titles, these appear to be separate issue instances rather than one concrete translation request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai-language request; not the same underlying change." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are translation requests, but for different languages and therefore 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": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "8a4218e8a2bb85ae5fb15147bf96f88ae574479712a7aa2d23a79a511ea93c53", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a duplicate cluster in any meaningful sense: the items are separate model-request issues for different architectures and modalities (vision, audio, OCR, text, ASR/TTS, sparse transformers). None of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate exists; if an anchor is needed, issue:43671 is the most active and clearly scoped request, but it is still unrelated to most of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best standalone representative because it has the clearest problem statement and the most discussion, but it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS audio support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR object detection and DEIMv2 are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support is not the same change as adding LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different code paths and model types." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR object detection and Qwen3-ASR are unrelated features." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR object detection and Qwen3-TTS are different model-support changes." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition and the sparse transformer request do not target the same code path." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions, not one bug or patch." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests with different architectures." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the OpenAI sparse transformer request are not the same concrete change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral TTS support are unrelated feature additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model-support changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like RoPE are related only thematically, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are distinct model integrations, not one duplicate change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse-transformer request target different model behaviors." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model architectures." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request do not describe the same bug or code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer support and EUPE are different architecture additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model features." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model proposals, not a single duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "ae19a7a59683d6dd8edea74075f110d708b4dbc3cd7fe9429d80c8e63a373fd4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other is a model-specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different workstreams: block decoding vs DeepSeek v3.2 support. No shared code path or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "97df14bbba65b2d79a5ba91c93fd67bbd85617e51ee3f3eca98f0010cd3cac1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (custom trainers / Trainer internals), but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear duplicate canonical; if forced to pick a representative, #43598 is the more concrete Trainer-behavior change, but the two issues remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different code paths and outcomes: `remove_unused_column` behavior versus FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "f5e23007d1df636b95d197136b5d8f2b39868c0ac6f6ce57d177091fedaa99b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both ask for additional Qwen model support), but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43684 is the broader, more general request: register Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is a better representative of the cluster than the narrower sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue to keep as the representative because it covers a larger, foundational registration gap rather than a specific downstream head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Not the same underlying bug: #43684 is about Qwen3-Omni model registration for base/conditional-generation auto classes, while #44405 is specifically about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model versions and different task heads." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "7d08e6d33e1f481121645ab8ea6e48cf9046c09dcc38593bd3da2f5816a5517c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues look like duplicates of the same report; the \"Fett\" issue appears unrelated. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical \"huggingface\" reports, so it is the best canonical issue among the likely duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the cleanest global issue candidate because it exactly matches the repeated title and predates the other duplicate-looking issues; 43835 has a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared bug details; the similarity signal is too weak to treat these as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence of the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not appear to describe the same report as the generic \"huggingface\" issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and close creation times strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; likely duplicate issue reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; likely duplicate issue reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the three \"huggingface\" issues share the exact same title, and 43845 is the earliest. The summary stays appropriately cautious by saying they \"look like\" duplicates, while 43835 has a different title and no concrete evidence tying it to the others. No PR-pair concerns apply because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "7d6037a89271f7918c5ebeb93009aaeab98a51ee8fca3466c1235bc8af90a97a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the issues are mostly unrelated spam/generic placeholders and do not describe the same bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the items do not share a concrete topic or underlying problem; they are just unrelated spam/generic issue titles.", + "canonical_pr_reason": null, + "best_issue_reason": "None is a good representative for duplication triage. If forced, 44418 is the least spammy, but it still does not meaningfully represent the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no shared concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders with no shared concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a separate generic title about Google LLC; unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they report the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated generic title; not the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated generic title; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "e28e64361d2a3b19ee2d4e063a619e68aa9eecd0a70261e574545dcb5f0023b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates: they have the same title, very similar body lengths, and only soft-similarity evidence distinguishes them.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is a good canonical choice because it is slightly earlier and has an inbound reference, suggesting it is the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative because it matches #45151 almost exactly and has a bit more thread activity/visibility.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and strongly similar content indicate the same underlying issue; this looks like a duplicate report rather than a distinct bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusion is grounded in the packet: the issues have identical titles, very similar body lengths, and the only recorded pair evidence is soft similarity. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145. The soft-edge accept is conservative enough for this evidence level." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "80aded187d4cf45f4c4f87548759ff24ca4345b6820ce846866138e3a897cd24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad 4-bit inference level, but they describe different bugs: one is a Gemma4 audio-module uint8/finfo failure, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion. Not a duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the clearer, more general regression description and is easier to use as the representative issue for this cluster, even though it is not the same bug as #45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best standalone issue because it states the configuration-triggered failure mode directly and in a reusable way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different concrete failure modes: Gemma4/audio-module torch.finfo() TypeError on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and causing an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "dd73fbf6a5c2c52db3fde06abb2442e73ba6e12fd5538bd905780957cd6fc2ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date entries with no body, no links, and no shared technical context. They should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: these are distinct entries with different names/dates and no evidence of the same underlying bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical candidate because neither contains any substantive problem description or shared context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different people and different dates; no indication they refer to the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "6747dfd42b539923a3a364f4405e89b238e8eedcb7ba819c3f4a24a1df9d5af8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only personal-name-and-date titles, no body text, no links, and no shared technical context. They do not look like duplicates or the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles are different personal names with different dates; there is no issue description or linkage indicating the same bug/request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "7e576f20079ca1183a9fef3040726efd51f04b2fb7b02be9d6c342a854d1ac9a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain two separate likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo request and does not match the DataForge feature/request titles. The evidence supports high similarity, but not explicit duplicate confirmation.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the best representative for the DataForge example-request pair because it matches 45871 closely and has slightly more activity. It should be treated as a representative of that subcluster, not as a canonical for all five items because 45872/45873 form a separate likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest issue to keep as the representative issue: it is one half of the most clearly matching DataForge example pair and has marginally more discussion activity than 45871.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a dataset bundle promo versus a DataForge financial prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset bundle promo versus the DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge theme, but the titles indicate different feature requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad domain, but not the same concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The overlap is thematic only; one is an example request and the other is a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request despite similar DataForge/finance wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is mostly grounded, but the analyst overstates certainty. The packet only provides soft-similarity evidence (even for the jaccard=1.0 pairs) and no explicit duplicate confirmation, so phrases like \"exact duplicate,\" \"clear duplicate pair,\" and \"exact twin\" are too strong. A more conservative summary would say the pairs are highly similar or likely duplicates, with 45869 not matching the DataForge request titles." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "4c764e05f6536ea4f538bbaa7ebcf37e0687bf46b235057429687ef2af6025fa", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40305, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40305, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set is mostly unrelated PRs across docs, model additions, tokenizer/processer changes, and kernel routing. Only the two `fixed_cross_entropy` patches are true duplicates; everything else should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative: it is the more explicit, issue-linked fix for `fixed_cross_entropy`, and it subsumes the nearly identical kwargs-support patch in 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative because it is a focused bug fix with an explicit issue target and near-identical duplicate coverage from 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding VideoPrism docs/model code vs adding an Executorch dynamic-shapes test. Same broad area of repo, not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions for MistralCommon are unrelated to Executorch export dynamic-shape testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API fixes and adding MobileLLM are unrelated model areas and changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are processor/model plumbing, but they target different models and different problems; not mergeable as one fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shapes testing and Mistral4 test fixes are different code paths and different issues." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition and config-resolution ordering fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model code is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill work are unrelated changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test/model fixes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and the `layrnorm` renaming cleanup are different model families and different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to chat response parsing/serve changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with the `cls.config` resolution-order bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 model/test changes and model-creation skill scaffolding are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to adding the new-model skill documentation and scaffolding." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch hub-kernel routing, but one adds a TDT loss kernel and the other adds ROCm AITER routing; they fix different integration paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Near-identical `fixed_cross_entropy` updates in the same file, same function, same issue target, and same intended behavior; these are duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted pair, 43251/43254, is well-supported as a near-duplicate fix to the same function and issue target. The rejected pairs are framed as unrelated or different bugfixes without overclaiming overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "1fcd1dc3cfcb004f4f9a11dce3846c99f5efa3995a665b82ba0ac74289665fd1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target VibeVoice but at different scopes: PR 40546 implements the base model, while PR 42781 adds a separate realtime variant plus acoustic tokenizer changes. They overlap in shared scaffolding but are not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the earlier, broader base implementation of VibeVoice and serves as the more complete anchor for the core model work.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it covers the main VibeVoice integration; PR 42781 is a later, narrower realtime extension rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files are mostly integration scaffolding; 40546 implements the base model, while 42781 focuses on realtime support and the acoustic tokenizer. They are related but not the same concrete fix/change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "31d3b90439692aff8be2b86084447d544080bfe9aa0ebff443f8aa07496c731b", + "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": "Two unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and files, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the stronger representative for this cluster because it is a concrete, self-contained model capability addition with implementation, auto-model wiring, docs, and tests; PR 40755 is a separate TimesFM feature in a different subsystem.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the best standalone PR in this cluster for triage because it has a clear, narrowly scoped code-path change and broader implementation evidence than the unrelated TimesFM PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different behaviors: TimesFM covariate regression vs DINOv3 image classification. No shared code path or mergeable combined 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": 4, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "d89925da69f8aa9c6b57c596eb341240ca11709ce7f99f4882989775973f474b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model-integration additions (DeepSeek OCR, Isaac, and Kimi2-6). They share framework wiring patterns and registry/doc updates, but not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must be treated as the representative, #45630 (Kimi2-6) is the strongest candidate because it has the broadest implementation surface and highest review activity; however, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "#45630 is the best representative PR in this cluster because it is the most complete and actively reviewed model addition, but it remains a distinct feature PR rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs scaffolding is expected and does not indicate the same code change or bug fix." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with separate model codepaths and files. Similar framework wiring is too generic to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "fd0918de662366572cfb52b3fe32d918370e7ba6c9cf97035417ffbd8d6ee144", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they address different upgrade tracks: one is a broad GitHub Actions Node 24 compatibility bump, the other is a docker/build-push-action version upgrade. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 42975 updates multiple GitHub Actions for Node 24 compatibility, while PR 42976 separately bumps docker/build-push-action in Docker image workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has the broader and more clearly stated workflow compatibility goal; PR 42976 is a narrower, separate action-version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different concrete changes and fixes: Node 24 compatibility for core GitHub Actions vs. docker/build-push-action v6 upgrades. They touch overlapping workflows but not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "87121b45a37e6739f7c02f7612d98da6b765151d2fb75db27d041fc45060c71e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model additions, not duplicates: ViT NEPA, Molmo, Molmo2, and CTSM touch different model packages and code paths. The shared files are only generic registration/docs plumbing.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a duplicate/canonical representative; these are distinct model-integration changes for different architectures.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared auto/docs files are generic registration changes, not the same bug or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and code paths: ViT NEPA vs Molmo2. Similar scaffolding does not make them mergeable into one fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model additions: ViT NEPA vs CTSM. Only broad framework registration/docs overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different releases/models with separate implementations and tests; not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are distinct model integrations, sharing only generic auto-registration infrastructure." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions with different packages, configs, and tests; no common concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "f32ea6be32089f136715a8e578a18f3360b207d7f4f45b641939e58b8ee49507", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs do not look like duplicates. One targets Whisper tokenization decode behavior and tests, one is just test-file edits in CLIP/ViT, and one is a substantive FP8 dequantization/loading fix across core loading and quantization code.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the strongest standalone fix: it has a clear implementation theme (dequant/FP8 loading), spans the relevant runtime code, and is more complete than the other two PRs, which are either test-only or Whisper-specific.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it addresses a concrete bug in model loading/FP8 dequantization with real code changes, whereas the other PRs are unrelated or mostly test scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic and CLIP/ViT test edits are different subsystems and different problems; they do not appear to fix the same concrete bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper batch/timestamp decoding is unrelated to FP8 dequantization/model loading; no shared code path or mergeable single fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT PR is test-only noise, while the other is a runtime dequantization fix; they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "e12ed40121bfa451cefc8a51c48bb9fa709f4d276e75a2a219f59cf79d1df378", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12261, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12261, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly synthetic do-not-merge/test fixtures with overlapping test filenames, but they do not appear to fix the same underlying bug or change. The one tempting match, 45932 vs 46100, is still unrelated in substance: broad model/CI changes versus a ViT test-only migration.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the most substantive and coherent code change in the set; the others are mostly test/CI fixtures or unrelated bot-testing edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the strongest standalone candidate because it changes real model code and mappings, whereas the others are primarily synthetic testing or workflow noise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are clearly test/bot-oriented PRs and share a ViT test file, but the actual edits are different and do not point to one concrete bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Overlap is only in broad testing scaffolding and the ViT test file; setup/version tweaks are not the same change as workflow and test utility edits." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "They both touch CI/testing infrastructure, but the edited workflows and test files are different and do not represent one mergeable fix." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "45932 is a broad model/CI change across multiple model files; 46100 is only a ViT test-file migration with added failing asserts, so they are not the same underlying change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared ViT test-file presence is incidental; 46100 is a tiny test migration while 46114 is a broader forked CI/test/OTEL 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": 10, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "7b496ace00369993eee3e845fd3d852922d56377265cbc0680ec8fd041dda546", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registration scaffolding, but they target different features, different pipeline modules, and different model/test integrations, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader/more representative pipeline addition in this cluster, with more model integrations and tests, but it is still a separate feature from PR 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Do not merge: these add different pipelines (concept segmentation vs visual segmentation) and touch different concrete code paths/model backends. The shared docs/registration changes are generic scaffolding, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "434fabe6b5732fd9260bea12f512db4f3a28293c830fc2fa0294323c48c89264", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both in `src/transformers/trainer.py`, but they address different Trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for model input cleanup. They do not look like duplicates or the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: PR 43651 is about `_loss_is_scaled_for_ga` and training loss normalization, while PR 43663 adds `_get_signature_columns` for column filtering. Same file, but different code paths and unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "0bcc0f18d06d328a3cde77137d1833b486bb206b5a93ed4f877883115a1c2e1b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they target different runtime/type-annotation problems. PR 43656 is a broader annotation cleanup around `__future__`/forward refs, while PR 43842 specifically fixes a `TypeAdapter` import issue when `pydantic` is absent. They do not look mergeable into one fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and overlapping theme, but different concrete bugs: 43656 is a general CLI type-annotation/forward-reference cleanup, while 43842 specifically guards `TypeAdapter` behind `TYPE_CHECKING` to avoid a `pydantic`-missing runtime issue. Not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "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:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "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:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "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:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "092603a51fdf01c858e91d1b4d4be354d2ec949e6e9be8783557f8a432f0a6c3", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75100, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a wave of model-by-model output-tracing refactors, not one single duplicate bug. The only strong duplicate subgroups are the GPT-Neo pair and the GPT-J/CodeGen trio; the rest share a theme but touch different code paths and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best representative of the core duplicate set: it explicitly targets the shared issue, covers the main GPT-J/CodeGen output-tracing refactor, and is the clearest anchor for the overlapping GPT-J follow-ups.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest global representative because it is the broadest and clearest standardized-output-tracing change among the overlapping PRs, with explicit issue linkage and the most central scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same theme, but different model families and code paths; not a single mergeable fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both refactor output tracing, but CVT/FNet and DeBERTa are separate implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both patch the GPT-J/CodeGen output-tracing refactor in the same code path; this looks like duplicate work on the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet versus EfficientNet-style CNN refactors are different model implementations, not the same bug." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated code paths despite the shared output-tracing theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet do not fix the same underlying issue." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated implementations; same pattern, different fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT is only a broad refactor similarity, not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path and look mergeable into one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo are separate model fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are not the same code path or bug." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet output tracing and GPT-J output tracing are separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models; same theme is not enough." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different implementations with separate fixes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model families, not one duplicate." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J target different models and cannot be merged as one fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated fixes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different models and changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are not the same underlying bug." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model-specific output-handling changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J are different models; shared refactor language does not make them duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model families with separate fixes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different implementations, not one duplicate." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR do not fix the same concrete path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model-specific output changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different models; not a single duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are separate model-specific fixes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen standardized output-tracing changes on the same concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing for the same refactor and are plausibly mergeable into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet are different model families; same tracking issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated output-tracing changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about mergeability. The GPT-Neo pair and the GPT-J/CodeGen cluster are the only clearly strong duplicate subgroups, and the rejections for the other model-specific refactors are appropriately cautious. No obvious overstatement found." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "25db089750abda5f469b94e7d006d98347f8ae3ec5fa992786a6c034de03d6ed", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs in the same broad refactor family (standardized output capture / tracing), but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor in a single model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the most suitable cluster representative: it is clearly scoped, tied to issue #43979, and its diff shows the intended output-tracing modernization rather than a broad or ambiguous change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models (FocalNet vs ImageGPT) and different implementations; same theme, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model code paths; these are parallel decorator migrations, not one shared bug or mergeable PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have different model-specific output handling; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are distinct model migrations with different forward/output structures, so they should not be treated as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; they share a standardized-output migration theme but not the same concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output-capture refactoring, but they target different models and distinct forward signatures, so they are not the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "3234a265d0d9d8f7c9b1eae4c349bc1732d679f7710c0e5791787eff1ca7a07f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39778, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39778, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all on the same high-level theme (\u201crefactor output tracing\u201d), but they target different model implementations and different concrete call paths. I do not see any true duplicate pair here; the closest matches are still model-specific refactors rather than the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the batch: it spans both `falcon_mamba` and `mamba`, has the largest diff here, and best captures the shared output-tracing refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best single representative for canonical triage because it is the most substantial and central instance of this refactor series among the listed PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme only, not the same concrete code-path change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`) with separate forward paths; too broad to be duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are unrelated code paths; both are output-tracing refactors, but not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; one is `timm_backbone`, the other spans Mamba models, so this is not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are distinct model implementations; shared tracing cleanup is not enough to merge them." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are separate models with different forward logic; same refactor pattern, not same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` and `upernet` touch different code paths; these are parallel refactors, not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are different model families; the output-tracing cleanup is similar but not the same concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated implementations; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model paths; shared tracing refactor does not make them duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; both refactor outputs, but they do not fix the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "`vision_text_dual_encoder` and `upernet` are separate implementations; same general theme, not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and files; `vision_text_dual_encoder` is not the same underlying fix as the Mamba refactor." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are different code paths; these are similar refactors, not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated model implementations; the shared output-tracing cleanup is too broad to merge." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and Mamba models are different code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are separate models; similar refactor theme, but not duplicate work." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different architectures and forward paths; same refactor style only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and Mamba changes are not the same concrete fix, just the same output-tracing migration pattern." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are distinct model stacks; too different to be one duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` touch unrelated model paths; same refactor label is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are different model implementations; not the same bug or change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated code paths; similar output-tracing cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different model families; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model implementations; same refactor theme, different code-paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate models; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated vision models; similar output-tracing changes only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are different architectures and forward paths; not duplicate PRs." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate model code paths; same theme, not same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated implementations; no shared concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related wrappers, but still distinct files and call paths; not a duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are different model paths; similar refactor only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are unrelated model implementations; not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are different code paths; same refactor style, not duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated models; not the same concrete bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` target different implementations; too broad to accept." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are different architectures and forward paths; not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are unrelated model code paths; shared refactor theme only." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are distinct model implementations; similar output-tracing cleanup but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 29, + "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": "2ce817b2f1322aad3624a5f12a37bb9a3f34fe2ac3389b2ddcc1687597880d8d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "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-introduction PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share generic Transformers scaffolding, but each targets a different model, different files, and different code paths, so none look like duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:45075 is the strongest representative because it is the most complete non-draft model-addition PR, with conversion code, model/processing files, auto mappings, docs, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and implementations (PenguinVL vs Voxtral TTS); overlap is only in shared Transformers boilerplate, not the same bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions for unrelated architectures (PenguinVL vs DeepSeek-OCR-2); similar repo scaffolding only, no shared concrete fix." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different assets and code paths; not mergeable as one PR for the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "8d2c9cf689644cdc3eda8a555dfc59a68c4f948f4e083b2b5f6f7bfc29ae5ccb", + "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 thematically, but they implement different layers of the feature: one adds a generic module-fusion API, the other wires in a specific KernelConfig-based n-to-1 fusion path. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational and general change: it introduces the core Module Fusion API and test coverage, making it the better canonical representative for this feature area.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative of the cluster because it defines the underlying abstraction rather than one specific integration/use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete changes: #44979 adds the generic module_fusion API, while #45363 adds KernelConfig-based n-to-1 fusion integration and an example. Related feature area, but not the same bug/change or a single plausible merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "780098e98f3220c93aa4cbbbc261e21a1326683e1c6be1e0dcf93021d9821bb4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it also adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete implementation of the bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative of the cluster: same code-path fix, same issue target, and it includes validation tests in addition to the code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug fix in the same file and code path; 45317 looks like a superset/updated version of 45086 with added tests, so they are duplicates and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "e9f17cc79d2109619b960a6342bcbee2fd1050647eeb6dd4d7f1d1ccf2549c56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH refactors, but they are not the same change: PR 45115 focuses on GraniteMoeHybrid inheritance/conversion mapping, while PR 45569 expands NemotronH into dense/sparse variants with docs and tests.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue links are present; as a representative PR, 45569 is broader and more complete, covering the NemotronH split into dense/sparse variants plus docs/tests, whereas 45115 is a narrower internal refactor.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the best representative of the cluster because it implements the larger end-state model split and associated documentation/tests; 45115 overlaps on shared NemotronH internals but is a narrower refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share some NemotronH files, but 45115 is a targeted GraniteMoeHybrid-compatible refactor/conversion-mapping update, while 45569 is a broader addition of nemotron_h_dense and nemotron_h_sparse with docs/tests. Same subsystem, not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "7eea610bd4b58694a3d01a3eba49435a67057287e66af558bcec676b56806b21", + "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 two PRs are closely related but not duplicates: one adds heterogeneous per-layer config support, while the other adds broader heterogeneous model/runtime support that depends on and extends that config work.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative for this cluster because it covers the larger end-to-end heterogeneous model support change, including the config plumbing plus model/cache/masking integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest overall PR in the group: it is the broader, more complete change and best captures the intended heterogeneous-model feature work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: #45333 is config-only groundwork, while #45332 extends into heterogeneous modeling/runtime behavior. They could plausibly land separately and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "ad89f04a5f2e3fd76adc628bab5f8efc0b335af1f55654f723acfd344cb60b30", + "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": "Both pull requests are typing-related, but they address different scopes: one is a broad type-checking sweep across many transformers files, while the other adds targeted typing protocols and utilities for model/PEFT integration. They should not be treated as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader, more representative typing sweep: it updates type-checking config and touches many core transformer modules, so it best serves as the cluster\u2019s representative PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best fit for the cluster because it covers the widest surface area of the shared typing cleanup work and is the more general change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Related only at the level of general typing work; they fix different concerns and code paths. #45415 is a broad repo-wide type-checking pass, while #45425 adds specific typing protocols/aliases for modeling_utils and related integrations, so they could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "b6216795a0dc76c28e0047599ac07c42056db4dd555607633aa2d3332ddbb06f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated fix PRs in different model implementations: one addresses multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes Mamba2 cache behavior when seq_len > 1. They share the general theme of cache handling but not the same bug or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the better representative for its cluster because it has a clear explicit issue target (#46032) and a narrowly scoped fix to a concrete cache-length bug in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest standalone PR: it targets a specific reported bug, has a focused diff, and the change is directly tied to seq_len > 1 cached execution. PR #45513 is also a valid bugfix PR, but it covers multiple model files and a broader set of cached-forward paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Reject: they fix different models and different cached-forward code paths; only the broad topic of cache handling overlaps." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "5f079e28ad9f004fc0eb12a574d224a76673206f2d4fa73f444062f22c6ccc76", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP/loading fixes, but they target different failure modes: one is about preserving distributed_config/EP state for ZeRO-3 loading, the other about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger canonical pick: it names a specific bug, shows a concrete loading-path fix across the relevant code, and appears to address the most explicit expert-parallel correctness issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best overall representative because it has the clearest bug statement and the most direct code-path fix for expert-parallel loading corruption.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP and loading, but they fix different problems: #45548 preserves distributed_config/has_ep for accelerate/ZeRO-3 compatibility, while #45662 prevents experts from being overwritten by rank-0 broadcast in FSDP2. They are not the same underlying bug 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": 24, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "c04ff06d6f3284a13113cd2ecf8cd32f121b53e72c1cbc75f12af314f03eeac0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist captured_info logging problem; #45645 is the broader, more complete version and includes the core fix from #45639 plus CI handling for multiple output files.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core xdist-safe captured_info fix in testing_utils and also updates CI tooling to consume the new per-worker files, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best overall representative since it addresses the same underlying bug as #45639 but also preserves CI debug log collection for the new artifact layout.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: #45639 is a subset of #45645 for the same captured_info xdist collision bug; #45645 extends the same fix with workflow updates to read multiple captured_info files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "a53d499a3f35872c6a7fb40ef985edf073c0ab6bf2bff1aec20a2e8a2d6198eb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all linter/modeling-rule related, but they address different rules and different code paths. None of the soft pairs look like the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the clearest standalone rule-addition patch and the broadest representative of the cluster theme, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the best representative PR: it adds a new modeling rule with focused documentation and code updates, making it the most self-contained change in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different rules and different fixes: 45720 implements TRF003 across model forwards, while 46259 adds TRF018 for image/video processor flags. Shared linter tooling is not enough to make them duplicates." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both are linter-rule fixes, but they target different rule numbers and different model groups. The overlap in docs/setup is incidental, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "916595aed7fb97bb8d6c9399ed8f6e4ae0efbcbc06328654ad849d3362f0f953", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs to add SDPA dispatch support, but they target different model implementations and code paths, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest and most representative of the recurring SDPA-dispatch work, spanning multiple model families and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of a complete, reusable SDPA-dispatch pattern across models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA support, but for different model code paths (CTRL vs T5). They are similar feature work, not the same underlying bug or change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "They overlap on SDPA dispatch, but target different architectures and modules. The fixes are not one concrete mergeable PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5-specific SDPA dispatch and the multi-model wav2vec2/SeamlessM4T work address different implementations, so this is not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "c516d977ed00497ee244c9b6b6392d721edf3a6fcf4bddc69ad5e087fe87b673", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed/parallelism code, but they are not the same change: #46126 is a focused EP + Trainer integration PR, while #46269 is a broad distributed branch-base refactor spanning FSDP, tensor parallel, integrations, CI, and model code. The shared filenames are not enough to treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the better canonical PR because it is the narrower, concrete change with a clear feature scope (EP + Trainer integration) rather than a broad branch-base sweep.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative PR for the cluster because it is more specific and actionable; #46269 is too broad and mixes many unrelated distributed changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share a distributed-code theme and a few filenames, but the PRs do different things. #46126 targets EP routing and trainer integration; #46269 is a large base-branch PR covering FSDP, tensor parallel, integrations, CI, and multiple models. They do not look like the same concrete bug/change and would not plausibly 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": 29, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "c04cf52c115af5cc961cf99800857740a3fca7a11588ffdd552ffb5e39879080", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs avoid reading source files with open(), but they target different code paths and different problems: package resource resolution in import_utils vs. attention-implementation detection in modeling_utils. They are similar in technique, not the same underlying change, so the soft edge should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical PR for its own change because it has a narrower, explicit behavior change with accompanying tests, making the bugfix intent clearer.", + "best_issue_reason": null, + "best_pr_reason": "PR 46152 is the broader utility-level change, but 46207 is the stronger representative of a concrete bugfix. If selecting one PR for the cluster, 46207 is the better fit overall.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same general pattern (replace file-open source inspection), but different modules, different code paths, and no indication they fix the same concrete bug or could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/manifest.json b/snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e38a236bdeaa59fa2c85b7cb48d7413e31834d79 --- /dev/null +++ b/snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260529t180028z", + "artifacts": { + "hybrid": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-29T18:06:27Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260529T180028Z", + "variant": "hybrid" +} diff --git a/snapshots/20260529T180028Z/manifest.json b/snapshots/20260529T180028Z/manifest.json index 24df887f3f6679e550ae846297065559804aa070..9e8a3599b1781ade457817304f2290aca772d914 100644 --- a/snapshots/20260529T180028Z/manifest.json +++ b/snapshots/20260529T180028Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1131 }, "extracted_at": "2026-05-29T18:00:28Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260529t180028z", + "runs": { + "hybrid-model-20260529t180028z": { + "analysis_id": "hybrid-model-20260529t180028z", + "artifacts": { + "hybrid": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/manifest.json", + "model": null, + "published_at": "2026-05-29T18:06:27Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260529T180028Z", "watermark": {