diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 969a1c1f434ecc76802eaaf500a4cc57c5d641f9..5b16a5c968900a04dbe33b441d7d014431b7c817 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": "20260424T180025Z", - "generated_at": "2026-04-24T18:16:17Z", + "snapshot_id": "20260425T000023Z", + "generated_at": "2026-04-25T00:03:41Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1150,74 +1150,152 @@ ] }, { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, "issue_numbers": [ - 43240 + 43824 ], "pr_numbers": [ - 43251, - 43254 + 43656, + 43836, + 43842 ], "evidence_types": [ "closing_reference", - "shared_issue_target" + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, + "area_overlap": 0.051, + "patch_similarity": 0.048, "shared_filenames": [ - "src/transformers/loss/loss_utils.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/loss/loss_utils.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ + [ + 11, + 18 + ], [ 30, - 50 + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 ] ], "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], [ 30, - 43 + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ + }, { "left_pr_number": 43836, "right_pr_number": 43842, @@ -1269,6 +1347,56 @@ } ] }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1682,6 +1810,16 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1691,15 +1829,6 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 6802f4c9e6de7c7b9b8cccf0a7744bad60375c5e..978e52d90c57a0bcd551c279f09f21847d601f3e 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": "20260424T180025Z", - "generated_at": "2026-04-24T18:16:17Z", + "snapshot_id": "20260425T000023Z", + "generated_at": "2026-04-25T00:03:41Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -84,8 +84,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -582,8 +582,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -919,8 +919,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1276,8 +1276,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1590,8 +1590,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1960,8 +1960,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2314,8 +2314,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2643,8 +2643,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2954,8 +2954,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3259,8 +3259,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3634,8 +3634,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3949,8 +3949,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4268,8 +4268,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4580,8 +4580,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4909,8 +4909,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5231,8 +5231,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5525,8 +5525,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5856,7 +5856,7 @@ "component_count": 13, "review_unit_index": 18, "review_unit_count": 43, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5966,7 +5966,202 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "These issues are mostly a loose cluster of recent Transformers regressions around loading/config/init paths, but they are not duplicates of one another. I found no safe PR cluster here.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression report in the set: a generic v5 custom model initialization breakage that best represents the cluster\u2019s repeated loading/init failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative top-level issue for this cluster, though it is still not a duplicate of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related token-id errors, but they hit different models, different missing fields (pad_token_id vs pad_token_idx), and likely different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config behavior, but one is about Smollm3 RoPE layer retention and the other about GPTNeoX rotary_pct reload persistence; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Both are multimodal-input problems, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token symptom, but different config classes and different missing attributes; not enough to treat as one duplicate." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 model discrepancy vs a pipeline error message regression are unrelated bugs." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and failures: MobileLLM key error versus AutoImageProcessor-from-URL failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-finetuning token-type-id defaulting is unrelated to a multi-GPU inference OOM." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are completely different issues." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in MoE models and quantization/offload behavior are separate problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load and DiaConfig token-id persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and config token-id loss are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers dev load regression for Qwen3VL MoE." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during evaluate and DeepSpeed ZeRO-3 gradient inflation are distinct training/runtime bugs." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure and flash-attention generation issues in Qwen3.5 are not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert and an offline-mode regression in Mistral regex patching are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task handling are separate code paths." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs-example mistakes are not the same as the underlying HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and the unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient inflation are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss signature incompatibility are not duplicates." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warning are different model/config problems." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A missing storage backend for Float8 and a flash_attn import_utils KeyError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are separate issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5/tied-weight-adjacent regressions, but one is generic custom model initialization and the other is device-dependent lm_head serialization; not the same concrete bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but the failing code paths differ: multimodal continuous batching versus KV-cache continuation indexing." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "MoE auxiliary-loss normalization and GraniteSpeech PEFT checkpoint loading are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 documentation errors and processor.tokenizer/image-tokenizer regression are not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 loading regressions, but one is a missing pad_token_idx config field and the other is an unexpected _is_hf_initialized argument in init_empty_weights." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5982,8 +6177,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6273,8 +6468,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6585,8 +6780,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6949,8 +7144,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7274,8 +7469,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7572,8 +7767,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7884,8 +8079,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8160,8 +8355,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8545,7 +8740,7 @@ "issue:44466|issue:44913", "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "96052cd4bb9d5693a1218cce286e28f274ecd2a8ce54acd91b994cd755f18301", + "prepared_review_unit_hash": "e83f5375faa75e6db9b24826b3397f4c797310f12b8c78d9e87cfdefaf67a7e6", "component_budget": { "node_count": 374, "item_count": 374, @@ -8567,198 +8762,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a broad mix of unrelated bugs, regressions, import errors, and docs/example issues. None of the soft-edge pairs look like the same underlying change or bug, so all are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44561 is a strong standalone report: it names a concrete regression, has a clear failure mode, and affects trust_remote_code models broadly.", + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated import errors, model-specific regressions, docs/notebook issues, and pipeline bugs. I found no convincing duplicate pairs, so the set should not be merged into a single canonical bug/PR cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items cover many distinct subsystems and failure modes, with no shared concrete code path or single underlying defect tying them together.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44561 is the best overall canonical candidate among this set because it is specific, regression-oriented, and points to a well-defined code-path breakage.", + "best_issue_reason": "issue:43295 is the strongest standalone report: it\u2019s a clear regression with a specific version, reproducible custom-model breakage, and a concrete API interaction to fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Different failures in different areas: metric gathering label truncation vs Apple Silicon allocator warmup TypeError." + "reason": "Different failures: metric gathering label truncation vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "Both are model-behavior bugs, but one is CLIPVision hidden_states regression and the other is Qwen recurrent-state caching reset." + "reason": "Unrelated models and bugs: CLIP hidden_states regression vs Qwen3 recurrent-state reset with cache." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Completely unrelated: Python 3.13 import parse error in DebertaV2Model vs flash_attention crash on s_aux=None." + "reason": "Different code paths: Python 3.13 import/parse error in DebertaV2 vs flash-attention crash on s_aux=None." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "`ADD THE DATA` is not a concrete duplicate of the `_torch_extract_fbank_features()` bug; no shared code-path." + "reason": "No shared defect: a vague data issue vs an audio feature-extraction failure." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Running compiled Python files is unrelated to the DebertaV2 import/parse issue." + "reason": "Both are import/compile-related, but one is about compiled Python file errors and the other is a Python 3.13 JIT parsing issue." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input validation vs server KV-cache continuation tensor indexing." + "reason": "Different components: Qwen3Omni video input validation vs serve KV-cache continuation indexing." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "One is non-persistent buffer initialization junk, the other is GPTNeoX config reload behavior." + "reason": "Different bugs: non-persistent buffer junk values vs GPTNeoX config reload losing rotary_pct." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Separate model behaviors: Gemma4 embedding resize bug vs Whisper empty-transcription generation failure." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Broad Python-version support issue is not the same as a Python 3.13 DebertaV2 import parsing error." + "reason": "Different regressions: package/Python-version compatibility vs DebertaV2 import parsing on 3.13." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Optional post_init enforcement and ModelOutput key assignment are different abstractions and different bugs." + "reason": "Distinct core issues: optional post_init handling vs ModelOutput key assignment semantics." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve weights, but they are different failures: Mistral3 lm_head tying vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Both mention tied weights, but they affect different models and different save/serialization paths." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to local dataset loading in an example script." + "reason": "Unrelated: Bamba torch.compile SDPA failure vs local dataset loading in an example script." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both hit CI, but one is a stale test and the other is a broken auto_mappings reference to removed configs." + "reason": "Both touch CI, but they describe different breakages in different files and subsystems." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both are example-script issues, but one is empty multi-label results and the other is local dataset loading." + "reason": "Different example-script failures: empty multi-label results vs inability to load a local dataset." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." + "reason": "Different model APIs and symptoms: processor/tokenizer regression vs embedding resize not propagating." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime error has nothing to do with Whisper's empty-transcription bug." + "reason": "Unrelated errors: category-cardinality runtime limit vs Whisper empty transcription after token alignment." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + "reason": "Different problem classes: pipeline selecting image processors vs a notebook syntax error." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc/model mismatch and quantization issues are unrelated to dataset loading." + "reason": "Docs/example mistakes are not the same as a local-dataset loading bug." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Server KV-cache tensor indexing and trust_remote_code cache-path collision are different bugs in different subsystems." + "reason": "Different areas: server KV-cache indexing vs trust_remote_code cache-path collision." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`)." + "reason": "Both are import errors, but they involve different symbols, modules, and likely different missing exports." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config bugs for different models: default multimodal config initialization vs missing deepstack_visual_indexes strict-field handling." + "reason": "Different config bugs in different multimodal models; no shared underlying defect." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` and cache-path collisions are unrelated." + "reason": "Serve processor attribute crash vs remote-code cache collision are unrelated." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "`is_torch_fx_available` removal breaking trust_remote_code is unrelated to local-model cache path collisions." + "reason": "Both mention trust_remote_code, but one is an API removal regression and the other is a cache-path bug." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they are not the same missing API or same fix path." + "reason": "Both are import failures, but for unrelated names/modules and different root causes." }, { "left": "issue:44514", "right": "issue:44734", "accept": false, - "reason": "Qwen2_5_VLProcessor batched chat-template crash is separate from server KV-cache continuation indexing." + "reason": "Different Qwen serve/processor crashes: batched chat-template padding vs KV-cache continuation indexing." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero-probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + "reason": "No overlap: SigLIP2 probability issue vs Sam3PixelDecoder dummy layer behavior." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and feature-extraction helper bug do not share an underlying cause." + "reason": "Notebook syntax error and audio feature extraction are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Dependency packaging for `.[torch]` is not the same as a general transformers dependency issue." + "reason": "Different dependency problems: missing tensorflow in extras vs a generic dependency issue." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Flex attention compiled failure on torch>=2.9 and an AuxRequest version-check bug are related only by subsystem, not the same fix." + "reason": "Related file area, but not the same bug: torch>=2.9 flex_attention failure vs wrong version gating for AuxRequest import." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "lm_head.weight serialization inconsistency is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Both involve serialization/reload, but one is tied-weight saving and the other is config field persistence." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are different import-time problems with different remedies." + "reason": "Import slowness and unsafe sys.modules access are different issues, even if both concern import-time behavior." } ] }, @@ -8863,7 +9058,7 @@ "issue:43479|issue:43525", "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "0f4cbc5a0c5c3738f8d13c649ca7fe642435cc85a7c4d881c6b171b97268edb0", + "prepared_review_unit_hash": "808e95c27082892363fcb40a0e77dc4fb33d2e8ef03280ff6d73e178e7bc7ee2", "component_budget": { "node_count": 374, "item_count": 374, @@ -8885,192 +9080,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers bugs and regressions across different models/subsystems. None of the soft pairs look like clear same-bug duplicates under a strict triage standard; a few are loosely similar (especially import/loading regressions), but the concrete failure modes differ.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set, describing multiple import failures after an upgrade, so it is the closest thing to a representative issue; however, the rest of the items are mostly separate bugs rather than true duplicates.", + "summary": "These pairs mostly share only broad subsystem keywords (loading, saving, configs, tokenizers, multimodal) and do not appear to be the same underlying bug/change. I would not merge any of the soft pairs. As a standalone representative issue, 44521 is the strongest high-signal report here, but it is not a duplicate of the others.", + "confidence": 0.82, + "canonical_issue_reason": "No clear duplicate cluster emerges from the provided issues; if a single issue must represent the set, 44521 is the strongest high-signal bug report (open, reproducible, multiple inbound refs).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and broadly scoped issue in the list, making it the best representative anchor even though the cluster does not form a clean duplicate set.", + "best_issue_reason": "44521 is the most actionable and broadly impactful issue in the set, with strong discussion/inbound attention and a concrete multimodal regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Same general Qwen family, but one is a model-loading regression and the other is a bad save_pretrained checkpoint layout; different concrete bugs." + "reason": "Different model families and different failure modes: Qwen3VL MoE loading vs Qwen3.5 save_pretrained checkpoint key corruption." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention loading failure; not the same code path." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/loading-related, but one is missing fields with trust_remote_code while the other is an unrecognized model_type error; distinct causes." + "reason": "Missing fields from trust_remote_code config loading is unrelated to unrecognized model_type in config.json." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression versus token embedding resize not propagating to decoder.embed_tokens; unrelated bugs." + "reason": "Processor/tokenizer image handling regression is unrelated to t5gemma embedding resize not reaching decoder.embed_tokens." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken argument collision are unrelated failures." + "reason": "Notebook syntax error and AddedToken special-arg TypeError are different bugs in different parts of the stack." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different model families and different failure modes: Phi-4 multimodal loading versus stale auto_mappings references." + "reason": "Phi-4 multimodal loading and auto_mappings referencing removed Sam3LiteText configs are distinct issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech versus a model-loading regression; no shared underlying bug." + "reason": "CI stale device-override test failure is unrelated to a model loading regression." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "A Python version compatibility problem is not the same as a specific model-loading failure for physical-intelligence/fast." + "reason": "Python version compatibility bug and physical-intelligence/fast loading failure are not the same issue." }, { "left": "issue:45561", "right": "issue:45632", "accept": false, - "reason": "Test-worker file race and trust_remote_code cache-path collision are both infrastructure issues, but they are different mechanisms and code paths." + "reason": "Both involve filesystem behavior, but xdist captured_info.txt races and trust_remote_code cache path collisions are different problems." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior versus stale auto_mappings config references; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and removed-config references in auto_mappings are unrelated." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI escape output handling are unrelated." + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to ANSI codes in loading_report." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize bug versus Whisper empty-transcription generation failure; different models and code paths." + "reason": "t5gemma embedding resize bug and Whisper empty-transcription generation failure are different code paths." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and likely different underlying breakages." + "reason": "Both are import errors, but for different symbols and causes; not the same underlying defect." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "General dependency/version issue versus a vague transformers dependency issue; too broad and not the same concrete bug." + "reason": "Python support mismatch and a generic dependency issue are not duplicates." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config loading is unrelated to PIL backend processors incorrectly requiring torchvision." + "reason": "Model config recognition failure is unrelated to PIL backend unexpectedly requiring torchvision." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Two separate model-loading failures for different model families; not a duplicate." + "reason": "Different model targets and different load failures; both are load bugs, not the same one." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug and Qwen3.5 checkpoint save regression are unrelated." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen models, but one is loading failure and the other is incorrect visual encoder keys on save_pretrained; different symptoms and fixes." + "reason": "Both are Qwen-related regressions, but one is MoE loading and the other is incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image processor label reduction bug versus a docs mismatch about return_all_scores; unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to pipeline docs mentioning return_all_scores." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated." + "reason": "SGD arguments not used and tie_word_embeddings warnings concern different subsystems." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both touch multimodal generation, but assistant mask handling and Qwen2.5-VL rope/position-id scaling are different code paths." + "reason": "Multimodal assistant_masks all-zero and Qwen2.5-VL rope-index scaling are separate multimodal bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss logic and mm_token_type_ids defaults are separate model-training issues." + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different model-training issues." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:43927", "right": "issue:45632", "accept": false, - "reason": "Save/load token ID loss in DiaConfig is unrelated to trust_remote_code cache-path collisions." + "reason": "DiaConfig save/load token-id loss and trust_remote_code cache-path collisions are different save/load problems." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A pipeline docs mismatch does not share the same underlying bug as an unrecognized model config." + "reason": "Documentation mismatch for return_all_scores is unrelated to model-type resolution failure." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure may be one example of broader import regressions, but 45278 is only a generic meta report and not clearly the same concrete bug." + "reason": "A specific HybridCache import error and a broad import-error report after upgrade are not the same concrete bug." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and the TensorFlow/tensorboard backend issue are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to tensorboard-without-TensorFlow backend handling." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility and a PEFT version bump are different release issues." + "reason": "Python compatibility and the unreleased MIN_PEFT_VERSION bump are separate release issues." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Config default initialization for Phi4Multimodal and missing pad_token_id on Llama4Config are unrelated config bugs." + "reason": "Phi4Multimodal default config initialization and Llama4Config missing pad_token_id are different config bugs." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer JSON being ignored and a mistral regex patch crashing are different tokenizer-loading problems." + "reason": "Tokenizer JSON selection and Mistral regex patching fail in different tokenizer-loading code paths." } ] }, @@ -9089,8 +9284,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9386,8 +9581,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9698,8 +9893,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9995,8 +10190,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10317,8 +10512,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10624,8 +10819,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10964,8 +11159,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11279,8 +11474,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11597,8 +11792,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11944,8 +12139,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12277,8 +12472,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12625,8 +12820,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12968,8 +13163,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13336,8 +13531,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13763,8 +13958,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13933,8 +14128,8 @@ "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": [ @@ -13996,8 +14191,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -14096,8 +14291,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-14", "nodes": [ @@ -14360,8 +14555,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -14476,8 +14671,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -14539,8 +14734,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -14602,8 +14797,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -14665,8 +14860,8 @@ "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": [ @@ -14768,8 +14963,8 @@ "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": [ @@ -14890,8 +15085,8 @@ "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": [ @@ -15049,148 +15244,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "4d91f79365bfd5170a0abdce3d9b1ff8f084393f331f803f6bc6a655b6aae8fc", + "prepared_review_unit_hash": "e2e9016b2ee1c7bbfea9c61a2473b7d80b8d1b9c856fa308ad187d5f07789db0", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 35175, - "estimated_input_tokens": 8794, - "estimated_eval_tokens": 17844 + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 35175, - "estimated_input_tokens": 8794, - "estimated_eval_tokens": 17844 + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs are bundled by loose similarity. The only true duplicate-looking pair is the fixed_cross_entropy kwargs fix (43251/43254).", - "confidence": 0.86, + "summary": "Most pairs are false positives from broad topical overlap. The only true duplicate pair is the two loss-utils patches (43251/43254) that both extend fixed_cross_entropy in the same code path. The Mistral4/PEFT pair should be rejected.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative of the only real duplicate pair: it directly targets issue 43240 and cleanly implements the cross_entropy kwargs forwarding fix.", + "canonical_pr_reason": "PR 43251 is the strongest representative: it has the explicit issue link, makes the concrete fixed_cross_entropy change, and effectively covers the same kwargs-support fix as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall candidate: same code path as 43254, explicit issue linkage, and the more complete bugfix framing.", + "best_pr_reason": "PR 43251 is the best standalone representative of the actual duplicate cluster because it is issue-linked and more clearly frames the loss-function fix; the other accepted-looking pair is not a true duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different domains: new VideoPrism model docs/code vs an ExecuTorch dynamic-shape test." + "reason": "VideoPrism model/docs addition vs Executorch dynamic-shape export test; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper methods vs adding a new MobileLLM model; not the same change." + "reason": "Mistral tokenizer helper methods vs adding a new MobileLLM model; different bugs/changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods and ExecuTorch export tests are unrelated." + "reason": "Tokenizer utility patch vs export test addition; no shared concrete code-path issue." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs introducing MobileLLM; only broad processor/model theme overlaps." + "reason": "Processor auto-mapping robustness vs new model implementation; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix and a new model addition are unrelated code paths." + "reason": "Loss utility kwargs fix vs new MobileLLM model code; different areas." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility fix vs Mistral4/model/PEFT-related changes; not the same bug." + "reason": "Both are code fixes, but one is cross-entropy kwargs and the other is Mistral4 test/model work; not the same underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export tests do not match the Mistral4 test/model fix." + "reason": "Dynamic-shape export test vs Mistral4 test/model fix; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." + "reason": "Executorch export test vs new model addition; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are different model-specific changes." + "reason": "New MobileLLM model addition vs Falcon output-collection refactor; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:45622", "accept": false, - "reason": "MobileLLM introduction vs PEFT constructor internals; no shared concrete fix." + "reason": "MobileLLM model addition vs PEFT constructor fix; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill/meta PR." + "reason": "Falcon refactor vs model-creation skill docs; no duplicate bug/change relationship." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 test fixes are different model paths." + "reason": "Falcon output-interface refactor vs Mistral4 tests/model work; different functionality." }, { "left": "pull_request:44827", "right": "pull_request:45622", "accept": false, - "reason": "Mistral4 test/model fixes and PEFT constructor internals are not the same concrete bug, despite superficial overlap." + "reason": "Mistral4 tests/modeling changes vs PEFT constructor mapping fix; broad auto/modeling overlap only, not the same concrete bug." }, { "left": "pull_request:44827", "right": "pull_request:45587", "accept": false, - "reason": "Mistral4/code fixes vs documentation on continuous batching memory management." + "reason": "Mistral4 fix vs docs-only memory-management article; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes are unrelated to the layrnorm->layernorm renaming sweep." + "reason": "Mistral4 test/model fix vs layrnorm->layernorm renaming across CLIP-like models; different issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test work is unrelated to the meta model-creation skill PR." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same file, same issue target 43240, and both implement the same cross_entropy kwargs-forwarding fix." + "reason": "Mistral4 fix vs model-creation skill docs/dataset; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs a meta skill/documentation PR; no shared code fix." + "reason": "New MobileLLM model addition vs skill/docs scaffold for model creation; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches modify src/transformers/loss/loss_utils.py to forward the same cross_entropy kwargs (weight/label_smoothing); same underlying loss-function fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the clearly linked fixed_cross_entropy kwargs fix (43251/43254), and the other soft pairs are reasonably rejected as unrelated or at most loosely similar rather than mergeable into one bugfix PR." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is strongly supported by the shared issue target and identical loss_utils.py / fixed_cross_entropy change. The rejected pairs are reasonably treated as topical overlap rather than duplicates, including the Mistral4/PEFT case." }, "evaluator_used": true, "retried": false, @@ -15217,12 +15412,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "94b2ead41312d1c75c358f72a301b6421334f42f69d7dac8bb0026954c18b07d", + "prepared_review_unit_hash": "df47438e1fbe94cdcddf3aebd1e9314ff773653cd243068b0f9749e349daf614", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15230,7 +15425,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15239,18 +15434,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about the VibeVoice family, but they are not the same change: #40546 implements the core VibeVoice integration, while #42781 is a draft add-on for VibeVoice Realtime with an acoustic tokenizer and generation tweaks.", - "confidence": 0.92, + "summary": "Two related VibeVoice PRs, but they are not duplicates: one adds the initial VibeVoice integration, while the other adds a separate realtime variant with additional acoustic-tokenizer and generation changes.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the earlier, more complete base implementation of VibeVoice and has substantial review activity; #42781 is a later draft that builds on the same model family but targets realtime support.", + "canonical_pr_reason": "PR #40546 is the earlier, broader base VibeVoice integration and looks like the main canonical PR for the model bring-up; #42781 is a later, narrower realtime extension.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the cluster because it covers the primary integration and is far more mature than the draft realtime extension.", + "best_pr_reason": "#40546 is the best single PR to represent the cluster because it is the foundational implementation and appears closer to a complete standalone addition.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice codebase, but the concrete changes are different: one is the original model integration, the other is a draft realtime variant with additional tokenizer/generation work. This is related work, not the same underlying bug or change." + "reason": "They share VibeVoice scaffolding, but #42781 adds a realtime-specific path and extra acoustic-tokenizer work rather than fixing the same concrete code-path problem. They are related follow-on changes, not one mergeable duplicate PR." } ] }, @@ -15280,7 +15475,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "471bc1970432799dc4197b6974defc8c1d588f3ab7aa19f653bdb067a78309e6", + "prepared_review_unit_hash": "6b9611ca6fe2cd8e3685f2f0bf3ebcf3cce03d23f360f783e2bfc5f1be6f1961", "component_budget": { "node_count": 2, "item_count": 2, @@ -15302,18 +15497,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These two PRs are not duplicates: one adds TimesFM covariate forecasting support across modeling code and tests, while the other adds DINOv3 image classification support and docs. They touch different models, code paths, and feature areas.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear canonical for the cluster because the items are unrelated; if forced, PR #40755 is the broader standalone feature with more implementation depth.", + "canonical_pr_reason": "No canonical PR: the PRs are unrelated feature additions for different models (TimesFM vs DINOv3) and cannot be merged into one change.", "best_issue_reason": null, - "best_pr_reason": "PR #40755 is the better cluster representative only by size/scope, but it is not a semantic match to PR #41224 and should not imply duplication.", + "best_pr_reason": "No best PR for a duplicate cluster; neither PR is a representative duplicate of the other since they address different concrete tasks.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different tasks, and different code paths: TimesFM forecasting with covariates vs. DINOv3 image classification. No evidence they fix the same underlying bug or could be merged into one PR." + "reason": "Different models and implementation targets: TimesFM covariate forecasting vs DINOv3 image classification; no shared bug or mergeable code-path fix." } ] }, @@ -15409,7 +15604,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "fa0dda77675745a6de0c8b882e73a88bda88b0377e98fcf4f9c18588a20b2b63", + "prepared_review_unit_hash": "7b87d376f074f7376005cdd281a6a13b13603cf15b42f260e2b542f64e3213b4", "component_budget": { "node_count": 2, "item_count": 2, @@ -15431,18 +15626,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs with similar scaffold files, but they implement different architectures and code paths (DeepSeek OCR vs Isaac). They should not be treated as duplicates.", + "summary": "The two pull requests are both model-addition PRs with similar scaffolding, but they implement different models and distinct code paths (DeepSeekOCR vs Isaac), so they are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each submission adds a different model package, docs, autos, tests, and model-specific implementation for a distinct architecture.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because the similarity is mostly boilerplate from new-model integration rather than the same underlying change.", + "best_pr_reason": "No single canonical PR: 41797 adds DeepSeekOCR while 45186 adds Isaac, so they do not represent the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Reject: both are new-model integration PRs, but for different models (DeepSeek OCR vs Isaac) with different implementation files and model-specific behavior; they do not fix the same code-path problem and would not plausibly merge into one PR." + "reason": "Different models and implementation files; shared registry/docs updates are generic boilerplate, not the same fix or change." } ] }, @@ -15472,7 +15667,7 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "ce8dd96152cebfb51ed746af1b8c4baad518a0af1baa4233a596f9dae202a2d2", + "prepared_review_unit_hash": "ccf8e9a9042ed6027ffa6b08a388077669a8076fb7b8e7e8851b7f3cf973f5c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -15494,18 +15689,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate model-addition PRs, not duplicates: one introduces InternVLFlash, the other introduces AXK1. They share generic auto-registration/documentation files, but they target different models and code paths.", + "summary": "Both items are independent model-integration PRs that share Transformers boilerplate but add different models (InternVLFlash vs AXK1). They are not duplicates and should not be clustered as the same change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42166 is the more complete and established integration (more files, docs, tests, and review activity), but it is not a duplicate of 45426.", + "canonical_pr_reason": "PR 42166 is a broader, earlier model-addition PR with more discussion/review activity; it\u2019s the better canonical representative only in a bookkeeping sense, not because it duplicates 45426.", "best_issue_reason": null, - "best_pr_reason": "PR 42166 is the best representative of the cluster only by maturity and completeness; 45426 is a separate AXK1 addition with no evidence of being the same change.", + "best_pr_reason": "PR 42166 is the strongest representative of the cluster since it is the larger, more established model-addition PR. 45426 is separate work for a different model family.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Different model integrations (InternVLFlash vs AXK1). Shared auto-registry scaffolding is incidental and not the same concrete feature or bug fix." + "reason": "They add different models and different code paths. Shared auto-registration and package boilerplate is not enough to treat them as the same underlying fix/change." } ] }, @@ -15542,7 +15737,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "661b99a165240e0ca813366c9dc70884d3eb7517243fe45e4a0acc737e83fd3a", + "prepared_review_unit_hash": "8359a59d22c1c115b6f55cf0ca32c53a2d7d580d432eafae6a2d4ff2f0ef6ad1", "component_budget": { "node_count": 4, "item_count": 4, @@ -15564,48 +15759,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated despite some superficial model-area overlap. The two Whisper PRs touch different code paths, while the CLIP/ViT test edit and the FP8 dequant fix are clearly separate.", - "confidence": 0.93, + "summary": "These PRs are not duplicates of one another: one fixes Whisper ASR return_language plumbing, two are unrelated Whisper/test-only edits, and one is a separate FP8 dequant/loading fix. The cluster appears to be a loose soft-similarity bucket rather than a single change set.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42227 is the strongest standalone bug fix: it changes the ASR pipeline to actually forward `return_language` into the Whisper generation path and adds targeted tests.", + "canonical_pr_reason": "PR #42227 is the clearest canonical representative because it has a specific bug fix, an explicit linked issue, and focused code changes in the Whisper ASR pipeline.", "best_issue_reason": null, - "best_pr_reason": "PR 42227 is the best representative of a concrete user-facing fix; the others are either test-only, obviously unrelated, or broad multi-file refactors/fixes.", + "best_pr_reason": "PR #42227 is the best single PR to represent the cluster: it is the most concrete user-facing bug fix and is substantially more well-scoped than the other test-heavy or unrelated changes.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both are Whisper-related, but they fix different problems in different layers: ASR pipeline parameter forwarding vs tokenizer decode/timestamp handling. They do not look mergeable as one PR." + "reason": "Both touch Whisper, but #42227 fixes ASR return_language propagation while #43291 changes tokenizer decode/test behavior; they are different code paths and not the same underlying change." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "Unrelated changes. 42227 fixes Whisper return-language forwarding; 43665 is a test-file-only edit in CLIP/ViT and does not share the same bug or code path." + "reason": "#43665 is just vague test edits across CLIP/ViT and does not address Whisper return_language or the same bug." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and different bugs: Whisper ASR pipeline vs FP8 dequant/model-loading changes. No common underlying fix." + "reason": "These are unrelated fixes: Whisper ASR return_language versus FP8 dequant/core loading behavior." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer work vs unrelated CLIP/ViT test edits. No shared concrete issue." + "reason": "Different models and different purposes; one is Whisper tokenizer/test work, the other is generic model test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different areas and different fixes. The Whisper tokenizer change is unrelated to FP8 dequant/loading work." + "reason": "No shared concrete bug or code path; Whisper decoding changes are unrelated to FP8 dequant/loading." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These are clearly unrelated; one is nonsensical test-file edits, the other is a substantial FP8/dequant implementation change." + "reason": "Generic model test changes are not the same underlying fix as the FP8 dequant/loading PR." } ] }, @@ -15635,12 +15830,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "58b856be31fef752c97b8d77ad05161ad9571103fc8424f715e96475de5aaa48", + "prepared_review_unit_hash": "36f6a00b81b4e03833c6378e53ce19875beb54a8acc791f25f7e3b926fcf2ef6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15648,7 +15843,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15657,18 +15852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-dependency upgrade PRs with overlapping filenames but different action/version changes; they are related maintenance, not the same fix/change.", - "confidence": 0.94, + "summary": "Both PRs are CI/workflow dependency bumps, but they upgrade different GitHub Actions and solve different maintenance tasks. The overlap in workflow files is incidental, not evidence of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical PR candidate because it has the broader, more explicit goal ('Upgrade GitHub Actions for Node 24 compatibility') and touches a larger set of workflow action versions in a single compatibility-driven sweep.", + "canonical_pr_reason": "No canonical PR: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related actions; they are distinct changes.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster since it is the more general workflow-action compatibility upgrade and appears more central than the narrower docker-action bump in #42976.", + "best_pr_reason": "If a single representative were needed, #42975 is the broader workflow-action compatibility upgrade, but it still should not be merged with #42976 as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are GitHub Actions version bumps, but they change different actions and different workflow surfaces (checkout/cache/upload-artifact vs docker/build-push-action). They do not look like the same underlying bug or concrete code-path fix." + "reason": "Different action families and different upgrade goals: Node 24 compatibility for general workflow actions vs. Docker build action version bumps. Not the same concrete fix and not plausibly one PR." } ] }, @@ -15719,7 +15914,7 @@ "pull_request:45490|pull_request:45630", "pull_request:45626|pull_request:45630" ], - "prepared_review_unit_hash": "4e1e2d0adc6d93b03bf55f37a89c9c17bc15dae33f71f0f25238cc3dc7d08e52", + "prepared_review_unit_hash": "eddad9e46fa11dfe279d595e60e93121adc1de3cd9310aa8d4e89d0c9e8b4468", "component_budget": { "node_count": 10, "item_count": 10, @@ -15741,96 +15936,96 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set. It mixes unrelated model-add PRs (ViT NEPA, Molmo, Molmo2, CTSM, DeepSeek V4, Kimi2-6, PP-FormulaNet, Lfm2Audio) plus two infrastructure changes (pipeline parallel support, Qwen3.5 GGUF loading). The shared filenames are mostly broad auto/doc scaffolding, not the same underlying change.", - "confidence": 0.98, + "summary": "This cluster is not a true duplicate set: it mixes several unrelated model-addition PRs with one distributed loading change, and the only overlap is standard Transformers boilerplate (docs, auto-registry, tests).", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical representative for this cluster; the items target different models or different infrastructure code paths, so shared file patterns are superficial.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is globally suitable as the best representative duplicate: the PRs span distinct model integrations and a separate distributed-parallel feature, so there is no one change that subsumes the rest.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto registry edits are boilerplate, not the same change." + "reason": "ViT NEPA vs Molmo are different model additions; shared auto/docs files are routine scaffolding, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. Same broad model-onboarding pattern, but not the same model or code path." + "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different architectures and filenames beyond boilerplate registry/docs edits." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. No overlapping bug or change target beyond generic docs/auto wiring." + "reason": "ViT NEPA model support is unrelated to CTSM time-series model support; overlap is only generic model-registration plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model integrations with different files and behavior; they are not the same underlying PR." + "reason": "Molmo and Molmo2 are separate model families and separate codebases; this is not one concrete change that could be merged into a single PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared repo plumbing is too generic to merge as duplicates." + "reason": "Molmo vs CTSM are different model additions with different implementation files and purposes." }, { "left": "pull_request:43448", "right": "pull_request:45616", "accept": false, - "reason": "Molmo and DeepSeek V4 are separate model integrations with different architectures and files." + "reason": "Molmo and DeepSeek V4 are distinct model additions; shared registry/docs edits do not indicate the same bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are different model additions; no shared concrete bug or implementation path." + "reason": "Molmo2 and CTSM are unrelated model additions; similar auto-mapping changes are standard boilerplate across model PRs." }, { "left": "pull_request:43451", "right": "pull_request:45616", "accept": false, - "reason": "Molmo2 and DeepSeek V4 are unrelated model integrations; shared auto-registration is incidental." + "reason": "Molmo2 and DeepSeek V4 are separate model integrations, not one shared code-path fix." }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Lfm2Audio model support and Qwen3.5 GGUF loading are unrelated changes; one is model onboarding, the other is loading-format support." + "reason": "Lfm2 Audio model support and Qwen3.5 GGUF loading support address different subsystems and cannot plausibly be merged as one PR." }, { "left": "pull_request:44601", "right": "pull_request:45626", "accept": false, - "reason": "Native pipeline-parallel loading support is infrastructure work, while PP-FormulaNet is a model-add PR; they do not fix the same code-path problem." + "reason": "Native pipeline-parallel loading support is an infrastructure change, while PP-FormulaNet is a model addition; same prefix/boilerplate only." }, { "left": "pull_request:45283", "right": "pull_request:45626", "accept": false, - "reason": "Qwen3.5 GGUF mapping changes and PP-FormulaNet model support are different features with different targets." + "reason": "Qwen3.5 GGUF loading support and PP-FormulaNet model support are unrelated changes in different code paths." }, { "left": "pull_request:45490", "right": "pull_request:45626", "accept": false, - "reason": "CTSM model addition and PP-FormulaNet model support are separate model PRs, not duplicates." + "reason": "CTSM model support and PP-FormulaNet model support are distinct model PRs with no shared underlying bug or feature." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM and Kimi2-6 are distinct model additions with different implementations and test coverage." + "reason": "CTSM and Kimi2-6 are separate model additions; overlap in docs/auto registry is not enough to treat them as duplicates." }, { "left": "pull_request:45626", "right": "pull_request:45630", "accept": false, - "reason": "PP-FormulaNet and Kimi2-6 are unrelated model additions; the overlap is only generic onboarding files." + "reason": "PP-FormulaNet and Kimi2-6 are different model integrations with different implementation and test files." } ] }, @@ -15863,52 +16058,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "b3131465548bef1fa2e299b189e40654d592439467b2a1a31cce3533f7e7f785", + "prepared_review_unit_hash": "c50657b4c0635e36df3f01206a49b3389b301562359b34f557e787f7819e933a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are not duplicates of one another. They are all \"don't merge\"/demo-style changes, but they touch different code paths and subsystems: packaging/versioning, CI/workflow plumbing, and a workflow-caller plus unrelated tokenization/test edits. The shared vit test filename appears incidental rather than indicating the same change.", - "confidence": 0.97, + "summary": "All three items are unrelated \"don't merge\" test PRs with different fabricated changes; the only overlap is a shared test filename, which is not enough to treat them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43532 is the most central of the three because it touches multiple workflow/testing files and has the strongest overlap with another item, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43532 is the best representative PR for the cluster because it is the most broadly connected artifact and shares the clearest superficial overlap with 45476, though the underlying changes are still distinct.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different concrete changes: 43488 edits setup/dependency/version metadata and a ViT test, while 43532 rewrites self-comment CI workflows and testing utilities. Shared test filename is not enough to make them the same fix." + "reason": "Different fake changes: 43488 edits packaging/versioning and dependency tables, while 43532 edits CI workflows and testing utilities. Shared vit test file is incidental." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "43488 is packaging/version/dependency housekeeping; 45476 adds a PR CI caller workflow and unrelated dummy edits in CLIP/Chinese-CLIP/ViT files. No single underlying bug or change matches." + "reason": "No same underlying bug or change: 43488 is about setup/version/deps, whereas 45476 adds a PR CI workflow and unrelated dummy code in CLIP/Chinese-CLIP files." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both mention tests/workflows, but they target different code paths and repos: 43532 changes self-comment/self-scheduled/slack notification logic, while 45476 adds a workflow-caller and unrelated tokenization/test edits. Not mergeable as one PR." + "reason": "Even though both touch tests/workflows, they do not fix the same concrete code-path problem and could not plausibly be merged as one PR; the overlap is only superficial." } ] }, @@ -15938,7 +16133,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "25d55e9326efa426b03fcc769db20a121adebd7abf12862a2d0d2b7e6dcd7652", + "prepared_review_unit_hash": "fdba583e59f3fa8ab5a5c919ba748fc9b17a4268d67291becc98c258df0af3ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -15960,18 +16155,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related pipeline-addition PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation, with different task docs, pipeline modules, and model/test coverage. They should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two related but distinct PRs add new segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and pipeline-registration scaffolding, but they target different tasks and model integrations, so they should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs target different segmentation pipelines and different underlying integrations, so they are not the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If a representative is needed, PR 43613 is the broader feature PR, touching more model integrations and tests, but it is still not a duplicate of 43612.", + "best_pr_reason": "PR #43613 is the broader, more representative pipeline addition, with wider model coverage and more supporting tests/docs, but it is still a separate feature from #43612 rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Same general area, but not the same underlying change. One adds promptable concept segmentation and the other adds promptable visual segmentation, with different docs, pipeline files, and model/test targets." + "reason": "Different underlying features and codepaths: concept segmentation vs visual segmentation. Shared docs/registry updates are not enough to treat them as one mergeable PR." } ] }, @@ -16001,7 +16196,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "68b3d90c3f85dcb3b6c96790e7c9d56b2e399c8f289fbbc0b917b6527abaadc8", + "prepared_review_unit_hash": "f5095a79bd1f3c88eb0dd740145ee5d95837afbf44f3bd496a992d75cce17024", "component_budget": { "node_count": 2, "item_count": 2, @@ -16023,18 +16218,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated Trainer enhancement PRs that only overlap on the same file and subsystem. One changes gradient-accumulation loss scaling, the other factors out signature-column inspection for custom trainers/PEFT handling.", - "confidence": 0.97, + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds a customizable signature-column helper for column filtering. They are not the same underlying bug/change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is a slightly stronger canonical representative because it has more discussion and a clearer end-to-end behavioral change; 43663 is a separate, independent refactor/extension point.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the better cluster representative overall, but only by convention; the PRs are not duplicates and should not be merged into one triage bucket as the same fix.", + "best_pr_reason": "No single PR is a clear canonical representative because the two changes are unrelated and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying problems: 43651 fixes loss normalization during gradient accumulation, while 43663 adds an overridable signature-column helper for trainer input filtering. Same file/subsystem is not enough to treat them as the same change." + "reason": "Same file, but different code paths and different intents: loss scaling vs. signature-column filtering. They could not plausibly be merged as one PR without mixing unrelated changes." } ] }, @@ -16066,55 +16261,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "ef859ae9ccf165169fc29c86d809480ce17573e63b703af51b58ab9f8826f290", + "prepared_review_unit_hash": "7ae6a917abf72373cdd61f66d0d5a4f1a863dd854e8afa54d1365a6c2a82e3b9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43842 looks like the cleanest representative for the concrete `TypeAdapter`/pydantic NameError fix in `src/transformers/cli/serve.py`. 43836 is closely related and appears to be the same file-level fix family, while 43656 is only superficially similar and seems broader and tied to a different explicit issue target.", + "summary": "All three PRs appear to be alternative fixes for the same TypeAdapter-related NameError in `src/transformers/cli/serve.py`, with 43842 the most direct and focused patch.", "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused patch for the specific CLI `TypeAdapter` NameError path, with the clearest narrow fix shape and explicit pydantic-not-installed context.", + "canonical_pr_reason": "PR 43842 is the cleanest, most targeted fix: it explicitly handles `TypeAdapter` under `TYPE_CHECKING` and avoids runtime NameError with minimal scope.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it is the most targeted and least invasive fix for the concrete runtime failure in `serve.py`.", + "best_pr_reason": "43842 is the best standalone PR to keep because it directly addresses the runtime typing import problem with the smallest, clearest change set.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both touch `src/transformers/cli/serve.py`, but 43656 is broader and only softly similar to 43842; its different explicit issue target and wider diff make it unsafe to treat as the same underlying bugfix." + "accept": true, + "reason": "Both target the same TypeAdapter NameError in the CLI serve module and use alternative typing-only remedies (`from __future__ import annotations` vs `TYPE_CHECKING` import/string annotation)." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "These are tightly related fixes in the same file, share the same explicit issue target, and both address the same `TypeAdapter` NameError/annotation evaluation problem in the CLI serve path." + "reason": "Both are about the same TypeAdapter NameError in `serve.py`; the titles and diff context indicate overlapping fixes for the same runtime annotation issue, even if 43836 is broader." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. 43836 and 43842 are well-supported as closely related fixes in the same file and even share an issue target, but 43656 only has soft_similarity with 43842 and a different explicit issue target. Its previewed diff also looks broader than a TypeAdapter-only patch. So I would not state that all three are clearly the same concrete bugfix or that the 43656\u219443842 pair is definitely mergeable without more evidence." + "accept": true, + "feedback": "The packet supports the main conclusion: all three PRs are in `src/transformers/cli/serve.py` and their titles/diffs point to the same `TypeAdapter` runtime-annotation bug family, with 43842 the smallest targeted fix. The soft-edge acceptances are also conservative enough: 43836 clearly overlaps on the same issue target and 43656 appears to be another typing/annotation-based workaround in the same module." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16301,361 +16496,325 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "9a8e3d4fec07214ea05d3b70985cde2248d4fec0b5472f6d432ba0d0b4d141af", + "prepared_review_unit_hash": "73994f39096e66f4536d9a2f504c809f7feabfaf48304f314ed11e424fc25813", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76941, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a wave of model-by-model output-tracing refactors. The closest duplicates are the GPT-J/CodeGen cluster and the GPT-Neo pair; the rest are separate model implementations that only share the same refactor pattern.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44722 is the best canonical PR for the GPT-J/CodeGen subcluster: it is the broadest file-level refactor, covering both modeling_codegen.py and modeling_gptj.py, and subsumes the narrower GPT-J-only variant.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:44722 is the strongest overall representative because it most completely captures the shared GPT-J/CodeGen output-tracing change and overlaps the narrower GPT-J-only PRs.", + "summary": "This cluster is mostly a wave of per-model refactors to standardized output tracing/capture_outputs, all orbiting external tracking issue #43979. Most pairs are only thematically similar; the real duplicate candidates are the GPT-J/CodeGen PRs and the GPT-Neo PRs.", + "confidence": 0.92, + "canonical_issue_reason": "No issue artifact is present in the input; the PRs only reference external tracker #43979.", + "canonical_pr_reason": "PR 44066 is the best canonical anchor: it directly targets #43979, covers the shared GPT-J/CodeGen output-tracing refactor, and is the clearest representative of the duplicate GPT-J family.", + "best_issue_reason": "No issue artifact is present in the input; the cluster is organized around external tracker #43979 only.", + "best_pr_reason": "PR 44066 is the strongest overall representative of the cluster because it is the most central concrete code change with explicit issue linkage; the other items are mostly separate per-model refactors rather than true duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "CVT/FNet and GPT-J are different concrete model code paths; only the high-level output-tracing theme matches." + "reason": "Different models and code paths; only the generic output-tracing theme matches." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and DeBERTa are unrelated model implementations with different forward paths." + "reason": "Different models and code paths; same refactor theme only." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in src/transformers/models/gptj/modeling_gptj.py; 44066 just bundles the extra CodeGen companion change, so this is the same underlying GPT-J edit." + "reason": "Both are GPT-J output-tracing refactors on the same file family and could be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate image-model implementations; not the same change." + "reason": "Different vision backbones and code paths; same standardized-output pattern only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are different model code paths." + "reason": "Different models and code paths; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing and EfficientNet output tracing are different concrete edits." + "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, not the same concrete bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + "reason": "Different model families and implementation paths; only the refactor pattern is shared." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR touch different files and different model code paths." + "reason": "Different models and code paths; same output-tracing migration theme only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different concrete implementations." + "reason": "Different models and code paths; not a mergeable duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same GPT-Neo file/test area, so they look like the same underlying change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file and appear to be the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths; similar refactor style is not enough." + "reason": "GPT-J/CodeGen versus GPT-Neo; shared theme only." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are related refactors but not the same concrete change." + "reason": "Different models and code paths; same broad standardized-output effort only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model-specific edits." + "reason": "ResNet and GPT-J are unrelated code paths despite both being output-tracing refactors." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete model implementations." + "reason": "Different models and implementations; only the decorator migration is shared." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate model implementations." + "reason": "ResNet versus GPT-J; not the same bug or change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo and ResNet are distinct model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model implementations." + "reason": "Different model families and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different code paths." + "reason": "GPT-Neo and Flaubert are separate refactors in different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors; same wave, not the same change." + "reason": "Different model families; same standardized-output theme only." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + "reason": "MPT and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different concrete model paths." + "reason": "GPT-2 and MGP-STR are unrelated model paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated concrete changes." + "reason": "GPT-J and MGP-STR are different changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are distinct model refactors." + "reason": "GPT-2 versus GPT-J/CodeGen; same pattern only." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families and different code paths." + "reason": "ViLT and XLM/Flaubert are different model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and XLM/Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are not the same underlying change." + "reason": "SegFormer and GPT-J/CodeGen 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 refactors." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are different concrete model edits." + "reason": "SegFormer and VisualBert are distinct changes." }, { "left": "pull_request:44068", - "right": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "VisualBert and LongT5 are not the same change." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "MPT and ImageGPT are unrelated model-specific refactors." + "reason": "RegNet and VisualBert are separate model code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model implementations." + "reason": "TextNet and XLM/Flaubert are unrelated concrete changes." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated concrete changes." + "reason": "MPNet and LongT5 are different models and refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and Segformer are different architectures." + "reason": "RegNet and GPT-Neo are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "RegNet and LongT5 are different model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 share only the output-tracing pattern, not the same code path." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated concrete edits." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and Segformer are different model code paths." + "reason": "MPT and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model implementations." + "reason": "SqueezeBert and MPT are different model paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are not the same underlying bug or change." + "reason": "SqueezeBert and VisualBert are distinct refactors." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are distinct model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:43997", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 have no concrete code-path overlap." + "reason": "TextNet and LongT5 are different model changes." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model-specific changes." + "reason": "MPNet and LongT5 are separate concrete refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet and MPT only share the broad refactor theme, not the same edit." + "reason": "GPT-Neo and GPT-2 are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." + "reason": "SqueezeBert and DeBERTa are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are separate model refactors." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping file-level changes; 44722 is the broader later version." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target GPT-J output tracing in the same file family; 44722 adds the CodeGen companion change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and RegNet are different architectures." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet and SpeechT5 are different concrete changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model-specific edits." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa and ViLT are different model implementations; same refactor style is not enough." + "reason": "DeBERTa and TextNet are different model paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different concrete model paths." + "reason": "FocalNet and ImageGPT are different model refactors." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the overall clustering is mostly grounded, but one soft-edge rationale is not precise enough. In particular, the 44066 vs 44085 note mislabels the pair as CVT/FNet vs GPT-J; both PRs are in the GPT-J/CodeGen family and share the same underlying output-tracing file area. More generally, keep the pair reasons tied to the exact PR contents and avoid broad model-family labels when the packet shows a closer same-file overlap." + "accept": true, + "feedback": "The summary is grounded in the packet, the canonical choices are conservative, and the soft-edge verdicts avoid overstating cross-model similarity. The two accepted pairs are both supported as same-family, same-file refactor candidates that could plausibly be merged into a single bugfix PR." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16687,20 +16846,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "fab376b91c26278c8513a71afc5b414e828cf2c47e09cd19e314b13893bc747e", + "prepared_review_unit_hash": "70ac57ded28e5532df8f52d574ed54738fab8691c9a0f022e76d265eff73037c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13066, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -16709,42 +16868,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they affect different architectures and code paths. They are thematically similar, not duplicates of the same change.", - "confidence": 0.96, + "summary": "These PRs share a common refactoring theme around standardized output tracing / capture_outputs, but they target different model implementations and code paths, so they are not duplicates of the same concrete change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best anchor for this cluster because it has an explicit issue target (#43979) and a concrete SpeechT5 output-tracing refactor, while the others are separate model migrations.", + "canonical_pr_reason": "No PR is a true canonical duplicate here; if one representative is needed, PR 44129 is the most concrete because it is tied to an explicit issue and shows a model-specific output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative: it is tied to a tracked issue and makes a specific behavior change in one concrete model path. The other PRs are similar refactors, but each is model-local and not mergeable into a single duplicate PR.", + "best_pr_reason": "PR 44129 is the best single representative of the cluster because it has the clearest problem statement (explicit issue link) and a substantive, model-specific output-tracing implementation change.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different files; these do not fix the same underlying bug and would not be merged into one PR." + "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different forward/output code paths; too broad to treat as the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but MPNet and VisualBert are unrelated code paths with different layer hooks and model behavior." + "reason": "MPNet vs VisualBert; same migration pattern, but not the same bug or mergeable code change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations in different architectures; similarity is only at the abstraction level, not the concrete change." + "reason": "MPNet vs TextNet; these are separate model-specific refactors, not duplicate fixes." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct models with different output plumbing; this is shared refactor pattern, not the same fix." + "reason": "RegNet and SqueezeBert are unrelated implementations; the similar wording only indicates a shared refactor style, not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different models and different output semantics; SpeechT5 has an explicit tracked issue, while SqueezeBert is a separate migration." + "reason": "SqueezeBert and SpeechT5 modify different code paths and even different output/capture mechanics; they should not be merged as duplicates." } ] }, @@ -16824,274 +16983,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "86bd509fa3dea8c762ecdb9a744480991765b3e84d897f5f2c95497876aea6e6", + "prepared_review_unit_hash": "43467ca809c6aa50563a041c3223408a71a0a19b35877b263d1a60954bdbf607", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all similar output-tracing refactors, but they target different model implementations and code paths. They are not duplicates of the same underlying bug/change, so none of the soft edges should be merged.", - "confidence": 0.96, + "summary": "This cluster is a set of model-specific refactors around output tracing/can_return_tuple, but they target different architectures and code paths, so they do not look like duplicate PRs.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44025 is the best representative of the pattern: it applies the output-tracing refactor cleanly within the closely related Depth Anything family and is self-contained.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "44025 is the tightest, clearest example of the change style in this cluster; the other PRs span unrelated model implementations and are less suitable as a canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model files and architectures; same refactor theme, not the same concrete change." + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, but not the same concrete code path." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model implementations; similar output-tracing cleanup only." + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); too broad to treat as the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths; not plausibly one merged PR for a single bug/change." + "reason": "Unrelated models (timm_backbone vs univnet); shared output-tracing pattern is not enough for duplicate triage." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Only shares the general refactor pattern; the affected models are unrelated." + "reason": "Timm backbone and mamba/falcon_mamba are different code paths; similar refactor style only." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different target model and file; not the same underlying fix." + "reason": "Different subsystems (timm_backbone vs rwkv); same theme, but not one mergeable PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Separate models and implementations; same housekeeping pattern only." + "reason": "MobileNetV1 and UnivNet are unrelated models; both refactor output handling, but not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Not the same code path or bug; just another tracing refactor." + "reason": "MobileNetV1 vs UperNet touches different model code paths; reject as duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; no shared concrete defect." + "reason": "Different model families (MobileNetV1 vs Depth Anything); same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Both are refactors, but for different model wrappers/code paths." + "reason": "MobileNetV1 and vision-encoder-decoder are unrelated; not a shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder model; not mergeable as one PR fixing one issue." + "reason": "MobileNetV1 vs speech-encoder-decoder is too far apart to merge as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations; same refactor style only." + "reason": "Vision-text dual encoder and UnivNet are different models; same output-tracing refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model files and behavior; not the same concrete change." + "reason": "Different architectures (vision-text dual encoder vs UperNet); not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths; too broad to be a duplicate." + "reason": "Unrelated code paths across vision-text dual encoder and mamba/falcon_mamba." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same tracing theme, but distinct models and outputs." + "reason": "Different model families; this is only a broad refactor theme, not a duplicate PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate model-specific refactors; no single underlying bug." + "reason": "UnivNet and UperNet are unrelated; no shared concrete bug or fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and filenames; not a duplicate PR pair." + "reason": "Different subsystems (audio generation vs mamba/falcon_mamba); reject." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models; similar API cleanup only." + "reason": "UnivNet vs Depth Anything are unrelated implementations, even if both adjust return-tracing." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; not one change." + "reason": "UperNet and RWKV do not share a concrete code path; same refactor style only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "No shared concrete bug; only a shared refactoring pattern." + "reason": "UperNet vs mamba/falcon_mamba are different model stacks; not mergeable as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba vs SuperPoint are unrelated implementations." + "reason": "Mamba/FalconMamba and SuperPoint are unrelated models; too broad for duplicate triage." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model internals; not plausibly merged as one PR." + "reason": "Mamba/FalconMamba vs CodeGen are distinct code paths; reject despite similar refactor intent." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; same broad tracing refactor only." + "reason": "Timm backbone and CodeGen are unrelated; output-tracing refactor is not enough to unify them." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models and behavior changes; not the same bug or feature." + "reason": "UnivNet and CodeGen touch different model implementations and cannot plausibly be one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different target files and implementations; too broad to dedupe." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Codegen and vision-text dual encoder are unrelated concrete changes." + "reason": "UperNet and CodeGen are unrelated; same broad cleanup theme only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but for distinct encoder-decoder wrappers." + "reason": "Depth Anything and vision-encoder-decoder are different model families; not the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward paths; not the same fix." + "reason": "Depth Anything vs speech-encoder-decoder are separate code paths; reject." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model code and tests; not one underlying change." + "reason": "Depth Anything and SuperPoint are unrelated models, even though both change output tracing." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated concrete implementations." + "reason": "Depth Anything and RWKV are different architectures; not a duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model targets; same refactor theme only." + "reason": "Depth Anything and DPR are unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Distinct model wrappers and code paths; not mergeable as one PR." + "reason": "vision-encoder-decoder and RWKV are unrelated; same refactor style only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder models; no common underlying defect." + "reason": "Vision encoder-decoder vs speech encoder-decoder are separate implementations; not the same bug." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Unrelated model implementations; only generic similarity." + "reason": "Different model families (vision-encoder-decoder vs SuperPoint); reject." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model subsystems; not the same change." + "reason": "Vision encoder-decoder and DPR touch different code paths; not mergeable into one PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are different code paths entirely." + "reason": "Speech encoder-decoder and SuperPoint are unrelated models; too broad for duplicate triage." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; no shared concrete bug." + "reason": "Speech encoder-decoder vs RWKV are different architectures and fixes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different targets and behavior; not a duplicate PR." + "reason": "Speech encoder-decoder and DPR do not share a concrete bug or code path." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and files; same refactor motif only." + "reason": "SuperPoint and RWKV are unrelated; same cleanup pattern only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate model implementations; not the same underlying fix." + "reason": "SuperPoint vs DPR are different implementations; not the same underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated models; cannot be merged as one concrete PR." + "reason": "RWKV and DPR are different model code paths; output-tracing refactor alone is insufficient." } ] }, @@ -17124,12 +17277,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "5bd462574ec678926dad52daf9985bdc3166fc8f315e2fcb8cd66c0fccef5cdc", + "prepared_review_unit_hash": "1d945e31114ec032c7ebea6f8e56041daa5f2e10dcdf792d3aade67caf9f6ba9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11072, + "serialized_chars": 11070, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -17137,7 +17290,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11072, + "serialized_chars": 11070, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -17146,30 +17299,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-addition implementations for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only boilerplate integration files and docs registration, so they are not duplicates.", - "confidence": 0.99, + "summary": "These are three distinct model-addition pull requests for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only common Transformers boilerplate and docs/indexing changes, not the same underlying bug or change set.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR among these: each PR targets a different model with distinct configs, processors, and modeling code.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #44662 is the most complete/representative implementation in the set, with broad model, image-processing, processing, docs, and test coverage.", + "best_pr_reason": "PR 45075 is the strongest standalone candidate: it is a complete, non-draft model addition with conversion tooling and tests. The other PRs are separate model integrations and do not form a duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and codepaths: PenguinVL vs Voxtral TTS. Shared auto/docs files are just integration scaffolding, not the same bug or change." + "reason": "Different model integrations for unrelated models; shared auto-registry/docs scaffolding is expected and does not indicate the same change or code-path bug." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model implementations (PenguinVL vs DeepSeek-OCR-2) with unrelated modeling, conversion, and test files. Not mergeable as one fix." + "reason": "Both are independent new-model implementations with different architectures and files; overlap is limited to generic Transformers integration boilerplate." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions touching different logic and artifacts; overlap is only generic registry/docs boilerplate." + "reason": "Separate model add-ons for different products; they do not fix or implement the same concrete functionality and should not be merged as duplicates." } ] }, @@ -17199,7 +17352,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "87438852cca3efb6caab9f559a68504e66d6a60519924ac47058b9ff2f892c4f", + "prepared_review_unit_hash": "4dfb6fa51145423a12ffc2b965787f8f0956aec4ffb3af5aa2a4744a1c3d3091", "component_budget": { "node_count": 2, "item_count": 2, @@ -17221,18 +17374,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct pull requests around module/kernel fusion. One introduces a new Module Fusion API scaffold, while the other wires n-to-1 kernel fusion through KernelConfig and model loading. They share a feature area, but they are not the same concrete change.", - "confidence": 0.87, + "summary": "Related fusion features, but not the same underlying change: one adds a standalone module-fusion API, the other adds kernel-config-based n-to-1 fusion plumbing and an example. They overlap conceptually but target different code paths and would not naturally merge into one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the stronger canonical PR for the cluster: it is the broader, more user-facing implementation of kernel fusion via KernelConfig across loading/integration paths, whereas #44979 is mainly the underlying Module Fusion API scaffolding.", + "canonical_pr_reason": "PR 44979 is the cleaner core API proposal: it introduces the standalone module-fusion machinery and tests, while 45363 is a separate integration layer built around KernelConfig and hub-kernel plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative because it covers the concrete end-to-end fusion behavior and multiple integration points, making it the most complete expression of the cluster\u2019s feature theme.", + "best_pr_reason": "PR 44979 is the better representative of the cluster because it is the more self-contained foundational fusion feature; 45363 is more of an application/integration PR than the core abstraction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same code-path change. #44979 adds a new Module Fusion API/module_fusion.py scaffold, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. They would not plausibly be merged as one single PR without collapsing distinct layers of the feature." + "reason": "Reject: these are both fusion-related, but 44979 adds a generic module-fusion API and 45363 implements n-to-1 kernel fusion via KernelConfig. They touch different abstractions and code paths, so they are not the same concrete change." } ] }, @@ -17262,7 +17415,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "b7e0704b31f03fee64399c486c1d0bb2faa141fce568bebf317340f83f72241a", + "prepared_review_unit_hash": "e05a247d607f84a870d35f36ac7379a1339167b002816fe1daaa0db0cb05913c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17284,18 +17437,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same concrete bug in `_patch_mistral_regex`: using `tokenizer.backend_tokenizer.pre_tokenizer` caused an AttributeError, and both switch to `tokenizer.pre_tokenizer`. The second PR is a clearer, more complete implementation because it includes test coverage.", + "summary": "Both PRs target the same Mistral regex patch bug: an AttributeError caused by using `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer` in `_patch_mistral_regex`. PR 45317 is the more complete version because it includes the fix plus tests; PR 45086 is effectively a subset of the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR: it addresses the same bug as 45086 but is more complete, with test changes and a clearer title tied to the exact failure mode.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same concrete code path as 45086 and also adds a test update, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best overall PR because it fixes the same code path as 45086 and adds regression tests, making it the more complete merge candidate.", + "best_pr_reason": "PR 45317 is the strongest PR candidate: same bug, same file, same issue target, and it adds regression coverage beyond the minimal code-only patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path in `tokenization_utils_tokenizers.py`; the diffs are effectively the same fix, with 45317 adding tests." + "reason": "Accept: both PRs make the same fix in `_patch_mistral_regex` for the same AttributeError, differing only in completeness (45317 adds tests)." } ] }, @@ -17325,7 +17478,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "8977d3259a77e06e7c5c632e8a082bfc95071efae99f70ca41f56ed5938e75e1", + "prepared_review_unit_hash": "19cc4dec6aef7b1349823262c61c0bc431904c3287011fa33f6b1cdf112a09d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -17347,18 +17500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are thematically related around NemotronH, but they address different changes: one is a conversion-mapping/model inheritance refactor, while the other splits NemotronH into dense and sparse model families with docs/tests updates. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.89, + "summary": "Two open NemotronH-related PRs overlap on shared model files, but they target different changes: one is a refactor to inherit GraniteMoeHybrid, the other splits NemotronH into dense/sparse model variants and updates docs/tests. They are related but not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more central architecture refactor, introducing the dense/sparse model split and associated registry/docs/test updates.", + "canonical_pr_reason": "PR #45569 is the better representative because it implements the broader end-state change: dedicated NemotronHDense/NemotronHSparse packages, auto-mapping updates, docs, and tests. PR #45115 is a narrower refactor step focused on GraniteMoeHybrid inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main public-facing NemotronH restructuring, while #45115 is a narrower conversion-mapping/inheritance adjustment.", + "best_pr_reason": "PR #45569 is the most complete and user-facing artifact in the cluster, with the clearest scope and strongest alignment to the final architecture change. PR #45115 appears to be an earlier structural refactor rather than the main implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different concrete changes: #45115 focuses on checkpoint conversion mapping and structural renames for NemotronH compatibility, whereas #45569 creates separate NemotronH dense/sparse model variants and updates docs/tests. Related but not the same code-path fix." + "reason": "Shared NemotronH files alone are not enough: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping, while #45569 restructures NemotronH into dense/sparse model families with docs and tests. Different concrete code-path changes, so not duplicates." } ] }, @@ -17388,12 +17541,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "61f7a1dc27ee1ce1592e27e151bad0f6f2184cfd449135eaefa17c8ba9915192", + "prepared_review_unit_hash": "e504be2940d40e71fcd5b050618f5adcc12adaf93f7fde276a9d582fad9ac571", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17401,7 +17554,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17410,18 +17563,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related pull requests for heterogeneous-model work, but they are not duplicates: one adds per-layer config plumbing, the other adds broader heterogeneous modeling support built on top of that plumbing.", - "confidence": 0.89, + "summary": "These are related feature PRs for heterogeneous model support, but they are not duplicates: one adds per-layer config plumbing, the other adds model/cache/masking behavior built on top of it.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more central change: it adds heterogeneous model support across modeling/cache/masking and naturally subsumes the config plumbing work.", + "canonical_pr_reason": "PR #45332 is the broader, more concrete implementation of heterogeneous model behavior across cache/model code paths; #45333 is narrower config infrastructure.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative artifact for the cluster because it covers the end-to-end heterogeneous-model feature rather than only the configuration layer.", + "best_pr_reason": "PR #45332 is the best representative because it covers the end-user-facing model-side support, not just config API additions.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: #45333 only adds per-layer config support, while #45332 implements the larger heterogeneous modeling path and several runtime integrations. They would not plausibly be merged as one PR." + "reason": "Same feature area, but not the same underlying change: #45333 introduces per-layer heterogeneous config support, while #45332 updates cache/modeling logic to consume it. They are related and potentially sequential, not duplicate PRs that should be merged into one." } ] }, @@ -17460,12 +17613,12 @@ "pull_request:45592|pull_request:45615", "pull_request:45596|pull_request:45615" ], - "prepared_review_unit_hash": "1b7fda14751503616bdfd180ca7f1a7060c379fc1fb79f2abdd55deeedeb0229", + "prepared_review_unit_hash": "4e11b82ca52fa7fe27c929da54b11c88f068dfc2509fe6072efa45e73378a360", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 13275, + "serialized_chars": 13274, "estimated_input_tokens": 3319, "estimated_eval_tokens": 6894 }, @@ -17473,7 +17626,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 13275, + "serialized_chars": 13274, "estimated_input_tokens": 3319, "estimated_eval_tokens": 6894 }, @@ -17482,54 +17635,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One substantive code fix PR (AltCLIP/ChineseCLIP model-parallel handling) sits alongside several unrelated test-only expectation updates for other models. The cluster is not a set of true duplicates.", - "confidence": 0.91, + "summary": "This cluster is mixed: one substantive model-parallel fix PR plus several unrelated test-only XPU expectation/padding updates across different models. No pair looks like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the strongest representative of the cluster: it fixes an actual model-parallel code-path bug with implementation changes (not just test expectations) and affects multiple related model files.", + "canonical_pr_reason": "PR 45487 is the broadest and most substantive code fix in the set, with actual model code changes and tests, so it is the best representative if one PR must anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best standalone representative because it addresses the underlying runtime issue directly, while the other PRs are narrower test-only adjustments or unrelated model-specific fixes.", + "best_pr_reason": "PR 45487 is the strongest global representative because it fixes a real code-path issue rather than only updating test expectations, and it covers multiple affected model files.", "soft_edge_verdicts": [ { "left": "pull_request:45394", "right": "pull_request:45596", "accept": false, - "reason": "Different models and different problems: XCLIP model-parallel split-module fix vs BLT XPU test expectation updates." + "reason": "XCLIP model-parallel no_split_modules fix vs BLT XPU test expectations; different model families and different failure modes." }, { "left": "pull_request:45487", "right": "pull_request:45592", "accept": false, - "reason": "AltCLIP/ChineseCLIP runtime/model-parallel fix is unrelated to FastVLM test padding-side changes." + "reason": "AltCLIP/ChineseCLIP model-parallel/token_type_ids fix vs FastVLM test padding-side update; same general area of tests, but not the same concrete bug." }, { "left": "pull_request:45487", "right": "pull_request:45596", "accept": false, - "reason": "Different underlying bug/change; one is a broad model-parallel code fix, the other is BLT-specific XPU test expectations." + "reason": "Code-path fix for AltCLIP/ChineseCLIP vs BLT test expectation changes on XPU; unrelated models and not mergeable as one PR." }, { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "ChineseCLIP/AltCLIP model-parallel fix and Qianfan OCR XPU expectations are model-specific and do not share the same concrete code path." + "reason": "AltCLIP/ChineseCLIP model code fix vs Qianfan OCR XPU expectation updates; different underlying issues." }, { "left": "pull_request:45592", "right": "pull_request:45596", "accept": false, - "reason": "Both are test-oriented, but they target different models and different failures, so they are not the same change." + "reason": "Both are test changes, but they target different models and distinct behaviors (padding side vs XPU output expectations)." }, { "left": "pull_request:45592", "right": "pull_request:45615", "accept": false, - "reason": "FastVLM padding-side test adjustment is unrelated to Qianfan OCR XPU expectation updates." + "reason": "FastVLM test padding-side issue and Qianfan OCR XPU expectations are separate model-specific test fixes." }, { "left": "pull_request:45596", "right": "pull_request:45615", "accept": false, - "reason": "Both add XPU-specific test expectations, but they are for different models and expected outputs, not one shared bug fix." + "reason": "Both add XPU expectations, but for different models and outputs; same backend theme is too broad to treat as duplicate." } ] }, @@ -17559,12 +17712,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d436a76c44eb3fddf78e17b6a3fb51def215043e587f4230dc9097d1c1da9175", + "prepared_review_unit_hash": "00c9979ed975c493175698f5caab1041e4a29199e20ae30d8ea8bce4e793bf29", "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 }, @@ -17572,7 +17725,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -17581,18 +17734,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad type-checking level, but they are not the same PR: one is a sweeping type-check cleanup across many files, while the other adds specific typing helpers and targeted modeling fixes.", + "summary": "These are two separate typing-related pull requests, not duplicates: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds typing helper protocols and targeted fixes in a smaller set of modules.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change: it touches many files and updates type-checking config, so it is the more canonical representative of the cluster.", + "canonical_pr_reason": "No canonical PR: the PRs solve different typing tasks and are not the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best overall representative because it is the largest, most general type-checking pass in the set; 45425 is narrower and more specialized.", + "best_pr_reason": "PR #45425 is the more focused and concrete typing fix; PR #45415 is a broad repository-wide type-checking cleanup rather than the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but they address different scopes and code paths. 45415 is a repo-wide type-checking sweep, while 45425 adds concrete typing protocols/helpers and fixes around modeling utilities; they would not plausibly be merged as one PR." + "reason": "Shared files are incidental; #45415 is a wide mypy/type-checking sweep across many modules, while #45425 adds specific typing aliases/protocols and targeted fixes in a different code path. They are not the same bug or change and would not be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a1f721e9e42aeeb031b36fd68f371c6f58233528..b9e03596f78b5ba731f87f36ec32c4d47ddcf934 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260424t180025z", + "analysis_id": "hybrid-model-20260425t000023z", "archived_artifacts": { - "hybrid": "snapshots/20260424T180025Z/analysis-runs/hybrid-model-20260424t180025z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260424T180025Z/analysis-runs/hybrid-model-20260424t180025z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-24T18:16:19Z", + "published_at": "2026-04-25T00:03:43Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260424T180025Z", + "snapshot_id": "20260425T000023Z", "variant": "hybrid" } diff --git a/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.json b/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..5b16a5c968900a04dbe33b441d7d014431b7c817 --- /dev/null +++ b/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.json @@ -0,0 +1,1880 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260425T000023Z", + "generated_at": "2026-04-25T00:03:41Z", + "evidence_quality": "full", + 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"target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..978e52d90c57a0bcd551c279f09f21847d601f3e --- /dev/null +++ b/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17760 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260425T000023Z", + "generated_at": "2026-04-25T00:03:41Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "3bd1aa1e5016ec9382b72cbe7c74a64e990c7c4e0b250800fedbd71ab44829a9", + "component_budget": { 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A smaller docs-only similarity cluster exists, but the evidence is weaker and broader than the ZeRO-3 bug cluster.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44805 is the best representative of the ZeRO-3 loading failure cluster because its title is the most general form of the shared index-out-of-bounds/mask-shape error and it maps cleanly to the other Bert/ZeRO-3 variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44805 is the strongest canonical issue candidate among the provided items; it is the broadest and most reusable description of the shared underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures and different code paths; same model family only, not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different failure modes: dtype mismatch vs AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to AMD GPU support issues." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different problem areas; one is GPU backend support, the other is an invalid method call in a model implementation." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with no clear shared code-path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export paths and different symptoms." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and auto device-mapping cuda assert are not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they reference different removed features and do not clearly share one concrete change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern on Bert-family loading." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying ZeRO-3 loading/index-out-of-bounds bug, just on a different Bert variant." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "One is a ZeRO-3 loading bug; the other is a GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping generation bug is unrelated to ZeRO-3 loading errors." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor preset handling and ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed-related, but the symptoms and code paths differ materially." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical ZeRO-3 index-out-of-bounds failures on BertModel loading." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model-specific inference/detokenization bugs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problems with no shared bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch is unrelated to ZeRO-3 index-out-of-bounds loading." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors and different failure conditions." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading error is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor mismatch is unrelated to the custom trainer loss signature issue." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and different failure path." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch and invalid method invocation are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model/configuration issues with no shared concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and NVFP4 model execution error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failures are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing error and Qwen3 auto-device-map cuda assert are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they concern different removed items and are not clearly one change." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific dtype/video pipeline failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model/input handling failures." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime paths; one is kernel selection, the other is autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call does not match ZeRO-3 loading failures." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP issue and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds loading bug, presented on different model names." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different stale-doc references and no clear single underlying change." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different Qwen/Gemma runtime issues with distinct failure signatures." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure and checkpoint corruption are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch incompatibility and pydantic field breakage are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 index-out-of-bounds are different failure modes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/Gemma config issues, not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head tying bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different symptoms and execution paths; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic field regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3/vLLM config issue are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template compilation error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index problems, but the reported failure modes and likely code paths differ." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model support/load issues with no shared concrete change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence and the soft-edge calls are conservative. The ZeRO-3/BERT/Gemma cluster is the clearest duplicate set, and the docs-only cluster is appropriately treated as weaker." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "2af7e5185179a934c9888ce3cec0fd72d917bd15ea784d833f44aeacd9f4115b", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37571, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issue reports; the only clear duplicates are the non-persistent buffer regression reports in Transformers 5.x. The rest differ by model, failure mode, or subsystem and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue for the duplicate buffer regression because it states the exact regression (`from_pretrained()` corrupting `register_buffer(persistent=False)`) and is the most specific root-cause description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the duplicate cluster because it precisely names the v5 non-persistent-buffer bug, making it the most useful anchor for triage and linking related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5/config-related regressions, but one is about `StableLmConfig.pad_token_idx` and the other is a pydantic `PretrainedConfig` field issue; different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One reports int4 quantization memory/OOM behavior, the other tied-weights problems in translation models; different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/generation paths, but one is a torch-dynamo `grouped_mm` tracing error and the other is a tensor-parallel support issue for GPT-OSS; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` unexpectedly passing `_is_hf_initialized` is a different initialization bug than the pydantic config-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support for gpt-oss and a streaming API failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "A Qwen3-MoE `sliding_window` issue is not the same as the generic `PretrainedConfig` field regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer-mapping failure in `add-new-model-like` is unrelated to a Qwen3.5 streaming inference bug." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are load-time errors, but one is a missing `sliding_window_pattern` attribute for Gemma3/vLLM and the other is a key error loading MobileLLM." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about worse text embeddings while the other is about nonsensical outputs in AutoModel/pipeline; too different without stronger evidence." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing and missing Float8 storage are distinct runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing/shape errors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3 zero-size tensor index error." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3-MoE is not the same as a Mixtral grouped_mm tracing error." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are unrelated model-specific reports." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "An FSDP weight-shape runtime error is unrelated to TRL SFT input-embedding unpacking on Qwen3.5." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but one is a Mistral3 image-text model bug and the other is a broader v5 translation-model tied-weights regression; not enough to merge as the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in notebooks and flash-attn2 fallback gating are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type errors on Qwen3.5 models are unrelated to tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is a model-compatibility problem, not the tied-weights regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer activation request and a docs typo are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and a GraniteMoEHybrid invalid-method call are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-run-command docs are unrelated documentation issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization in v5 and a Qwen-3-8B-NVFP4 runtime error are different model/runtime problems." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same v5 regression: non-persistent buffers being populated incorrectly during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent-buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GraniteMoEHybrid invalid-method calls." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN explosion are different failures, even though both involve MoE/precision concerns." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "A broken SigLIP2 docs example is not the same as a separate report that SigLIP2 embeddings are worse than SigLIP." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to missing `all_tied_weights_keys` on MolmoForCausalLM." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint and loading noise are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "A custom trainer signature mismatch is unrelated to a Gemma3 DeepSpeed ZeRO-3 indexing error." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid-method are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are well supported by near-identical issue titles and descriptions about the same non-persistent-buffer regression in Transformers 5.x, and the other rejections avoid overclaiming duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "d758c0340a6177fa2fdb80123af951978fefa5db6e53f3406086f833a67499e2", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38600, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mix of unrelated reports with several tight duplicate clusters. The SigLIP2 group should be described more conservatively: 43493 is the best anchor for the HF-vs-JAX discrepancy, but 38175 looks only loosely related from the available evidence rather than a confirmed duplicate of 43054.", + "confidence": 0.63, + "canonical_issue_reason": "43493 is the strongest single anchor because it names the concrete SigLIP2 HF-vs-JAX implementation discrepancy; it is the cleanest root-cause-style report in the subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "43493 is the best overall issue representative because it captures a specific implementation mismatch rather than just a downstream symptom, and it is the clearest anchor for the SigLIP2 cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures; both are loading issues but not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both involve compatibility/loading problems, but the `_is_hf_initialized` kwarg bug is distinct from the Float8 storage error." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "They are both SigLIP2-related quality reports, but the packet only supports broad thematic similarity, not a confirmed shared underlying implementation bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing vs int4 quantization memory/OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 discrepancy family; 43493 states the root HF-vs-JAX mismatch behind the degraded outputs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise/warnings vs a specific model load failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated subsystems: tokenizer detokenization vs flash-attn import/key errors." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the training/checkpointing contexts and root causes differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both are remote_code-related, but one is a specific AutoConfig symptom and the other is a broad umbrella report; not enough to confirm the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "These are separate model-loading reports, not the same defect." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and incompatible error types." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA hf4.x/hf5.x compatibility breakage is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different DeepSpeed/config problems." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different issues: detokenization regression vs a model load failure." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both mention remote_code/tokenizer regressions, but the Kimi tokenizer codec bug is a different concrete problem." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping template generation bug is not the same as remote_code loading regressions." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "SigLIP2 embedding quality vs a dtype change during evaluate; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing VL class is unrelated to the bitsandbytes `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback logic are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both still reference pipeline tasks removed in v5." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The Whisper report is too generic to confirm it is the same fbank helper bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying in Mistral3 and non-persistent buffer corruption are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion bug vs an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 training/memory issue is unrelated to remote_code loading regressions." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and different tokenizer-loading errors." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model key error is not the same as the broader remote_code regression." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 weight-loading failure class on Qwen3-family models." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Exact same `_is_hf_initialized` / init_empty_weights incompatibility." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different checkpoint-loading failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from position_ids/SDPA fallback is unrelated to flash_attention s_aux handling." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training memory issue is unrelated to the bitsandbytes `_is_hf_initialized` crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different Qwen3 training/load bugs with different symptoms and code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge verdict is too strong for the evidence available. The SigLIP2 pair (issue:38175 \u2194 issue:43054) is only supported by broad title similarity; from the packet alone it is safer to call them related symptoms, not the same underlying implementation mismatch. Because the cluster summary also presents SigLIP2 as a clear duplicate subgroup, the overall writeup is a bit overconfident and should be made more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "4a0772e4c38cbdc509a62209740a10779b54923e621469b01c702cc07f6bfb33", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36151, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issue reports, with a few clear duplicate subclusters: non-persistent buffer corruption, custom model initialization failures, Qwen video-regression reports, and repeated mask-shape IndexErrors. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44534 is the cleanest representative of the strongest duplicate subcluster: it is the broader, clearer restatement of the non-persistent-buffer regression and subsumes issue:43644.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the best global issue representative because it is the most general and clearly phrased duplicate target among the issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: custom trainer API mismatch vs tensor mask-shape IndexError." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask/tensor shape-mismatch error; titles indicate the same underlying IndexError regression." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: bitsandbytes constructor incompatibility vs tokenizer max-length constant." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both report the same Qwen video-input regression in the 5.3.0 timeframe; same affected code path is likely." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model/path failures: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different areas and symptoms: GGUF/gpt-oss support vs autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different bugs: DeepSpeed training weight shape error vs void segmentation-map processing." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/ASR issues with no shared code path evident." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different features/models: gpt-oss GGUF support vs Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures in different models and code paths." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Very close duplicate wording around custom model initialization breaking in Transformers 5.0." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen video/embedding related, but the concrete failures and code paths differ (video StopIteration vs TRL SFT unpacking)." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF architecture support vs float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different load/import regressions with different mechanisms and affected models." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure vs meta-device loading failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different subjects: 3D parallel script failure vs GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too symptom-level and not clearly the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Different custom-model regression vs silent non-persistent-buffer corruption." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different code paths and symptoms: Qwen video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: missing GenerationMixin import vs Qwen3-MoE FP8 config issue." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: DeepSpeed Zero-3/Bert index error vs add-new-model-like tokenizer mapping issue." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but the affected models and failure modes differ." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: Zero-3 Bert init error vs tokenizer-mapping registration failure." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: dequantized-model offload loading vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Direct duplicates: same non-persistent-buffer regression, with 44534 being the broader rephrasing." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 load/save regressions affecting different components." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 is the only shared context, but 39692 is a broader documentation-example issue with additional quantization/model-processor problems." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated loading/compatibility problems in different quantization/accelerate paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: GLM5 vs Qwen3.5 flash-attention generation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly reflects that the set is mostly a collection of issue reports, and the named duplicate subclusters are supported by the issue titles. The no-PR statement is also consistent with the packet. The soft-edge acceptances are generally conservative, with the strongest evidence on the non-persistent-buffer and mask-shape pairs. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:44661|issue:44683", + "issue:42491|issue:43931", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:44743|issue:44960", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335" + ], + "prepared_review_unit_hash": "f11c5d19c87a85f9fe938011bbc90b84a995dde28423c1230b7841abea208c04", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38399, + "estimated_input_tokens": 9600, + "estimated_eval_tokens": 19456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "There is one clear duplicate cluster around `resize_token_embeddings` not propagating to output/decoder embeddings (issues 45276, 45292, 45335). The rest of the soft pairs are mostly thematically similar but appear to be different bugs/models and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45292 is the broadest, model-agnostic report of the shared `resize_token_embeddings` bug and best covers the narrower Gemma4/T5Gemma variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best cluster anchor: open, general, and directly describes the common failure mode that the other two issues narrow to specific model components.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Same general area (model loading) but different models and no clear shared code-path bug; likely related, not duplicate." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different trainer/optimizer problems; the titles do not describe the same underlying defect." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and distinct symptoms (unit-test load vs weight-shape mismatch)." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve memory/quantization, but one is Qwen3 MoE training memory use and the other is offloading under quantization; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and different failures; one is a LoRA compatibility issue, the other is resize-token-embedding propagation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a device-mapping crash and the other is a conversion/loading issue under accelerate+deepspeed." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Unrelated model families and failure modes; no shared concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example issue and the other is a model/pipeline behavior report; not enough evidence of one underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different configs/root causes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training-memory inefficiency and the other is int4 reserved-memory OOM; not the same change." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model classes and different processor/runtime failures; not a duplicate." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is custom model init in notebooks; separate bugs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE conversion vs Strix Halo mmap/OOM." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Completely different areas: tokenizer mapping helper vs compiled flex attention on new torch." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3/VL problems with no shared underlying code path." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence interpretation bug and the other is an AttributeError on sink-less models; not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head weight-tying complaints, but they target different model implementations and symptoms; too broad to merge." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen3 MoE issues: LoRA compatibility vs training memory usage." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; both report the embeddings not updating in different model wrappers." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "No shared code path: import error for GenerationMixin vs Whisper pipeline `return_language` regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve save/load behavior, but one is `extra_state` handling and the other is `init_empty_weights`/`_is_hf_initialized`; different bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch vs model loading failure for a different model; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Distinct subsystems and symptoms: Qwen3 device mapping crash vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory pressure, but one is quantization offloading and the other is int4 CUDA reserved memory/OOM; not duplicate enough." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and problem types; one is SigLIP2 docs/model mismatch, the other is GLM5." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are version-compatibility regressions, but one is torch 2.10 and the other is `torch.device(\"meta\")` model loading; separate causes." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is quantization OOM and the other is Strix Halo mmap behavior; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failures: GLM-4.7-Flash test loading vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related, but on different models and with different failure modes; not the same change." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is eval-mode usage; different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "No meaningful overlap beyond being regressions; `_is_hf_initialized` loading error is unrelated to mmap/OOM." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different model implementations and different runtime behavior bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` bug; 45292 is the general report and 45276 is a Gemma4-specific instance." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both concern checkpointing/sequence handling, but one is eval-mode checkpointing and the other is Qwen3.5 3D position_ids/SDPA behavior." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different loading path problems with no shared underlying defect." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different initialization/resume bugs; no shared code-path evidence." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation issue; 45335 is a t5gemma-specific manifestation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet. The resize_token_embeddings group (45276, 45292, 45335) is supported by the titles and the chosen anchor/canonical issue is conservative. The other soft-pair rejections also stay on the cautious side and do not overclaim duplication from thematic similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:43596|issue:44683", + "issue:44589|issue:45084", + "issue:36032|issue:43452", + "issue:43582|issue:43632", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:43883|issue:44488", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43425|issue:45161", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "6c8a8cbe78b171370d188bf37d57edaee6e99a2441cc440a6490ebe9ec7989a3", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38488, + "estimated_input_tokens": 9622, + "estimated_eval_tokens": 19500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, especially model/tokenizer loading problems, but the soft pairs are not the same concrete bugs. No soft merges are warranted.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set: it describes a v5 break affecting model loading via `base_model_prefix`, which aligns with the overall theme of the cluster better than the narrower model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it is general, user-facing, and closest to the common failure mode across the nearby reports (loading regressions after v5).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5 regressions, but one is a video-input pipeline issue and the other is strict config handling; different code paths and failure modes." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "One is tokenizer vocab boundary metadata, the other is a model-load failure for a specific checkpoint; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks and `extra_state` save/load handling are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading failures, but for different model families and different mechanisms (`accelerate+deepspeed` conversion vs NemotronH checkpoint compatibility)." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are distinct problems." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as meta-device loading breakage." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and Apple Silicon mmap OOM are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure signatures: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model loading, but one is a `base_model_prefix` regression and the other is notebook-defined custom model initialization; not one concrete bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper `return_language` pipeline regression and GPT-OSS MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch compatibility and Mistral image dtype mismatch are different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "`PagedAttentionCache` group-type crash and template compilation failure are separate code paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline/task deprecations and are not duplicates." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL-related loading, but one is a general MoE loading breakage and the other is a checkpoint shape mismatch; too different to merge." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Torch export with `torch_compilable_check` and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape mismatch are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical model outputs and `ModelOutput` key assignment with `None` are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and tokenizer loading failure are different issues." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are separate performance/memory problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version compatibility and Qwen3.5 embedding unpacking are different failure modes." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT MLM outputs are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and gradient checkpointing not taking effect are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3 init index error and compiled flex_attention failure on newer torch versions are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and template-node compilation errors are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict and `gguf_file` loading breakage are not the same problem." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are different runtime issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and `_patch_mistral_regex` backend-tokenizer crash are related to tokenizers, but they are different concrete failures." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast `NoneType` error and Whisper `return_language` regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading and `extra_state` save/load are separate mechanisms." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` and inability to load a specific BERT checkpoint are different issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "`extra_state` serialization and video-input regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is a model-loading failure and the other is a tokenizer regex patch crash; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch compatibility and GPT-OSS tensor-parallel loading are different problems." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 model-loading regressions, but they target different failures: `base_model_prefix` loading vs non-persistent buffer initialization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:42947|issue:44756", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:43317|issue:43482", + "issue:36032|issue:42915", + "issue:43541|issue:45084", + "issue:39404|issue:43825", + "issue:44849|issue:45325", + "issue:42915|issue:44530", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:41553|issue:43582", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "f862802ba83fc25a8eb496eedd17212f4cf94f26fb57cef28ecbbfbc2e1ae789", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37202, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers regressions; only a couple of pairs look like true duplicates, centered on GGUF loading and Qwen3.5 save_pretrained serialization.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45216 is the cleanest anchor: it states the Qwen3.5 save_pretrained regression directly, and 45357 reads like a follow-up/variant of the same checkpoint-serialization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the best representative issue because it is concrete, specific to the underlying regression, and has the clearest near-duplicate in 45357.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is about batch_decode skip_special_tokens handling and the other about empty-transcription generation after align_special_tokens; different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the titles point to different bugs: an unsupported center argument vs a separate _torch_extract_fbank_features() issue." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and describe different regressions; too broad to be the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Different areas entirely: LoRA/gradient checkpointing behavior vs Apple Silicon mmap/OOM handling." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to a template compilation TypeError." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer-loading regressions with different root symptoms; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regression reports, but one is about non-persistent buffers and the other about custom model initialization; too generic to merge." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache crashes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading regression in the v5 loader path; one is the generic API break, the other a specific Qwen2.5-GGUF manifestation." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they are for different repositories/models and do not indicate the same code-path bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload/dequantized-model loading is a different failure mode from GGUF loading in v5." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to the template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Both involve pipeline behavior, but one is a Whisper return_language regression and the other is an error-message/docs issue about translation support." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope index scaling." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and Qwen3.5 PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern tied weights, but one is an untied lm_head bug in Mistral3ForConditionalGeneration and the other is a device-dependent save_pretrained serialization issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and MIMI padding-mask batching differences are separate bugs." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom model initialization in notebooks are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they affect different models and likely different loader paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk are related by theme, but the titles describe different concrete regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both involve model/processor mismatch, but they are for different models and different preprocessing expectations." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom notebook model initialization and v5 non-persistent buffer junk are not the same concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint serialization, with 45357 narrowing it to visual encoder keys." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different model-specific failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batch-vs-single padding-mask discrepancy is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and a Mistral regex patch AttributeError are different issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures with no shared concrete bug path." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted pairs are well supported by their titles alone: 43452/43482 both point to the same GGUF/v5 loading regression, and 45216/45357 both describe the same Qwen3.5 save_pretrained serialization bug. The remaining pairwise rejections avoid overclaiming and generally distinguish different models or failure modes appropriately." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:43632|issue:44756", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:43611|issue:44534", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44683|issue:45020", + "issue:43425|issue:44403", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:35707|issue:40444" + ], + "prepared_review_unit_hash": "d7ffc5c6c082c02c1c6e3fd7228f2baa7b9c0bb8dfe5b48c0d0dbe0f87802dba", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the suggested pairs share at most broad subsystem vocabulary (tokenizers, Qwen, v5, FP8, etc.) but not the same concrete bug or code path. I don\u2019t see a true duplicate cluster here, so no canonical issue/PR stands out.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: HF init flag regression vs Strix Halo mmap/OOM handling." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but one is missing tie in Mistral3 and the other is LoRA merge collapse; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and code paths: physical-intelligence/fast loading vs Mistral regex patch tokenizer crash." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a specific still-image RoPE scaling bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is a tokenizer API bug, not the same as the physical-intelligence/fast loading failure." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading in v5, but FP8 config failure and _is_hf_initialized/init_empty_weights TypeError are distinct issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity evaluation issue is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow packaging, but one is missing tf backend in torch extra and the other is a tensorboard-only backend error." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload loading failure and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer corruption are separate code paths." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM-125M key error are unrelated load failures." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: multi-image iterable finetuning vs RoPE temporal-position scaling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "HF initialization flag regression is not the same as junk-filled non-persistent buffers." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Special-token runtime update bug and mdeberta-v3 BOS/EOS insertion bug are related only superficially." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Qwen3.5 save_pretrained key mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are different FP8-related bugs, not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are different areas." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as noisy transformer loading." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF/v5 loading failure and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve bad training behavior, but flash_attention_3 degeneration and single-label/num_labels=1 zero-loss are distinct causes." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Same broad family (Qwen VL training), but multi-GPU training and multi-image iterable finetuning are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary load noise and tokenizer load failure for est-roberta are different issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer corruption are different internal bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset finetuning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:45325|issue:45381", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:43317|issue:43873", + "issue:40990|issue:45584", + "issue:34634|issue:35707" + ], + "prepared_review_unit_hash": "c22d20c078767bf7e4f2a00609c0508fbdd893e92cef0217ed7a6050c50b69b5", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36393, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic group of transformer-regression reports, not a set of true duplicates. The strongest center is around Transformers v5 loading/initialization regressions, but the paired items usually hit different code paths or model families.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43632 is the best representative because it captures a broad, core v5 initialization regression that can plausibly underlie several nearby loading bugs, while still being concrete and well-scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the best issue to keep as the cluster anchor: it is broad enough to represent the v5 loading/init breakage theme, but specific enough to remain actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention sequence/batching behavior, but one is MIMI encoder padding-mask inconsistency and the other is Gemma3 sliding-window NaNs; different models and different failure mechanisms." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are Transformers v5 load regressions, but one is GGUF loading and the other is a missing pad_token_id attribute on Llama4Config; distinct bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both involve v5/init-loading breakage, but one is an unexpected _is_hf_initialized argument with init_empty_weights and the other is a missing Float8 storage type; not the same code path." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated behaviors; only a broad v5 context overlaps." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key handling and CI dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs with different symptoms." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization corruption is a separate state-dict/load issue from ModelOutput key assignment." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "The _is_hf_initialized regression and bfloat16 dtype mismatches are different failures; they may both surface in v5 but not the same underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "One is multi-image iterable dataset finetuning for Qwen2.5-VL, the other is video vision_position_ids in Qwen2.5-VL; related model family but different input modality bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export.export with torch_compilable_check and inference dtype mismatches are unrelated issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V load failure and cjvt/sleng-bert tokenizer/model load failure are unrelated model-specific loading problems." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input vision_position_ids; related but distinct paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and init_empty_weights/_is_hf_initialized are different regression classes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading and custom model initialization are both v5 load/init regressions, but they are different concrete breakages." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL model loading are different issues with no shared failure path." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head weight tying and inconsistent lm_head.weight serialization are both weight-tying related, but one is a missing tie and the other is device-dependent serialization behavior." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical pipeline output and Perceiver non-default resolution failure are different model-specific inference issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory regression and Sam3Video OOM are both memory-related, but the causes and affected code paths differ." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "torch.autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failures on torch >= 2.9." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different model/loading paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo all_tied_weights_keys are unrelated issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper large-v2 runtime failure and meta-device loading regressions on transformers 5 are separate problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch during resume and Qwen2.5-VL rope-index scaling are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT local checkpoint loading are different audio/model-loading issues." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized regression and stale paged generate warning are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and tokenizer loading failure for EMBEDDIA/est-roberta are distinct model/tokenizer regressions." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "gpu+cpu offload failing for dequantized models and offloading with quantization not working are related only at a high level; the concrete failure modes differ." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty transcription failure are unrelated generation/evaluation issues." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are completely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 10, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:43377|issue:44898", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:44466|issue:45357", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43792|issue:44683", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:43526|issue:43881", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:43873|issue:44756", + "issue:42617|issue:42915", + "issue:44610|issue:44898", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:44292|issue:44479" + ], + "prepared_review_unit_hash": "af40a5c109f29ff6676b5131695b1388f8c0cea334d0bbd463cecab90012a688", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39466, + "estimated_input_tokens": 9867, + "estimated_eval_tokens": 19990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the titles point to many different bugs across loading, multimodal, tokenizer, and training paths. I do not see any soft pair that is clearly the same underlying issue, so I would keep them separate.", + "confidence": 0.16, + "canonical_issue_reason": "issue:43749 is the broadest, most infrastructure-level report here: a concrete loading regression with cross-references, making it the best representative issue in this otherwise mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest single issue to anchor on because it describes a clear, central failure mode in model loading rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init argument vs strict config loading; different code paths and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs export failure in compiled-check models." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Offload device mismatch is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor/model image-size mismatch vs Qwen2.5-VL temporal position scaling bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single padding mask bug vs Perceiver non-default resolution failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device map cudaErrorAssert." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying serialization issue vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal issues: MIMI padding masks vs OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Device-dependent lm_head serialization vs Qwen3.5 visual encoder key saving regression." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL IterableDataset finetuning failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading broken is different from v5 non-persistent buffer junk filling." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM differs from tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading issue is not the same as granite_speech strict-config rejection." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model load failure is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map assert differs from Llava Next segmentation fault on load." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different loading/serialization bugs: lm_head tying vs unpacking packed weights during accelerate load." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug is different from Qwen3.5 visual encoder key regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "cudaErrorAssert on A800 is not the same as Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; different processors and failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash differs from dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype not propagated is unrelated to Trainer resume/max_steps recalculation." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior issue vs mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure and Qwen3Moe FineGrainedFP8Config failure are different runtime issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch is not the same as Perceiver interpolation failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure and packed-weight unpacking during load are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in v5.3.0 is distinct from input-embedding unpacking in trl SFT trainer." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs differs from OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer custom compute_loss signature error is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected Trainer keyword arg and 3d_parallel.py failure are different training/runtime problems." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state reset are different model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as dequantized model offload loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA compile bug and Bark CPU offload mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert differs from 3d_parallel.py execution failure." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 running error is not the same as Qwen v5.3.0 video-input regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:41720|issue:45161", + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:44514|issue:44545", + "issue:36331|issue:41720", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:43381|issue:43844" + ], + "prepared_review_unit_hash": "3e9eeddf8eb4d697a4ed643f0ba42b83f879698a66e2594a3f67e1fc118f1fc9", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated superficial similarities. Two soft duplicate candidates stand out: the Qwen2_5_VLProcessor batched padding=False crash, and the HF_HUB_OFFLINE tokenizer-loading regression.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44514 is the best canonical issue: it has the fuller repro for the `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`, and 44545 appears to be the same bug with less detail.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the strongest issue to anchor this cluster because it is a precise, reproducible report and the clearest representative of an actual duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and failure modes: Qwen3-MoE sliding-window behavior vs StableLmConfig pad token metadata." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve model execution, but the reported problems are different: A800 cudaErrorAssert vs GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different code paths: video input processing in Qwen3OmniMoe vs Qwen3VL `from_pretrained(weight_only=True)` loading error." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated bugs in evaluation metric gathering vs SAM3 text/bounding-box prompting behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task failures, but they affect different tokenizer families and different underlying errors." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: device-map assertion on Qwen3 vs offloading/quantization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failures in different model stacks: FineGrainedFP8 on Qwen3Moe vs Llava Next load-time segfault." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "No shared underlying bug; import-path regression is unrelated to running `3d_parallel.py`." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different surfaces and symptoms: transformers-serve processor init crash vs chat/completions streaming failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`; 44545 is a duplicate report." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: custom trainer signature mismatch vs model device-mapping assertion." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "No common code path; MacOS bus error in CLIP loading is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: Qwen3 device-map failure vs PEFT-adapter checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is a CPU-offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated processor bugs: segmentation-map handling vs Bark voice preset parsing." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A documentation typo is not the same as stale pipeline-task docs in v5; different scope and fix." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model issues: torch.compile + SDPA vs mask-token registration and empty decode output." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions affecting different parts of model config/save behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to classification config, but not the same bug: one is `num_labels` propagation in Qwen3.5, the other is degenerate zero loss for single-label classification across models." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer-state bugs: runtime post-processor updates vs saved config losing custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different models: device mismatch during offload vs tokenizer special-token registration." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen vision-language failures: `weight_only=True` load error vs incorrect video `vision_position_ids`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "No shared underlying issue; trainer token counting is unrelated to generation with cached past key values." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark processor voice preset handling is unrelated to Qwen3 device-mapping crashes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: Perceiver image resolution handling vs dtype mismatches in inference." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe tokenizer loading breaking in HF_HUB_OFFLINE mode due to an unconditional hub metadata call in the tokenizer-loading path." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer bugs: post-processor not refreshed at runtime vs mask token not registered as special." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures after newer versions, but they hit different models and the root cause is not established as the same." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "The AddedToken keyword-argument error is a specific tokenizer construction bug, while ScandiBERT loading failure is a separate model-specific report." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated training/gradient issues: eval-mode gradient checkpointing vs ZeRO-3 gradient explosion." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the two accepted soft edges are conservative enough: 44514/44545 are near-identical reports of the same Qwen2_5_VLProcessor padding=False crash, and 42886/44843 both point to the same HF_HUB_OFFLINE tokenizer-loading regression. The rejected pairs are also framed cautiously and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:44918|issue:44936", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:43746|issue:45381", + "issue:39692|issue:43873", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:30064|issue:36010", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43540|issue:45381", + "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "68eda53b31bae9b20c6a5ed8e508c5f6db13830f46cc2ced5cff3abba4766f85", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37390, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the items span many unrelated bugs across tokenizers, vision/video processors, quantization, training, and model config. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the collection is heterogeneous and does not center on one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the closest loose representative because it is open and has the most active discussion/inbound references, but it is still not a duplicate target for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: Qwen3.5 embedding unpacking in TRL SFT vs trainer.evaluate() after train()." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: loading a physical-intelligence model vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window vs Float8 storage lookup failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 inference issues vs CamemBERT masked LM regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc/example mistakes for SigLIP2 are unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but they are distinct code paths and failures." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch mistral regex handling, but one is a crash and the other is a tokenizer regression/codec warning; not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 pad_token_id attribute error is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel initialization error is unrelated to fbank feature extraction." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging is unrelated to the zero-loss sequence-classification bug." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/example errors are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure is unrelated to Gemma3n audio mask name collision." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter loading and quantized offloading are separate bugs." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image training failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing in tokenizer mapping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch is unrelated to Gemma3n variable collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet loading/unpacking issue is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to BitNet accelerate-loading bug." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve mistral-regex code, but one breaks offline model_info calls while the other crashes on a missing backend_tokenizer attribute." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens are different behaviors." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument TypeError is not the same bug as loading cjvt/sleng-bert." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes are unrelated to Perceiver image classification at non-default resolution." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video inputs, but they are different model families and different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype handling is unrelated to Video-LLaVA temporal-attention/weight-sharing problems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile SDPA regression is unrelated to DiaConfig custom token ID loss." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 13, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43643|issue:44877", + "issue:43577|issue:43582", + "issue:43782|issue:44977", + "issue:43531|issue:43643", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43650|issue:43906", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:30064|issue:36331", + "issue:43606|issue:45072", + "issue:44485|issue:44509", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:43653|issue:44671", + "issue:43582|issue:44857", + "issue:43749|issue:44291" + ], + "prepared_review_unit_hash": "b36fa89192bc3b82a60d484e384712abcbc234fbcf89edf0b1a4a0e2dd7cc3ec", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated transformer issues with only a few loose theme overlaps (v5 regressions, remote_code, tokenizer/processor loading). No PRs are present. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical duplicate stands out; the cluster is too heterogeneous. If an umbrella is needed, 45020 is the broadest remote_code-regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the closest thing to an umbrella issue because it captures the broad 'recent versions break remote_code' theme seen in a few nearby reports, though it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/model loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech; different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated code paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but Pegasus generation output changes and CamemBERT masked LM predictions are distinct model/code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP RAM-efficient loading are separate loading/initialization problems." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad umbrella for remote_code breakage, while 44561 is a specific is_torch_fx_available removal regression; not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message text and SigLIP nonsensical outputs are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message, the other is stale docs; related topic but not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash and FastSpeech2Conformer tokenizer loading are different tokenizer issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Too little concrete overlap; one is a vague 'ADD THE DATA' issue and the other is a reproduction of a different linked report." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are distinct issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing and CustomTrainer compute_loss kwargs are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small and bf16 dtype mismatches in wrappers are different bugs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion and docs still mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend installation and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: weight_only loading vs still-image RoPE scaling." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bf16 dtype mismatch are not the same code-path problem." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they involve different Qwen variants and different triggering conditions; not clearly the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are processor/tokenizer attribute errors, but on different processors and different missing attributes; not mergeable as one fix." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in BitNet and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and CamemBERT masked LM output regression are different model/tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but FSDP CPU RAM efficient loading and init_empty_weights with unexpected _is_hf_initialized are distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:44568|issue:45356", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43262|issue:44811", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43257|issue:43756", + "issue:36010|issue:36331", + "issue:34567|issue:40990", + "issue:43697|issue:45357", + "issue:43577|issue:45072" + ], + "prepared_review_unit_hash": "ef7779cfb1cd1971437635f94a1811ef8055961ae7b6f7c8bb412c2ebf9f55eb", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37525, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad grab-bag of mostly unrelated closed issues across training, tokenizers, multimodal processing, loading, and model-specific regressions. I only see one plausible duplicate-style soft edge: the two video-regression reports around Qwen/VLM multimodal token counting. Everything else looks like distinct bugs.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous; only issue:43329 has a clear duplicate-like counterpart in the soft pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest representative because it describes a concrete, reproducible multimodal video-path bug and is the only item that plausibly matches another report in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different subsystems and failure modes: Beit image label reduction vs RTDetrV2 output drift." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated bugs: image processor label handling vs an attention correctness issue on MPS." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different code paths: multimodal video token counting vs auto-mapping references to removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "No overlap in underlying bug: compilation error vs tokenizer max_length default behavior." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model families and issues: lm_head tying vs dtype propagation in BLIP2." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer compute_loss keyword handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: ZeRO-3/non-pretrained BERT indexing vs evaluate-after-train behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizers, but one is gguf_file + auto classes and the other is a specific tokenizer regression; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion/load issue is unrelated to multimodal video token counting." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific inference/load problems: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are distinct vision bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion/loading differs from a CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors are unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different tokenizers and different regression mechanisms." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model init issues are distinct API breakages." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and Strix Halo mmap/OOM are separate memory-loading issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "These both point to the same video-input/multimodal regression path in Qwen/VLM processing, with 43329 naming the broken video branch directly." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE loading/weight conversion is unrelated to Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and bugs: MOE loading vs Smollm3 RoPE-layer configuration." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss keyword mismatch are unrelated failures." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer input-token counter bug is unrelated to GPT-oss perplexity behavior." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 visual-encoder save_pretrained regression are separate model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different loading/inference bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays conservative about the cluster being heterogeneous, and it only endorses one soft pair that is plausibly the same multimodal video-path regression. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 15, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43329|issue:43450", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:42175|issue:44938", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:44291|issue:45042", + "issue:33357|issue:34567", + "issue:43906|issue:45381", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:42915|issue:43742", + "issue:42175|issue:43824", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:42915|issue:44821", + "issue:42175|issue:44488", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:43646|issue:43749", + "issue:28282|issue:34689", + "issue:36010|issue:42175", + "issue:43643|issue:45375", + "issue:43756|issue:45325", + "issue:43742|issue:44291", + "issue:43493|issue:43994" + ], + "prepared_review_unit_hash": "0df656a80f63ba86672f02b6dfe8e0bfbe247e97fcac64ac5c0af9ed87387132", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37106, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous, but there are two solid duplicate subclusters: the Qwen video-input regression and the SigLIP2 discrepancy reports. The tokenizer pair `issue:44062` / `issue:44991` is not strong enough to merge on the evidence shown and is rejected conservatively.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 44479 is the broadest, most explicit representative of the Qwen video-input regression subcluster, covering multiple affected Qwen VL variants and serving as the best anchor among the candidate issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest global issue candidate because it is the most central and broadly scoped duplicate target in the packet; the other items are either narrower repros or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape bug in video processors." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: gguf/tokenizer loading vs Apple Silicon allocator warmup." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different failure modes and code paths: auto device-mapping CUDA assert vs Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen VL video-position-id regression; 45381 is a narrower repro of the broader 44479 video-input breakage." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated packaging/backend issue vs Python 3.14 load failure." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer/model loading failure and CLIP max-length constant issue are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated device-map/offload bug vs tokenizer configuration bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: config save/load losing token IDs vs quantization fallback to bf16." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both concern Qwen video inputs, but the model variants and concrete errors differ too much to treat as the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated issues: init_empty_weights argument handling vs PIL backend torchvision dependency." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP vs TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No clear evidence these are the same bug; one is an isolated reproduction of a different issue." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related theme, but not the same concrete bug: different Qwen video code paths and different symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 config failure and CLIP tokenizer max-length bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config loading vs MobileLLM key error." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend installation issue vs missing Qwen class import." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug and flash-attention null-aux crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different model families and failure modes: BEiT label reduction vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config bug and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend installation issue vs model/tokenizer loading failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "One side is a specific AddedToken TypeError and the other is a generic tokenizer-loading failure; the available evidence does not show the same underlying regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pin issue are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model/feature areas: SigLIP2 output anomaly vs Perceiver positional-encoding interpolation." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon TypeError and Qwen3VL weight_only loading error are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "General custom model init breakage vs FSDP CPU RAM efficient loading are not the same concrete failure." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import and Llama 3.2 Vision loading regression are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but the titles indicate different mechanisms and no clear same-bug evidence." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "RoPE-layer omission and temporal position-id scaling are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying incorrect-output discrepancy; 43994 is a user-facing repro of the HF-vs-JAX mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge accept is too strong for the packet: `issue:44062` / `issue:44991` only shows a specific AddedToken TypeError on one side and a generic tokenizer-loading failure on the other, so calling them the same underlying regression goes beyond the evidence available here. The Qwen video and SigLIP2 overlaps are plausible, but that pair makes the verdict non-conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44062", + "issue:44291", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:28282|issue:29127", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44514|issue:45290", + "issue:45405|issue:45600", + "issue:43688|issue:43749", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:43697|issue:45216", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43688|issue:45440", + "issue:43452|issue:44843", + "issue:44625|issue:44877", + "issue:43653|issue:44568", + "issue:43720|issue:44898", + "issue:43819|issue:44811", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "1900b5e6f3f8b4004d3f6d8d01e5d6234391e7e6efaff901060e88c7b1c4381a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "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 pairs are unrelated bug reports touching different code paths. The only plausible duplicate is the v5 tied-weights serialization/saving regression pair.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45005 is the broader, more canonical description of the v5 tied-weights save/serialization regression; issue:44466 reads like a specific manifestation depending on model device.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best global issue candidate because it captures the underlying tied-weights problem more generally and is easier to map to related symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different failures: missing PyTorch dependency vs clearer LayoutLMv3 error messaging." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about max shard size defaults; the other is AutoProcessor failing to forward kwargs to cached_file." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss keyword incompatibility are separate trainer issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to the Mistral regex backend_tokenizer crash." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and loading AutoImageProcessor from URL are different loading failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but the affected APIs and failure modes are not the same." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failed Janus image-generation test is not the same bug as failing to load Phi-4 multimodal." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batched padding behavior and the other is tool-call assistant message handling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unreleased PEFT minimum version and removed Sam3LiteText config references are unrelated CI/versioning issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to broken FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available are different regressions." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: chat templating on batches vs wrong video vision_position_ids." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation staying float32." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained checkpoint correctness are different problems." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage type are separate loading/storage issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL/torchvision dependency regression is not the same as the Mistral regex tokenizer crash." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepSeekV3 implementation divergence are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failure is unrelated to model_info being called in offline mode." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation and strict granite_speech config loading are separate config issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token special registration and mdeberta BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver non-default resolution handling are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after train are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Custom processor/tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights/save_pretrained serialization regression; 45005 is the broader translation-model manifestation and 44466 is a device-dependent symptom." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent state reset are distinct generation/runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The soft-edge verdicts generally separate clearly different issue titles/code paths, and the lone accepted pair is a plausible duplicate based on the shared tied-weights/v5 serialization theme. No obvious overstatement beyond the evidence in the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 17, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45084", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:41720|issue:43906", + "issue:24643|issue:29127", + "issue:43525|issue:43643", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:44843|issue:44991", + "issue:43653|issue:44361", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:43577|issue:45588", + "issue:30064|issue:33666", + "issue:43577|issue:44554", + "issue:44464|issue:44977", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43329|issue:45325", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43452|issue:44451", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44849|issue:45357", + "issue:43262|issue:45084", + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "c7aadc8dc6bb4a8d4f8e3ad1b7007cb8775c8bdd11fefbdfe90ec8604c976f36", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37812, + "estimated_input_tokens": 9453, + "estimated_eval_tokens": 19162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues: model loading, tokenizers, multimodal processors, training/TrainerState, dtype drift, and a few Qwen/BLIP/BEiT-specific regressions. The soft edges are mostly superficial text similarity, not true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43504 is the closest thing to a hub because it is a concrete model-loading failure and sits near several other load-time regressions by wording, but the cluster is still too mixed to have a real duplicate canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the least bad representative of the cluster\u2019s broad loading-regression theme, but it is not a safe global canonical because the linked issues span different models and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different bugs: Qwen3 auto device mapping CUDA assert vs an isolated reproduction of another issue." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated symptoms and code paths: DeepSpeed weight shape error vs LayoutLMv3 box validation/message clarity." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is a missing pad_token_id on Llama4 and the other is trust_remote_code dropping fields; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failures: BLIP2 dtype preservation vs RTDetrV2 output drift." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probability issue and processor.tokenizer/images regression are different problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLukeTokenizer task error vs FastSpeech2ConformerTokenizer load failure." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call in tokenizer patch vs EMBEDDIA/est-roberta loading regression; different causes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug is not the same as MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Qwen video-input regression vs trainer.evaluate() failing after train(); unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-to-version tokenization change is not the same as the isolated reproduction of another bug." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different surfaces: flash-attention generation failure in Qwen3.5 vs tokenizer codec handling regression in Kimi-K2.5." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs NoneType passed to _gpu_broadcast_one; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment import failure vs MacOS bus error in CLIP model loading; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "No shared bug path: PyTorch missing import vs embedding reinitialization after resize." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype mismatch and flash_attention.py crashing on s_aux=None are different code paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype bug is not the same as the MPS attention correctness issue." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency vs Qwen3.5 flash-attention generation failure; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration issue and DiaConfig custom-token-ID loss are different tokenizer/config bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs MobileLLM loading key error; unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal/video logic, but one is undefined helpers in token counting and the other is rope-index scaling for still images." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression vs num_labels propagation bug; different model parts." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping and chunked generation inconsistency are separate failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading APIs, but ScandiBERT load failure is a different model-specific issue." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field load bug and BitNet packed-weight unpacking bug are both loading-related but not the same code path." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained-load legacy field issue vs Bamba torch.compile SDPA bug; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are different regressions." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs chat template compilation error; different subsystems." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "NoneType broadcast error in trainer vs TrainerState num_input_tokens_seen not updating; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast failure and Qwen2-VL multi-GPU training issue are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading issue vs OmDet-Turbo processor/model input-size mismatch; different failures." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval vs auxiliary-loss normalization bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 18, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43540|issue:43716", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:45200|issue:45229", + "issue:33666|issue:36010", + "issue:43688|issue:43873", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:44488|issue:44843", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:43756|issue:44060", + "issue:44589|issue:45520", + "issue:44625|issue:45584", + "issue:44521|issue:45290", + "issue:43646|issue:44466", + "issue:44423|issue:44734", + "issue:43824|issue:44589", + "issue:43688|issue:43746", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "e265358a354d294653517b540cb753ff3377f748df229c2bcc92d3579e5bc800", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37175, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a loose cluster of recent Transformers regressions around loading/config/init paths, but they are not duplicates of one another. I found no safe PR cluster here.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression report in the set: a generic v5 custom model initialization breakage that best represents the cluster\u2019s repeated loading/init failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative top-level issue for this cluster, though it is still not a duplicate of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related token-id errors, but they hit different models, different missing fields (pad_token_id vs pad_token_idx), and likely different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config behavior, but one is about Smollm3 RoPE layer retention and the other about GPTNeoX rotary_pct reload persistence; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Both are multimodal-input problems, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token symptom, but different config classes and different missing attributes; not enough to treat as one duplicate." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 model discrepancy vs a pipeline error message regression are unrelated bugs." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and failures: MobileLLM key error versus AutoImageProcessor-from-URL failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-finetuning token-type-id defaulting is unrelated to a multi-GPU inference OOM." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are completely different issues." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in MoE models and quantization/offload behavior are separate problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load and DiaConfig token-id persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and config token-id loss are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers dev load regression for Qwen3VL MoE." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during evaluate and DeepSpeed ZeRO-3 gradient inflation are distinct training/runtime bugs." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure and flash-attention generation issues in Qwen3.5 are not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert and an offline-mode regression in Mistral regex patching are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task handling are separate code paths." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs-example mistakes are not the same as the underlying HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and the unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient inflation are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss signature incompatibility are not duplicates." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warning are different model/config problems." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A missing storage backend for Float8 and a flash_attn import_utils KeyError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are separate issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5/tied-weight-adjacent regressions, but one is generic custom model initialization and the other is device-dependent lm_head serialization; not the same concrete bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but the failing code paths differ: multimodal continuous batching versus KV-cache continuation indexing." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "MoE auxiliary-loss normalization and GraniteSpeech PEFT checkpoint loading are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 documentation errors and processor.tokenizer/image-tokenizer regression are not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 loading regressions, but one is a missing pad_token_idx config field and the other is an unexpected _is_hf_initialized argument in init_empty_weights." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 19, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:43504|issue:43606", + "issue:44464|issue:45584", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:43582|issue:44977", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "4ceb043023b5768f38f363880e5d1d6f174d9929acc5d68404d323b678a6fce8", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, generation, model loading, dtype/device behavior, CI, and versioning. The soft links are mostly superficial keyword overlap, so none of the candidate pairs look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the cluster mixes unrelated failure modes across different models and subsystems, so there is no clear canonical issue to anchor on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: SigLIP2 bad outputs vs a position-id warning affecting many models; not the same failing code path." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading bug vs CPU offload device mismatch; unrelated symptoms and fixes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation issue vs empty-transcription token alignment bug; distinct generation paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained model preset loading vs BigBirdTokenizer special-token decode behavior; different subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load custom token IDs causing IndexError vs tokenizer AttributeError on tasks; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP-related OOM vs a release/version-constant problem; no shared underlying change." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift vs resume checkpoint key mismatch; unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs PEFT minimum-version bump; no common code path." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs MLFlow reporting after failed training; unrelated concerns." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention devices, but one is a real CPU-offload mismatch and the other is a stale CI test; not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp limitation vs zero probabilities in SigLIP2; completely different issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness on mismatched heads vs flex_attention import version check; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing vs Gemma 4 mm_token_type_ids handling; both multimodal, but not the same defect." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler template-node error vs flash_attn import failure on Python 3.13; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; same broad area, different bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure; no shared underlying problem." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping regression vs mdeberta special-token insertion; both tokenizer bugs, but distinct." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference vs Wav2Vec2 save/tokenization failure; different subsystems." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs Qwen3.5 hidden-states issue; not the same fix." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import failure vs meta-device model loading breakage; separate problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness vs Kimi-K2.5 tokenizer codec regression; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model/config classes and load paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression vs OmDet-Turbo input-size mismatch; different processor/model contracts." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type handling vs Qwen2.5-VL rope-index scaling; distinct multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization inconsistency vs LoRA merge collapse with extended vocab; related theme but different concrete failures." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize/interpolate failure vs RT-DETR memory leak on deletion; no common underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44779", + "issue:44792", + "issue:44849", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:43873|issue:44464", + "issue:44792|issue:45563", + "issue:44514|issue:44521", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43295|issue:43873", + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:44442|issue:45198", + "issue:43295|issue:43994", + "issue:43122|issue:44849", + "issue:44206|issue:45584", + "issue:42915|issue:43824", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44568|issue:44991", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44462|issue:44561", + "issue:44561|issue:44779" + ], + "prepared_review_unit_hash": "2e2c5cadd241920eda5e9d6ea375f9ab1e604685fa0abc24204edfc0d42d2627", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers regressions/docs issues. The closest overlap is around multimodal chat-template handling, but none of the soft pairs are strong enough to treat as duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44521 is the most active, well-referenced open issue and the best umbrella candidate among the multimodal/chat-template regressions here, though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must anchor the set, issue:44521 is the strongest choice because it has the most ongoing discussion and inbound references while describing a concrete, user-facing bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SigLIP2 model discrepancy vs checkpoint resume key mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Unrelated areas: quantization/offloading vs chunked generation with compiled forward." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different failures: janus image-generation test vs stale generation warning." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API family, but different concrete defects: batched padding crash vs zero assistant masks in multimodal inputs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols and different model families." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one drops tuple elements in gather_for_metrics and the other collapses labels in a fast image processor." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Different problems: missing StableLmConfig field vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "No overlap: config field regression vs Float8 storage lookup error." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class is not the same as DeepSeek detokenization corruption." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video shape bug are different code paths and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor regression is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removing is_torch_fx_available." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is unrelated to RT-DETR memory release." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model-loading failures in different architectures." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 inference nonsense are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44849", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to Qwen3.5 hidden-state output behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor center-arg crash and Whisper empty-transcription failure are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch and MoE memory usage are different training issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same general SigLIP2 area, but one is zero probabilities and the other is HF-vs-JAX discrepancy." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they refer to different pages and different deprecated pipeline APIs." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token bug and GraniteSpeech CI test flake are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batching shape bug and SigLIP2 implementation discrepancy do not share the same code path." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Assistant-message/tool-call chat-template crash is not the same as Qwen2.5-VL video position-id issue." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent decoding mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer JSON loading and removal of is_torch_fx_available affect different layers of the stack." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Remote-code compatibility break and DeepSeek detokenization regression are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:43450|issue:43575", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44448|issue:44743", + "issue:45310|issue:45478", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43819|issue:44493", + "issue:43335|issue:43550", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:39692|issue:44493", + "issue:44855|issue:45083", + "issue:29127|issue:32090", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:43653", + "issue:44292|issue:45520", + "issue:44977|issue:45229", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44568|issue:45491", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593", + "issue:43720|issue:44112" + ], + "prepared_review_unit_hash": "7d408e6d01071dc1cada7bdb13614bae5b33d50bcab3099ae5721b76b010fae6", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38895, + "estimated_input_tokens": 9724, + "estimated_eval_tokens": 19704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer bug reports. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` error; the rest are similar only at a broad subsystem level and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45310 is the earlier report with the same title and the same Qwen3.5 MoE `from_pretrained` failure; it is the better canonical target for the duplicate pair with issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest representative issue in the cluster because it is a precise, reproducible bug report and has a direct duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Both involve model/integration behavior, but one is Gemma 4 multimodal token ids and the other is a flash-attention sink-less crash; different code paths and bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape handling and Qwen2.5-VL tensor-parallel OOM are unrelated failures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP/CUDA loss crash are different bugs in different components." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are training-time issues, but one is a float16/CUDA crash and the other is missing auxiliary losses; not the same defect." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a missing flash-attention symbol and a Torch 2.10 incompatibility are separate compatibility problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling rate default and batched video processor shape are unrelated multimodal bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch and GraniteSpeech stale device-override CI failure are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 recurrent-state reset are different model behaviors and code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE `from_pretrained` error title and same underlying loading bug; clearly duplicates." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 embedding dtype drift and pipeline translation-task messaging are different concerns." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` rejecting NoneType are distinct failures." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` imports are both import errors but for different symbols and fixes." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example issues and BeitImageProcessorFast `reduce_labels` behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "`base_model_prefix` loading breakage and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch and unexpected position-id keys are unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are different model-specific problems." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning defaults and Qwen2.5-VL video position ids are different multimodal issues." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Both touch Beit-related processors, but one is batched video shape handling and the other is image-label reduction; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors and position-id warnings in many models are not the same underlying defect." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` in DebertaV2 import and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-clarity error messaging and trainer broadcast NoneType are unrelated failures." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and DeepSeek tokenizer regressions are separate model/tokenizer issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and position-id key warnings are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token decode issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 flash_attn import KeyError are different failures." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Beit semantic-segmentation legacy-field loading are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa special-token addition regression and Gemma3 NaN embeddings are different tokenizer/model problems." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug and bfloat16 dtype mismatches in inference are not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading regression and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure and BeitImageProcessorFast label reduction are different areas." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are separate model-specific bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated training/model issues." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and GraniteSpeech CI stale device override are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Accepted. The canonical pair is well grounded by the packet: issue:45310 and issue:45478 have identical titles and clearly match. The remaining soft-edge rejections stay conservative at the title/body-summary level, and the cluster summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:45372|issue:45588", + "issue:43066|issue:44462", + "issue:34689|issue:35141", + "issue:44977|issue:45563", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:45372|issue:45406", + "issue:43873|issue:44493", + "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:45372|issue:45459", + "issue:44451|issue:45520", + "issue:44448|issue:44466", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43421|issue:45491", + "issue:43278|issue:43381", + "issue:43994|issue:45412", + "issue:44265|issue:45198" + ], + "prepared_review_unit_hash": "b3e62fc6f83b2d19584561cf0791db84f72df75daaca74d11c982c2c96df9382", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set looks like a loose collection of Transformers issues with superficial thematic overlap (tokenizers, Gemma/Qwen, flash-attn, offloading, dtype, export), but the soft pairs mostly describe different root causes and should not be deduplicated. No PRs are present. Issue 45372 is the best cluster anchor only because it is the most connected item in the candidate graph, not because it matches the others exactly.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45372 is the most central node among the soft links, with multiple nearby tokenizer/processor-loading references, so it is the best available anchor for this set.", + "canonical_pr_reason": null, + "best_issue_reason": "45372 has the broadest apparent overlap with other candidates in the provided similarity graph; it is the best representative issue, though still not a clear duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Both involve tokenizer/processor-related failures, but one is a missing import for Gemma 4 loading and the other is a flash-attention runtime crash on `s_aux=None`; different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizer loading/serialization, but one is a wrong decoder type in v5 and the other is AutoTokenizer ignoring `tokenizer.json`; not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama 3.2 Vision is unrelated to the embedding reinitialization bug in `post_init`." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale `num_return_sequences` warning are unrelated behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device-related inference issues, but they affect different models and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are separate bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export / unsupported op failure is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention offload/memory behavior, but one is quantization offloading and the other is multi-GPU OOM on Gemma4." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma 4 loading/serving issues, but one is a missing `ReasoningEffort` import and the other is a missing `_tokenizer` attribute." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantized offloading problems and unexpected position-id keys are different issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Import error for `_flash_supports_window_size` and Qwen3.5 flash-attention generation failure are distinct failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe feature-extraction helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error is unrelated to the stale generation warning." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure and feature-length helper behavior are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 multi-GPU OOM are different model/runtime problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to the undefined video-branch helper variables." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer import failure and protobuf-related error masking are different tokenizer-loading bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT load failure and Python 3.13 `flash_attn` import-key error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both involve v4/v5 behavior changes, but one is output divergence and the other is serialization/tied-weight inconsistency; not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline outputs are different model issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer in Sam3PixelDecoder and RT-DETR memory release issue are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` output shape change and `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and Qwen3.5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention `s_aux=None` crash are separate inference failures." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update feature and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Train/eval embedding dtype mismatch is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output issue and RT-DETR memory release problem are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with `torch_compilable_check` and Wav2Vec2 save/tokenization failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 23, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:45440|issue:45593", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45072|issue:45229", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:43262|issue:44206", + "issue:29127|issue:33357", + "issue:43761|issue:44079", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43441|issue:45588" + ], + "prepared_review_unit_hash": "4ed09d18c624dafd247c92e9d6e459a5b0bb6bf2f002b8c520c1b00fac56b5db", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36120, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly share a broad subsystem or surface-level symptom, but not the same concrete bug/change. I would not merge any of the soft edges. The most representative issue is the CLIPVisionModel hidden-states regression because it is a precise, reproducible code-path bug.", + "confidence": 0.84, + "canonical_issue_reason": "No clear duplicate theme across the cluster; issue 43761 is the most concrete, reproducible regression among the set, so it is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "43761 has a narrow failure mode, a specific model path, and a straightforward regression signature, making it the most actionable issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve Qwen3-MoE/quantization, but one is an FP8 config failure and the other is a quantized saving problem; different stages and likely different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different models and different failure surfaces: MLukeTokenizer task errors vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg vs video-input regression; same broad area, not the same code-path bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer/model EOS config mismatch is unrelated to the flash-attention generation failure." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Loading/conversion of Qwen3-MoE weights is distinct from BF16-to-FP32 dtype drift during evaluate." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE layer dropping and DeepSeek implementation divergence are different model discrepancies." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation map processing are unrelated issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output-size mismatch and RT-DETR memory leaks are not the same underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to the mistral_common import dependency break." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing import and a generic dependency issue do not indicate the same fix." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Native model divergence and missing auxiliary losses are separate model-behavior bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error and Adafactor/deepspeed OOM are different Trainer/deepspeed failures." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatches are not the same as multi-GPU CUDA OOM." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and AutoTokenizer loading a FastSpeech2Conformer tokenizer are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient-checkpointing restriction and resume checkpoint key mismatch are separate training-state bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "reduce_labels returning one label and LayoutLMv2Tokenizer padding/truncation crashes are different tokenizer issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and a Qwen3-MoE sliding_window issue are distinct model/config regressions." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from all-padding windows are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-count runtime limit are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error are different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and unsupported center arg in a feature extractor are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error do not share a concrete fix." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The CLIPVisionModel hidden-states regression may involve ModelOutput handling, but this is not clearly the same concrete bug as generic key assignment when a key was previously None." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error handling and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and sink-less flash_attention.py s_aux=None crash are different attention-path bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:44442|issue:45072", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:43526|issue:44610", + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43931|issue:45216", + "issue:45588|issue:45600", + "issue:44977|issue:45584", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43575|issue:44387", + "issue:43873|issue:45588", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:41628|issue:45372", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "bf2ed62e00b36489b5e3fa679536890ee45cfc5f7d3ad9909c0c4f7f50d6ac3d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36854, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer/loading, generation/cache, vision processor, quantization/offloading, documentation, and model-specific regression issues. None of the proposed soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 is the broadest and most active item here (open, with multiple inbound references) and is the closest thing to a cluster anchor, but the surrounding issues are too unrelated for it to be a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best administrative representative because it has the most activity and references, but it still does not meaningfully cover the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update logic and metric label gathering are unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor label reduction and AMP/CUDA loss crashes are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated issues." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and sequence-classification zero-loss bug do not share the same fix." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat template tool-call crash affect different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to OmDet input-size mismatch." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are distinct problems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset and Whisper batch_decode token handling are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading breakage and flash-attention sink handling are different code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch loading and save_pretrained checkpoint corruption are related to the model family but not the same concrete defect." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention AttributeError and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen flash-attention generation and Whisper empty-transcription generation failures are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence are separate failures." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and missing Llama4 pad_token_id are not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during large-model TP loading and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model initialization breakage and patchtsmixer post_init validation are not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 bad outputs and LasrFeatureExtractor center-arg crash are different problems." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation example errors and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel load OOM and int4 reserved-memory OOM have different causes and fixes." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization offloading issues and flash-attention sink-less crashes are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing generation cache in v5.0.0 and Qwen recurrent-state reset are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor/deepspeed OOM and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-resolution failure are different areas." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve loading, but they target different model families and different root causes." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different missing imports in different processor-loading paths; not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and stale docs after pipeline removal are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading are separate issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and model-loading regression do not share a code fix." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in training and embedding reinitialization during post_init are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression 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": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45406", + "issue:45584" + ], + "soft_pairs": [ + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:34689|issue:36010", + "issue:44855|issue:45137", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:43065|issue:44617", + "issue:16998|issue:22355", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:25251|issue:28282", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "f3cd8ef27bb3f3e6858aeccfe903a6e10359cc207d03e568c2a9644e47d0a4aa", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34627, + "estimated_input_tokens": 8657, + "estimated_eval_tokens": 17570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated bugs across loading, configs, pipelines, training, and multimodal models. None of the soft-similarity pairs look like the same underlying issue, so all should remain separate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the issues span distinct code paths and models, and the pairwise similarities are mostly superficial title overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue 43761 is the clearest self-contained regression report, but it is not a true duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading vs AutoTokenizer/FastSpeech2 tokenizer loading; unrelated failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss vs GPTNeoX rotary_pct reset on reload; different config bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL weight-shape mismatch; different loading paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "local dataset script issue vs unrecognized model/config.json error; unrelated subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "quantization/offloading behavior vs Gemma eos_token_id mismatch; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing vs Qwen2_5_VL batched chat-template padding crash; distinct code paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage vs janus image-generation test failure; unrelated models and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs strict granite_speech config loading; different config issues." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "gradient checkpointing in eval mode vs Qwen3 MoE training memory usage; different problems." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor OOM in deepspeed vs CustomTrainer signature mismatch; unrelated training bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 vision model loading regression vs GenerationMixin import error; different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in torch.jit parsing vs DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "packaging/backends installation issue vs Gemma3TextConfig API discrepancy; not a duplicate." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Ministral-3 FlashAttention failure; same family but different concrete problems." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "metrics batch-label truncation vs auxiliary-loss normalization; distinct training/eval logic." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "dummy Conv2d implementation question vs Sam3Video CUDA OOM; different issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question vs missing transformers.onnx module; unrelated topics." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "video-classification pipeline processor lookup vs Sam3VisionEncoderOutput missing attribute; different bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor dtype mismatch; unrelated models." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "pipeline top_k output-shape change vs AutoModel PyTorch import error; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary/tied embeddings vs Gemma 4 mm_token_type_ids defaulting; different mechanisms." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs broad v5 video-input regression across Qwen models; different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "processor.tokenizer/images-to-tokenizer regression vs translation-task error message; one API break, one messaging bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Whisper empty transcription after align_special_tokens; different models and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "serve KV-cache continuation indexing bug vs Gemma4Processor missing _tokenizer; unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 26, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43295|issue:44871", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:44617|issue:45584", + "issue:43761|issue:44242", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:45563|issue:45584", + "issue:44521|issue:45381", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:41720|issue:43575", + "issue:32090|issue:35141", + "issue:44464|issue:45563", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "6a3f814b39c43276d7228d2d59fbfe6b1bec610785dd555d4b5c848dd1911857", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35677, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of Transformers issues spanning unrelated regressions, loading failures, generation bugs, and model-specific problems. None of the soft pairs look like true duplicates; they usually share only a broad subsystem or version context. Issue 44521 is the best cluster anchor because it is the most active and broadly applicable multimodal bug in the set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44521 is the most central/open and has the strongest discussion/inbound reference activity, so it is the best representative anchor for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is broad, currently active, and has the most external references, making it the most useful issue to track as the cluster's representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different failure classes: optional post_init behavior in patchtsmixer vs junk-filled non-persistent buffers in v5." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both involve model/processor config, but one is a tokenizer/processor regression and the other is an eos_token_id mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated bugs: torch.compile SDPA failure for Bamba vs checkpoint key mismatch on resume." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different code path from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init breakage is not the same as GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat/template behavior, but one is an isolated reproduction of an older issue and the other is a tokenizer crash on tool-call assistant messages." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Completely different models and symptoms: Sam3Video CUDA OOM vs Whisper empty transcription handling." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs in different models: CLIPVision hidden_states omission vs MoE load-balancing loss not added." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading failures, but one is gguf_file handling and the other is an unrecognized config/model_type issue." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape-mismatch loading for Qwen3-VL is unrelated to the tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning bug is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant_masks being all zero is not the same bug as wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is a different problem from a MobileLLM config key error." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same as model-loading OOM with tensor parallelism." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in VL models is a different code path from KV-cache continuation indexing in serve." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is a packaging/API issue, not the same as Qwen3.5 chat generation crashes." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is distinct from a tensor-parallel out-of-memory failure." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different bug from a stale warning in paged generate()." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are separate vision-model issues." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled generation inconsistency and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is a documentation break, not the same as SigLIP2 producing bad outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload regression affect different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping assert and category-count limit error are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure is an environment/runtime compatibility issue, not the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure and Phi-4-multimodal model loading failure are different problems." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder save keys are separate regression areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 27, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44514", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43388|issue:43582", + "issue:43761|issue:44743", + "issue:44855|issue:45588", + "issue:43650|issue:44220", + "issue:44355|issue:44855", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43404|issue:45216", + "issue:43550|issue:44190", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:44734|issue:45632", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:45406|issue:45632", + "issue:44561|issue:45632", + "issue:36246|issue:38617", + "issue:44514|issue:44734", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "e83f5375faa75e6db9b24826b3397f4c797310f12b8c78d9e87cfdefaf67a7e6", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37130, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated import errors, model-specific regressions, docs/notebook issues, and pipeline bugs. I found no convincing duplicate pairs, so the set should not be merged into a single canonical bug/PR cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items cover many distinct subsystems and failure modes, with no shared concrete code path or single underlying defect tying them together.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the strongest standalone report: it\u2019s a clear regression with a specific version, reproducible custom-model breakage, and a concrete API interaction to fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: metric gathering label truncation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Unrelated models and bugs: CLIP hidden_states regression vs Qwen3 recurrent-state reset with cache." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Python 3.13 import/parse error in DebertaV2 vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No shared defect: a vague data issue vs an audio feature-extraction failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/compile-related, but one is about compiled Python file errors and the other is a Python 3.13 JIT parsing issue." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different components: Qwen3Omni video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk values vs GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Separate model behaviors: Gemma4 embedding resize bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different regressions: package/Python-version compatibility vs DebertaV2 import parsing on 3.13." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Distinct core issues: optional post_init handling vs ModelOutput key assignment semantics." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both mention tied weights, but they affect different models and different save/serialization paths." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: Bamba torch.compile SDPA failure vs local dataset loading in an example script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI, but they describe different breakages in different files and subsystems." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: empty multi-label results vs inability to load a local dataset." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different model APIs and symptoms: processor/tokenizer regression vs embedding resize not propagating." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated errors: category-cardinality runtime limit vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different problem classes: pipeline selecting image processors vs a notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Docs/example mistakes are not the same as a local-dataset loading bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Different areas: server KV-cache indexing vs trust_remote_code cache-path collision." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, modules, and likely different missing exports." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs in different multimodal models; no shared underlying defect." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Serve processor attribute crash vs remote-code cache collision are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is an API removal regression and the other is a cache-path bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import failures, but for unrelated names/modules and different root causes." + }, + { + "left": "issue:44514", + "right": "issue:44734", + "accept": false, + "reason": "Different Qwen serve/processor crashes: batched chat-template padding vs KV-cache continuation indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "No overlap: SigLIP2 probability issue vs Sam3PixelDecoder dummy layer behavior." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency problems: missing tensorflow in extras vs a generic dependency issue." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Related file area, but not the same bug: torch>=2.9 flex_attention failure vs wrong version gating for AuxRequest import." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve serialization/reload, but one is tied-weight saving and the other is config field persistence." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different issues, even if both concern import-time behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43927", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:42907|issue:43441", + "issue:43643|issue:44496", + "issue:43295|issue:45335", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43976|issue:44987", + "issue:45561|issue:45632", + "issue:43531|issue:45600", + "issue:43673|issue:44336", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:43526|issue:43901", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43381|issue:45593", + "issue:43927|issue:45632", + "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43479|issue:43525", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "808e95c27082892363fcb40a0e77dc4fb33d2e8ef03280ff6d73e178e7bc7ee2", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36768, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairs mostly share only broad subsystem keywords (loading, saving, configs, tokenizers, multimodal) and do not appear to be the same underlying bug/change. I would not merge any of the soft pairs. As a standalone representative issue, 44521 is the strongest high-signal report here, but it is not a duplicate of the others.", + "confidence": 0.82, + "canonical_issue_reason": "No clear duplicate cluster emerges from the provided issues; if a single issue must represent the set, 44521 is the strongest high-signal bug report (open, reproducible, multiple inbound refs).", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the most actionable and broadly impactful issue in the set, with strong discussion/inbound attention and a concrete multimodal regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different failure modes: Qwen3VL MoE loading vs Qwen3.5 save_pretrained checkpoint key corruption." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to unrecognized model_type in config.json." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer image handling regression is unrelated to t5gemma embedding resize not reaching decoder.embed_tokens." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-arg TypeError are different bugs in different parts of the stack." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and auto_mappings referencing removed Sam3LiteText configs are distinct issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device-override test failure is unrelated to a model loading regression." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility bug and physical-intelligence/fast loading failure are not the same issue." + }, + { + "left": "issue:45561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve filesystem behavior, but xdist captured_info.txt races and trust_remote_code cache path collisions are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed-config references in auto_mappings are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize bug and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and causes; not the same underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support mismatch and a generic dependency issue are not duplicates." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition failure is unrelated to PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model targets and different load failures; both are load bugs, not the same one." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is MoE loading and the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to pipeline docs mentioning return_all_scores." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments not used and tie_word_embeddings warnings concern different subsystems." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant_masks all-zero and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43927", + "right": "issue:45632", + "accept": false, + "reason": "DiaConfig save/load token-id loss and trust_remote_code cache-path collisions are different save/load problems." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to model-type resolution failure." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error and a broad import-error report after upgrade are not the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to tensorboard-without-TensorFlow backend handling." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and the unreleased MIN_PEFT_VERSION bump are separate release issues." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4Config missing pad_token_id are different config bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer JSON selection and Mistral regex patching fail in different tokenizer-loading code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 29, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44898", + "issue:44987", + "issue:45020", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:44496|issue:44877", + "issue:43299|issue:43854", + "issue:38175|issue:44617", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:43450|issue:44279", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:42994|issue:43317", + "issue:43441|issue:44683", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "76eccc8f15cb146bf651200c5a2cf40472cf6d8770d8f4341cb7b747e8a4a8cb", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35388, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions and docs issues, not a single duplicate set. A few items are thematically adjacent (tokenizer/loading, processor/chat-template, v5 regressions), but the concrete failure modes differ enough that none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster: it mixes unrelated bugs across tokenizers, processors, model loading, attention, quantization, docs, and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, 45020 is the broadest v5/remote_code regression umbrella, but it is still too generic to serve as a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different bugs: video-classification pipeline processor lookup vs broad remote_code model-loading breakage." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both tokenizer-related, but one is save_pretrained metadata/class mismatch and the other is AutoTokenizer ignoring tokenizer.json; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: generic dependency problem vs a PEFT minimum-version bump issue." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No overlap beyond being noisy issues; video pipeline processor lookup is unrelated to the placeholder 'ADD THE DATA' report." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: strict config loading for granite_speech vs Perceiver resize/interpolate behavior." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both involve model loading, but for different model families and likely different failure causes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probabilities inference bug is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading from repository vs DeepSeek tokenization correctness are distinct tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression with images passed to tokenizer is different from DeepSeek tokenizer output drift." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both docs-related, but different docs and different errors: SigLIP2 example failures vs return_all_scores documentation drift." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue is not the same as the specific apply_chat_template tool-call crash." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained regression is not the same as ESM2 model breakage." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to a dependency issue." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights unexpected argument TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure and dequantized offload/load failure are different stages and failure modes." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on a specific model is not the same as compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon precision discussion is unrelated to torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver image-classification resolution handling." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch serialization/weights, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not propagating to tied embeddings." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is a different bug from gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer version drift is unrelated to the placeholder issue." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor files on save is unrelated to the reported slowdown after upgrading Transformers." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to the TensorBoard/TensorFlow backend installation issue." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is a different model-specific bug from DeepSeek tokenization." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to CLIPVisionModel not returning hidden_states." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorBoard-only backend issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 30, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:44361|issue:45593", + "issue:45561|issue:45563", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43295|issue:44617", + "issue:43352|issue:45250", + "issue:44589|issue:45362", + "issue:43525|issue:43881", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:43901|issue:44246", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44242|issue:45593", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:45003|issue:45561", + "issue:44246|issue:44496", + "issue:36246|issue:42757", + "issue:43531|issue:45362", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "03d63de90f6ab2089f76b8d997e24cddb9570b00ffe1aff808534e853ad4a001", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36335, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers issues around import failures, model-loading regressions, tokenizer/pipeline bugs, and unrelated docs/test/model-specific problems. There are no PRs here, and none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43824 is the strongest anchor: it has the most inbound references and discussion, and it represents the broad import/load-breakage theme shared by several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best single representative for the cluster because it is the most referenced/discussed and sits closest to the recurring import/loading regressions, even though the overall cluster is not tight.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging under `.[torch]` is unrelated to the Python 3.9+/5.1.0 compatibility problem." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs about `return_all_scores` do not match the SigLIP2 bad-output model behavior." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class mismatch on save is a different failure mode from Gemma-4 `from_pretrained` breakage." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is not the same bug as the stale `num_return_sequences` warning in paged generate." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM 3 Video missing attribute and a notebook syntax error are entirely different problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL import failure is unrelated to Transformers 5.1.0/Python version incompatibility." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression is a different code path from the SAM3 Video OOM report." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for Nemotron is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different model/runtime issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "`AutoImageProcessor` import failure is not the same as the Transformers 5.1.0/Python compatibility bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs mismatch is not the same underlying issue as slow `import transformers`." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Registered-buffer `position_ids` access differs from the Gemma-4 zero3 loading regression." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is a LoRA hf4.x\u2192hf5.x incompatibility and the other is a model-loading regression on v5 dev, so they are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and `_torch_extract_fbank_features()` are different pipelines." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss and D-FINE auxiliary losses are unrelated training objectives." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in loading_report and a wrong docstring for `position_ids` are not duplicates." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` is different from the Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES model-addition failure is unrelated to the missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe `sys.modules` access and the xdist captured-info race are different failure mechanisms." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import timing is not the same as an unrecognized-model config error." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different modules and different missing symbols." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` behavior is a different issue from Qwen3.5 chat crashes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2_5_VL image-processor import failure is unrelated to missing `HybridCache` import." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe `sys.modules` access are unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache behavior in v5 is a different code path from removal of `is_torch_fx_available` breaking trust-remote-code models." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI codes are unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm token defaults are different model-specific regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44246|issue:44871", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43066|issue:44779", + "issue:43441|issue:43540", + "issue:45292|issue:45584", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44995|issue:45588", + "issue:44060|issue:44077", + "issue:43295|issue:45292", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44466|issue:45335", + "issue:44933|issue:45459" + ], + "prepared_review_unit_hash": "716a855b2940d0aa5ee0652ffaf51f7fdca8a503e51f40a0253cb8720ec94aa1", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35650, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broad and mostly heterogeneous: import/load regressions, tokenizer/config bugs, generation issues, and model-specific SAM/Qwen/DeepSpeed problems. I did not find any pair that clearly describes the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick one, issue 45003 is the broadest infrastructure-level bug in the set, but the cluster is not a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the best global representative because it is a general core-library bug rather than a model-specific symptom, though it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different failures in different subsystems: MoE load-balancing loss vs LW-DETR AMP/CUDA crash." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and post-upgrade data slowdown are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency bug vs Gemma eos_token_id config mismatch; no shared code path." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they affect different model configs and different missing fields." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type warning in v5 vs DeepSeek tokenizer incorrect output; same broad area, different bug." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and video-processing ValueError for Qwen3OmniMoe are distinct." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer load bug vs multi-GPU CUDA OOM are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "General AutoImageProcessor import failure vs video-classification pipeline picking image processors; related area, not same bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa vs mm_token_type_ids defaulting issue are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and sam3_video/sam3_tracker type warning are different defects." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion problem and ZeRO3 deque pop error are different DeepSpeed failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are separate loading issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different crashes: stale indexer cache vs flash_attention s_aux=None handling." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning bug and patchtsmixer post_init restriction are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image handling regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs import slowness are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and ESM2 regression are different model-specific issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing field and Qwen3OmniMoe video ValueError are distinct SAM/Qwen bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Word-embedding tie warning and stale num_return_sequences warning are different warning bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning and DeepSeek tokenizer regression are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency across devices and t5gemma resize propagation bug are separate weight-handling issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils and protobuf decode-error masking are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:42222|issue:45200", + "issue:43873|issue:44945", + "issue:43475|issue:44661", + "issue:42831|issue:44222", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:43232|issue:44188" + ], + "prepared_review_unit_hash": "9f3295fb9ab485166bb024ca16c141eee772daa4385d74d7c8c13cd9cf0f2c39", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36705, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet is still mostly heterogeneous, with many unrelated model-specific regressions and API breakages. There are at least two clear duplicate-like issue pairs by title/symptom: the confirmed Qwen3ForCausalLM VRAM leak pair (42673/43704) and another identical-title pair (45310/45478) about the Qwen3.5 Moe from_pretrained error, even though only the former was surfaced in soft_pairs. The rest of the soft candidates remain conservative non-matches.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the clearest canonical report for the Qwen3ForCausalLM VRAM leak: it is earlier, more detailed, and matches issue:43704 exactly on title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue because it is the earliest and fuller report in the only confirmed duplicate pair, and it anchors the strongest duplicate signal in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but they describe different failures in different code paths: chunked_prefill cache missing vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/decoding regressions, but one is Whisper timestamp decoding and the other is Kimi tokenizer codec handling; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and Sam3LiteText auto-mapping CI breakage are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different model/config issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "These are separate generation bugs: sync_gpus kwargs handling versus missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained problems, but one is tokenizer metadata mismatch and the other is missing processor files; different components and failures." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "The v5 import-error report is broad and unrelated to the specific generation cache bug in 43673." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2-specific breakage are too different to treat as the same underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a large slowdown after upgrade are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same model, same symptom: VRAM leak when Qwen3ForCausalLM is used in multiple dataloader threads." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are not the same underlying issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in data filtering and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 Zero3 from_pretrained failure are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and missing processor.save_pretrained files are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and code paths." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the reported training slowdown." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing attribute and qwen2.5-vl video position-id bug are different model-specific regressions." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes field in config and Qwen3.5 Moe from_pretrained error are different problems." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video output attribute error and AutoConfig missing fields with trust_remote_code are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "These are both import-related, but they concern different symbols and likely different import paths; not enough to unify." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen-related v5 regressions, but one is a from_pretrained error and the other is a config-field drop; different underlying failures." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline parallelism output correctness are different problems." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video encoder attribute error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are distinct FP8-related issues, not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Qwen3.5 Moe from_pretrained failure and Gemma-4 Zero3 from_pretrained failure are different model paths." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing deepstack_visual_indexes config field are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are different code paths and symptoms." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates uniqueness. Besides the accepted Qwen3ForCausalLM duplicate pair (42673/43704), the packet also contains another identical-title duplicate candidate: issue:45310 and issue:45478 both read \"[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error\". Even if that pair was not surfaced in soft_pairs, the writeup should not claim there is only one duplicate-like pair in the set. The rest of the conservative pairwise reasoning is mostly grounded, but this omission makes the overall summary too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:43278|issue:45137", + "issue:42898|issue:44779", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:41628|issue:45459" + ], + "prepared_review_unit_hash": "7235562a98130ca40aa000b24342bf404212115f1bf79b220407fe280ab08e12", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated Transformers v5-era bug reports (imports, tokenizer regressions, multimodal configs, save/load, generation, and backend issues). None of the soft pairs looks like the same concrete bug/change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42898 is the broadest, most generic user-facing regression in the set and the best placeholder representative for this mostly v5-regression cluster, though it does not duplicate the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most reusable canonical issue because it describes a common v5 behavior break rather than a narrow model-specific or infrastructure-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different code paths; this is shared symptom, not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is FP8 save_pretrained and the other is a from_pretrained load failure; not the same fix." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both touch persistence, but quantized model saving and extra_state handling are distinct serialization bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen VL/MoE, but they are different model/version failures and not the same code-path problem." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Completely unrelated: model config loading versus a pytest-xdist race in testing utils." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Different subsystems and failure modes; image processor label reduction is unrelated to the test file race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "One is a generation kwargs bug after sync_gpus; the other is a Janus image generation test failure. Too different." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Semantic-segmentation preset loading and a testing-utils race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: padding mask batched-vs-single mismatch versus MoE load-balancing loss gating." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they are different missing exports with no shared concrete fix indicated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache support and attention-kernel divergence under torch.compile are separate problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Stuck loading sentence-transformers is unrelated to token embedding reinitialization during resize." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and different tokenizers." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both involve None-handling, but in unrelated classes and code paths; not mergeable as one bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and a missing import are unrelated issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging and image_utils import exposure are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque handling are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors affecting different APIs/models; no same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a different path from Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Generation runtime behavior and a docstring typo are not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3.5 MoE internals, but tied-weights warning and tensor-parallel plan support are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and BOS/EOS add_special_tokens behavior are different regressions." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but the specific failure modes and affected code paths differ." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate and a ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are model-specific and not the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal issues: a missing image-processor method versus legacy remote-code checkpoint meta-init incompatibility." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 34, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:22355|issue:28282", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43723|issue:44977", + "issue:44263|issue:44360", + "issue:30333|issue:36331", + "issue:44263|issue:45092", + "issue:30333|issue:34689", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:44373|issue:44485", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "46c1584c60316f39b14eaebc1ef462ba6065f7a143c54d82795402c5bcf3cbff", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. Most soft pairs share a subsystem or symptom class, but not the same concrete bug, so they should not be merged as duplicates. The broadest issue is the v5 import-regression report, but it still doesn\u2019t cleanly cover the rest.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes many import errors after upgrading to v5.5.0, which makes it the best candidate to subsume related import/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most representative high-level issue in the cluster, centered on the recurring post-v5 import breakage theme rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained/tokenizer persistence, but one is about FP8 Moe model saving and the other about tokenizer_class metadata; different bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is about clean_up_tokenization_spaces behavior, the other about processor.tokenizer access and image passing; unrelated regressions." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different failure modes: default multimodal config initialization vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer load failure for a specific tokenizer is not the same as protobuf-related exception masking." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "save_pretrained is shared broadly, but these are different artifacts and bugs: FP8 Moe saving vs missing processor files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "An FP8 accuracy issue is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "One is a feature-extractor argument regression; the other is an auto-docstring AttributeError from future annotations." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages and likely different causes." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import problems, but one is missing transformers.onnx and the other is a missing PyTorch dependency; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to FP8 Moe model saving failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "An API request rejection and a Gemma4Processor _tokenizer AttributeError are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both involve loading/generation, but one is generic tokenizer loading and the other is Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both concern the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; different defects." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow job status reporting and CustomTrainer compute_loss signature handling are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different models and failures: DSA indexer split behavior vs remote-code checkpoint incompatibility with meta init." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLFlow reporting is unrelated to Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Job reporting and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "A missing PyTorch dependency import error is unrelated to MLFlow reporting on failed training jobs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is not the same as missing files in processor.save_pretrained." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "A batched apply_chat_template crash is unrelated to the auto_docstring AttributeError." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to GPTNeoXConfig rotary_pct reload behavior." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer loading failure and Gemma-3 eos_token_id inconsistency are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and appear to have different root causes." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer loading failure and FastSpeech2ConformerTokenizer loading are both load issues, but not the same concrete bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mistake and a GLM-5 RoPE implementation discussion are not duplicates." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers getting stuck loading and SigLIP2 zero probabilities are different problems." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer loading and quantized model saving failure are separate bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "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": "FP8 accuracy and Qwen3.5-v5 bug reports are not the same code-path problem." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken `transformers env` command and sentence-transformers import NameError have different causes and effects." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The broad import-regression umbrella may include this symptom, but the specific missing is_offline_mode import is not itself the same bug as the whole cluster." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 35, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "54128892aaae869e6a6ccd91519a8c90862d6ed7f75e655bce0fcf3457464c93", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated tokenizer, generation, import, multimodal, training, and model-specific bugs. None of the soft-edge pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization/chat behavior, but one is a tokenizer-v4/v5 discrepancy and the other is zero assistant masks for multimodal inputs; different code paths and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a torch.split indexing bug in a model component, the other is a docstring issue for position_ids; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync/update logic vs D-FINE auxiliary loss handling are unrelated model subsystems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a registry bug; AutoProcessor not forwarding kwargs to cached_file is an API plumbing bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization, but one is differing tokenization outputs across versions and the other is a batched apply_chat_template crash with padding=False." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and a MacOS bus error with a CLIP model are unrelated runtime failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are separate save/load issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat/template flows, but one is cached_file kwargs forwarding and the other is a crash on assistant tool-call messages; different failure points." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and pipeline-parallel output corruption are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache internals, but one is sync_gpus update handling and the other is recurrent-state reset in modular_qwen3_5.py; different concrete code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and failure to load cjvt/sleng-bert are distinct tokenizer problems." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to the 2^24 categories runtime error." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import failure is a specific symbol-export problem; the other reports many import errors after an upgrade and is much broader." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "NameError importing sentence-transformers and auto_mappings references to removed Sam3LiteText configs are unrelated import/compatibility failures." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are different model/configuration bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Missing ReLU in a DSA indexer and GLM-5 RoPE implementation are unrelated architectural issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label results in an example script and Gemma 4 mm_token_type_ids defaulting are unrelated application bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug and multimodal assistant_mask zeroing are different failures." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and behaviors; not enough to treat as one duplicate bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang have no substantive overlap." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A numerical precision/config issue in MLA q_a_layernorm is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MOE/FP8-adjacent topics, but one is a Qwen3-VL-Moe load bug and the other is FP8 save_pretrained behavior; different concrete problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are distinct model-loading/saving bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight for UMT5Encoder and AutoProcessor kwargs forwarding are unrelated from_pretrained issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 36, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45341|issue:45561", + "issue:42673|issue:43906", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "787b2d7c324517c2da68777872efb5e3993813c915429ba1b2f7bc6a3fc49af9", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly superficially similar bug reports, but they do not describe the same concrete defect or mergeable fix. I found no true duplicate pair among the soft edges, so there is no safe canonical issue/PR for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and version range, but one is a save_pretrained checkpoint regression and the other is a from_pretrained load error; different code paths and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols with different causes." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; unrelated underlying bugs." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving quantized models, but they target different quantization formats and model families." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports; no shared failure mechanism beyond generic ImportError." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch is not the same defect as wrong outputs under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import breakage vs a flex_attention version check bug; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded dataloading is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import, the other is a broad report of many import errors; too coarse to treat as the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state distribution and missing generation cache are distinct bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure vs RoPE implementation discussion; not the same concrete issue." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs a missing image-patch helper method; different subsystems and bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output bug vs SigLIP2 implementation discrepancy; not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and train-then-evaluate failure are separate training bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE saving/loading, but one is FP8 save_pretrained and the other is a from_pretrained error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model area, but one is a vague Qwen3-VL-Moe bug and the other is a specific Qwen3.5 MoE load error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script behavior vs pipeline API error messaging; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs a PyTorch version-guard bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning on paged generate are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different models and different behaviors (offset mapping vs tokenization output)." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and offset_mapping bug are not the same concrete defect." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape mismatch on model load is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Multimodal feature helper behavior and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs flash_attention crash on sink-less models; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to the flex_attention import guard." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different GLM-5 generation-config bug vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "An isolated reproduction of another issue is not itself the same bug as a VRAM leak." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency minimum-version bump issue is unrelated to the AuxRequest flex_attention import guard." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:39401|issue:43421", + "issue:43450|issue:43986", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:42673|issue:43577", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:43986|issue:44484", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341" + ], + "prepared_review_unit_hash": "b13c14c8e13dac9fb9bd15434edc9d166d64339caf3f7fa3213104e35e601f71", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37973, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct bug reports spanning tokenizers, model loading, multimodal processors, packaging/import regressions, and API behavior. I don\u2019t see a single underlying defect that cleanly subsumes the whole set.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the items are mostly unrelated. If forced to pick a broad umbrella, #45278 is the closest because it describes many import errors after a version upgrade, but it does not actually cover most of the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the broadest and most recent open issue in the set, so it is the best umbrella candidate for generic import-regression triage, though it is still not a true duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-regression loader failures, but one is an init_empty_weights/_is_hf_initialized TypeError and the other is a PretrainedConfig type-checking break; different code paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both involve tokenizers, but one is wrong offset mapping and the other is runtime special-token/post-processor updates; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video-processor shape bug; the other is an AutoProcessor crash without torchvision. Different failure modes." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated issues: max_shard_size behavior versus a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is FA3 training degeneration; the other is incorrect checkpoint saving for Qwen3.5. Different concrete problems." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and modules." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model bugs: missing Qwen3Next projections versus Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer internals are involved in both, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues: sam3 type mismatch versus MobileLLM key error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and a TensorFlow backend-install issue are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Both mention memory/dtype concerns, but the VRAM leak and Blip2 dtype loading bug are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 versus missing model_type for an unrecognized model are different loader/config problems." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package extra/backend dependency issue versus a vitpose model regression; no shared underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing config symbol is not the same as an audio feature-extraction failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both touch precision/dtype, but one is a PyTorch warning on compilation and the other is incorrect dtype propagation while loading Blip2." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions-related, but one is a general request rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report, but this pair does not establish the same missing symbol or exact failure." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel runtime issue and a testing_utils bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different issues: shard-size behavior versus another Qwen3.5 MoE from_pretrained error report." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior across v5, but one is decoder type and the other is tokenization output changes; not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to a testing utility bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related loader/model bugs, not the same concrete failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a removed config flag in v5; the other is unexpected position-id keys. Related theme, but not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage and tokenizer error hiding when protobuf is absent are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V versus MLA layernorm epsilon precision issue; different subsystems." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure and FA3 degenerate training are different model/attention problems." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision-warning behavior and a sam3_video/sam3_tracker type warning are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor import/runtime crash versus save_pretrained shard sizing; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking break are different regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and TensorFlow backend installation are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as a testing_utils bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45588" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:43986|issue:44117", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "4200dc2148cffb64509de27e2126b29db432f7f4a2d0bcec79102b0fa49b932d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers v5 regressions across imports, tokenizer/model loading, multimodal processors, training, and attention backends. None of the proposed soft pairs look like the same underlying bug/change, so no soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate: the items span many distinct failures and API regressions, so there is no clear one-bug anchor for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest representative because it captures a broad v5 breaking-change regression with clear API impact, but it is still not a duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None vs a specific model-loading failure for physical-intelligence/fast; different code paths and symptoms." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision vs a small testing_utils bug; unrelated components." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed config flag in v5 vs gguf_file handling for AutoTokenizer/AutoModel loading; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL model failures: weight-shape mismatch vs a Qwen3-VL-Moe bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 video-type warning vs a Qwen3.5 tie_word_embeddings warning; different models and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-processor method in GLM46V vs torch.split return handling in GlmMoeDsaIndexer; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility problem vs config type checking; not the same underlying issue." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs categorical cardinality limit error; completely different problems." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video processor loading vs mistral_common ReasoningEffort import failure; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; different training paths." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs a testing_utils issue; no shared bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and unrelated dependency paths." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon/config precision issue vs GLM-5 RoPE implementation; distinct model internals." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next vs missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig; different configs and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs qwen3next projection bug; different architectures and failures." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation import error vs HybridCache import error; separate missing exports." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument conflict vs TOKENIZER_MAPPING_NAMES returning None; different tokenizer code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "v5 config removal vs flash_attention sink-less crash; unrelated subsystems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video processor loading without torchvision vs tokenizer mapping None; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs not forwarded to cached_file vs auto_docstring crash with future annotations; unrelated utility layers." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still causing network requests vs missing embed_tokens.weight in UMT5Encoder; different loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal in v5 vs offloading/quantization behavior; not the same issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight in UMT5Encoder vs max_shard_size question; unrelated save/load behavior." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Qwen2_5_VL import error vs video-model loading crash without torchvision; different models and root causes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of a separate issue; no concrete shared bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 unsupported gate vs GPT2 attention-scaling ignored under SDPA/FlashAttention; different backend problems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task error vs inability to save Pipeline objects; different pipeline concerns." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "ImportError for layer_type_validation vs removed tie_embeddings_and_encoder_decoder; unrelated regressions." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bfloat16 compile warning vs tie_word_embeddings warning during Qwen3.5 LoRA; same general warning category, but not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch precision warning during compile vs Bamba SDPA compile failure; different failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache loading vs gradient checkpointing in eval mode; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Failed save of dequantized Ministrals vs saving Pipeline objects; both involve save_pretrained, but distinct object types and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43901|issue:44655", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:44655|issue:45478", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43352|issue:45593", + "issue:43992|issue:45310", + "issue:36683|issue:44242" + ], + "prepared_review_unit_hash": "868e9c0ac85c00d2176448438500caf85a0fa5280a7fb9b3d4a3ae0bfa1c11a8", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues; the only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression. No pull requests were present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the earlier, more specific report of the shared Qwen3.5 MoE from_pretrained failure, and issue:45478 reads as a later duplicate of the same version-regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best cluster representative because it captures the concrete bug shape and version scope most clearly, with a near-identical follow-up report duplicating it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA issue." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Both are model bugs, but one is GPT-2 attention scaling and the other is a sequence-classification zero-loss bug; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated problems: Flash Attention 2 support for Nemotron vs Python-version compatibility." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are different subsystems and symptoms." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat-related APIs, but one is request acceptance and the other is batched chat template padding behavior." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output attentions regression is not the same bug as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP regressions, but one is missing attentions assignment and the other is hidden_states=None; not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bf16 precision is distinct from a compiled flex_attention failure on torch>=2.9." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-template/API failures: request validation vs assistant tool-call content handling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen VL/MoE, but one is broad v5 loading support and the other is fp8 inference support; different requests." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL vision_position_ids generation." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage and sorted-state_dict load error are not the same underlying issue." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError from configuration_utils and local_files_only network leakage are different bug classes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropout and GLM-5 RoPE implementation discussion are different model-specific issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is not the same as Pipeline save_pretrained serialization failure." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving, but one is sorted state_dict loading and the other is Qwen3.5 checkpoint correctness on save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are different attribute errors." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline serialization and Qwen3.5 MoE from_pretrained are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for Nemotron and GLM-5 GenerationConfig validation are different issues." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type mismatch is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "A patchtsmixer post_init policy issue is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE-related code paths and models; not the same concrete defect." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment compatibility reports, but for different Python versions and failure causes." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained corruption are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support for Nemotron and D-FINE auxiliary-loss logic are different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained are unrelated model-loading bugs." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute error and missing load-balancing loss are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete Qwen3.5 MoE from_pretrained failure with the same version regression; these look like duplicates that one fix could resolve together." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/compile behavior, but one is divergent kernels from branching under torch.compile and the other is scaling config being ignored in backend selection." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different exports from different modules and no shared concrete bug path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "bc45c234b685a155e7aad7879932f23317729e6cea89d949a042066af2ea63f3", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues. The only clear soft duplicate is the import-time slowdown pair; most other pairs share a subsystem or release version but not the same concrete bug.", + "confidence": 0.6, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report for the import slowdown; issue:44246 is the vaguer symptom report and fits as the duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative because it identifies the specific cause and is actionable, unlike the broader symptom-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both touch import/generation ergonomics, but one is a cache no_grad concern and the other is a broad import-regression report; different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Gemma3 config vocab_size and Nemotron flash-attn support are unrelated model-specific failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 gives the concrete cause (model import *) and 44246 reports the symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "One is a state_dict loading error, the other is a Qwen3.5 vision config field being dropped; not the same code path." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different failures: missing Gemma3Config attribute vs FSDP2/PEFT optimizer-state mismatch." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is missing set_seed coverage and the other is an xdist file race; distinct bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/UMT5 load failures with different symptoms and likely different causes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-related regressions, but one is Python 3.14 loading and the other is PretrainedConfig type checking." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A state_dict sorting/load issue is not the same as incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No-no_grad cache update and Python-version support failure are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure and Qwen2.5-VL video position ids are different problems." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion and DeepSeekV3MoE divergence are unrelated model implementation issues." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions and patchtsmixer post_init policy do not match the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs TP OOM on loading a large model: related area, but not the same underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Loading error from sorted state_dict is unrelated to max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites and causes: CLIP attentions vs flash_attention on sink-less models." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different issues in different code paths; not duplicates." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel PyTorch import error and tokenizer loading regression are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding failures and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A test seeding problem is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but the specific causes differ." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad and SGD args ignored are different behavior bugs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline download enforcement and AddedToken argument handling are unrelated tokenizer/loading issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload incompatibility after upgrade are not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Missing set_seed in tests and a testing_utils bug are too different without clearer evidence." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for Qwen3_5Moe are different features/failures." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory OOM and checkpoint reload incompatibility are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad and Sam3PixelDecoder dummy Conv2d are unrelated implementation issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Generic generation kwargs handling and cache update no_sync behavior are different bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import PreTrainedModel and cannot import HybridCache are distinct import/export regressions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance regression after upgrade are not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5 model/config problems." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline API blocking and GLM-5 RoPE implementation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:41669 vs issue:44246, is well supported by the titles and the import-slowdown theme. The remaining rejections read as cautious and do not overclaim duplicates. No mergeability concerns apply since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673" + ], + "prepared_review_unit_hash": "43c46936dabf8bac77d0fe6b71c11ebd2f6c5deb41751d62bc61df348f5c09ed", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38352, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model-loading regressions, docs issues, cache/FP8/tensor-parallel bugs, and CLI/runtime problems. I don\u2019t see any safe duplicate merges, and there are no PRs to evaluate.", + "confidence": 0.19, + "canonical_issue_reason": "If forced to pick one, issue 43576 is the broadest v5 regression-style report and the closest thing to a generic umbrella issue, but it does not \u05d1\u05d0\u05de\u05ea subsume the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best single representative only because it is broad and version-gated; however, the overall set is too mixed for a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Unrelated symptoms: a loading hang vs documentation confusion about model.forward arguments." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Different bugs in different areas: SGD optimizer arguments vs Gemma EOS token configuration." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU complaint are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-status reporting and tokenizer loading regression are different code paths." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad issue is unrelated to tie_word_embeddings warnings." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained are separate failures." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they involve different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests despite local_files_only is unrelated to the racoon issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Same FP8/MoE theme, but one is save_pretrained behavior and the other is inference support; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline save_pretrained are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure and tensor parallel training bug do not share the same underlying cause." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors are unrelated to PretrainedConfig type checking regressions." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and missing image-processor method are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer regression and the other is a specific Llama 3.2 vision model-loading breakage." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError from huggingface_hub and broken transformers env command are separate issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to racoon." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is a broken CLI command and the other is a type-checking issue; not the same code path." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration import are different failures." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env command are unrelated import/CLI problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache missing and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "A placeholder racoon issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError are different issue types with different fixes." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are both v5-related but not the same concrete defect." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and likely different loader paths." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and racoon are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to racoon." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError for AutoImageProcessor and compiled-file errors are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction and unsafe sys.modules access are different bug reports." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm epsilon mismatch and missing ReLU in DSA indexer are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files and a generic bug report do not establish a shared underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and undefined tf backend error are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload failure after upgrading to v5.2/v5.3 are distinct regressions." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and missing _tp_plan for tensor parallelism are different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output error and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup in models and missing GenerationMixin cache during chunked_prefill are different changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 42, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:42890|issue:43704", + "issue:44908|issue:44998" + ], + "prepared_review_unit_hash": "2f1a6c3146f9f6aef6f43e633bba86536aa2493ab5902d72058799d42db9201e", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40776, + "estimated_input_tokens": 10194, + "estimated_eval_tokens": 20644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet is mostly a set of unrelated issue reports. I\u2019m not accepting the two title-similar pairs as duplicates: 44556/45092 and 44246/44273 only have thematic overlap, with no body/diff evidence that they share the same root cause or would be fixed cleanly by one change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44556 is the clearest standalone report of the v5 checkpoint-reload regression theme and the strongest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best overall anchor here because it is specific, high-signal, and describes a concrete loading failure rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Only title-level similarity about v5 checkpoint/model loading; no body or diff evidence that the same code path or root cause is involved." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 configuration guidance and a cache-strategy typo are different bugs in different areas." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs are separate code paths with different failures." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Only thematic overlap around loading/import performance; no evidence they are the same underlying bug or one fix would cover both." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning and Liger Kernel not applied with model_init are unrelated symptoms." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox output issues are different model problems." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support issue and Qwen3-VL output bug do not share a concrete code path." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to a vague generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance slowdown and missing HybridCache import are different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Model import performance regression and cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue and flash_attention_3 training degeneration are distinct problems." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination/error and Qwen3.5 MoE from_pretrained failure are different model issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about model.forward is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init policy and _tied_weights_keys AttributeError are separate model-internal issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time performance slowdown and scheduler config handling have no overlap in code path." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3-VL bbox output bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and tied-weight key handling are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading/import slowdown are different features and bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU concern and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is too vague to be the same as the specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading is not working properly and scheduler kwargs handling are separate subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation bug and GLM-5 RoPE implementation are different model-specific problems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 Vision loading regression are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowdown and forward documentation confusion are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and v5 checkpoint/meta-init loading failure are different code paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE discussion and Gemma4 audio positional encoding are different model implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are separate bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp computation bug and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp computation bug and VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return semantics and Gemma4 audio positional encoding are different problems." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior differences and wrong decoder type in v5 are related thematically but not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Test seeding flakiness is unrelated to VRAM leakage." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler configuration bug and an unrelated placeholder issue are not a match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly conservative, but it still overstates the evidence for the two accepted soft edges. In the packet, 44556/45092 and 44246/44273 are only supported by title-level thematic similarity; there is no body/diff evidence showing the same root cause or that a single PR would cleanly fix both. I\u2019d keep those pairs as tentative rather than accepted duplicate clusters." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 43, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "55065f5b7a5682e02817892a07b80cd0bb68e1231277967451f0fb63768bfbd6", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720210, + "estimated_input_tokens": 180053, + "estimated_eval_tokens": 360362 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 14, + "serialized_chars": 14257, + "estimated_input_tokens": 3565, + "estimated_eval_tokens": 7386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bugs, and every soft-similarity pair appears to be a false positive. I would not merge any of these issues as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe canonical representative because the connected items span unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different bugs in different paths: tied-weight key handling vs chat template/tool-call serialization." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "One is a nonsense-title issue and the other is a testing_utils bug; no shared symptom or code path." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy docs/config is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload incompatibility is not the same as the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id attribute missing is unrelated to tied-weight key list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a different config attribute bug than the tied-weight crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen model support and missing processor save_pretrained files are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer/checkpoint loading slowness is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs and slow checkpoint loading are unrelated problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL/Qwen3.5 FP8 support request and a from_pretrained error on Qwen3.5 MoE are not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but one is checkpoint load slowness and the other is a tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen inference support are distinct feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "ad8d1b620509c568a6a760a93a5e059838298c90968b34d1ad4ed61ae5ebe562", + "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 not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a broad \u201ccommunity contribution\u201d theme but describe different feature work.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the stronger representative thread in this cluster because it has substantially more discussion and is the older, more established request; however, it should not be treated as a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths: Flash Attention 2 architecture support vs GGUF architecture support. Similar framing, but 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": "issue", + "component_index": 4, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "2148375c0b5f798b8c6e75714948c6cc19bfc19dc443baaf8853195fcd1247fe", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are language-translation requests using the same template. The Turkish-specific issue is the most concrete, but the other three appear to be separate template instances rather than the same underlying request; high text similarity alone is not enough to merge them as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:27088 is the only concrete, specific request (Turkish). The others are generic placeholder-style variants, so this is the clearest representative of the actual problem being reported.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best standalone issue because it names a specific language and has the least ambiguity; the other issues look like templated duplicates or separate language requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-request templates, but one is specifically Turkish while the other is a generic placeholder-style issue. That is not enough to prove the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "High similarity likely comes from the shared i18n template; the language target is not the same concrete request, so this should not be merged as a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The titles/body patterns are similar, but this looks like a different translation request instance rather than the same Turkish issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are near-identical template issues, but there is no evidence they target the exact same language/request; template similarity alone is insufficient." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both look like generic translation-request variants, but not enough evidence that they are the same underlying bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-duplicate wording is likely due to the shared template, but they still appear to be separate issue instances without proof of the same concrete request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "65b828b3117a9d9d6cfbb4f9604d3489c66ca1d7a13e12b4647103307d97f1ee", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17644, + "estimated_input_tokens": 4411, + "estimated_eval_tokens": 9078 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17644, + "estimated_input_tokens": 4411, + "estimated_eval_tokens": 9078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are thematically similar model-request issues, but they are not duplicates: each asks for a different model, task, or modality (e.g. BERT variants, audio ASR/TTS, OCR, sparse transformers).", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the cluster spans distinct model requests rather than the same underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global representative for deduplication because the requests target different models and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBERT config vs DEIMv2 are different model additions with different implementations." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT vs Qwen3-TTS are unrelated model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models; ASR support is not the same change as adding a BERT variant." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs a weight-sparse transformer request are different architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is unrelated to LFM2.5 Audio; different family and modality." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not the same bug/change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS are unrelated model/support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer are different requested changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS target different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model/task integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a concrete model request; BERT-like models with RoPE is a broader architecture discussion, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT-with-RoPE request is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but are different concrete support changes (TTS vs ASR)." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to a weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests, not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio model requests with different code paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and a weight-sparse transformer request are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio support and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated research-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS differ by model and task; not a duplicate." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "bb2cc08e747d7e77db1527f9f7b77d434c7014832549efc89efb6073efcf1bd3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are only loosely text-similar; they describe different bugs in different areas (model norms, loss handling, config typing, a typo, and tokenizer warnings), so they should not be deduplicated together.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated problems across different components and bug types.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative for the whole set, because they are not the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and defects: Llama4 norm semantics vs ModernBERTConfig type-hint correctness." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage is a separate loss-parameter bug from kwargs not being forwarded to the loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated subsystems: a model loss argument issue vs tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different underlying problem: unused ignore_value vs a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These concern different models and bug classes, not the same code-path failure." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a config type-hint error are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config annotation issue is not the same as the tokenizer regex warning bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint mistake vs literal typo in a different quantization-related string." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "ff882ecfdd7846ea64e48964f8f053805d271ca58e6f3ba487a29533b675ca33", + "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 unrelated: one is about Block Decoding and the other is a request for DeepSeek v3.2 model support, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one had to be highlighted, #43037 is the more specific, actionable request, but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: Block Decoding vs model support for DeepSeek v3.2. Similarity is too weak to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "838b2c5d64b6819652f7fe8558f40fe979826318d318a7e5340d3e597809f1d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more specific customization concern around `remove_unused_column` in `Trainer`, and it is better suited as the representative issue for that narrow topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the clearer, more actionable report with a concrete Trainer behavior to revisit; #43600 is a separate concern about FLOPS accounting and should remain distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They mention Trainer customization, but one is about column removal behavior and the other about FLOPS estimation. These are different code paths and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "37218c8cb1bcd3773dedee66f9130321e3a0ad936562cfc73088da017d90561e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "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 two different feature requests for different Qwen model support paths: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence-classification support. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader/cleaner anchor because it asks for AutoModel and AutoModelForConditionalGeneration registration support, while 44405 is a separate, task-specific AutoModelForSequenceClassification request for a different Qwen variant.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative if one issue must be chosen, since it targets general auto-class registration; 44405 is a distinct head-specific request and should not be merged into it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for auto classes vs Qwen3.5 sequence-classification support. Different model family and different task head, so not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "a92bcc515c8921ceed06ab44a9dcec731b333292f66b00fea325c9d5f709fc1e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical duplicate reports with the title \"huggingface \"; the \"Fett\" issue is unrelated on the available evidence. I\u2019d cluster the three huggingface issues together and keep them separate from 43835.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43859 is the best canonical representative among the duplicate huggingface reports because it matches the repeated title and has the most discussion activity, while the others appear to be the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest issue to keep as the cluster representative: same duplicated title as the other matching issues and slightly more activity, so it is the most informative anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body or target evidence; not enough to treat \"Fett\" and \"huggingface\" as the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same bug/change." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared issue target or descriptive evidence; should not be merged." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very high textual similarity, and no contrary evidence; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong similarity; these appear to be the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong similarity with no distinguishing details; likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the same title and strong soft-similarity evidence, while 43835 has a different title and only weak soft similarity. Choosing 43859 as the canonical representative is also conservative because it has the only discussion activity. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "b921ee5f6beb117d409d2218412d4ee66a9d39e33afbd400bd292145d865e555", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like unrelated low-signal or spam issues; there is no substantive evidence that any two describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44418 is the only item with a non-placeholder topical title, so it is the least bad representative if one must be chosen; however, it is still too generic to be a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most usable anchor only because it has an actual topic label rather than a spam placeholder; none of the issues are strong enough to serve as a meaningful canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both titles are identical spam placeholders with no body/detail, so this is not evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders; similarity is not enough to infer a shared bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a vague documentation request; no concrete shared problem is shown." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated branded title do not indicate the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not the same substantive report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The two titles are too generic and one is clear spam; there is no shared concrete issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam placeholders are not sufficient evidence of duplicate substantive content." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated brand-name title do not describe the same bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap beyond generic spammy wording; not a duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "b1517103c377d88d4edaf8b204c2f1f235d0c8fd3e57a6f9d9d62bc121f0178b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues share an identical title and close body lengths, and 45145 is earlier with one inbound reference. That makes 45145 the better consolidation target, but the packet only provides soft-similarity evidence, so I would not treat the pair as conclusively duplicate with high confidence.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45145 is the earlier report and has an inbound reference, so it is the more established thread to keep as the canonical issue. The evidence here is limited to identical titles and soft similarity, so the choice is pragmatic rather than definitive.", + "canonical_pr_reason": null, + "best_issue_reason": "45145 is the best issue representative because it predates 45151 and already has inbound linkage, while the available evidence does not strongly distinguish the two beyond soft similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Reject: the packet only marks this as soft similarity and explicitly says deterministic acceptance is false. Identical titles and similar body lengths suggest a possible duplicate, but there is not enough direct content evidence to confidently merge them as the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is plausible, but the soft-edge verdict is too strong for the packet: the pair is only linked by soft similarity, and the packet explicitly marks the pair as not deterministically acceptable. The summary also overstates the evidence by saying the bodies are \"very similar\" / \"same report duplicated\" without direct content comparison in the packet. A more conservative stance would note identical titles, similar body lengths, and 45145\u2019s earlier timestamp plus inbound reference, but stop short of asserting duplication with high confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 23, + "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-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45587", + "pull_request:45622" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:45622", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45622", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "e2e9016b2ee1c7bbfea9c61a2473b7d80b8d1b9c856fa308ad187d5f07789db0", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most pairs are false positives from broad topical overlap. The only true duplicate pair is the two loss-utils patches (43251/43254) that both extend fixed_cross_entropy in the same code path. The Mistral4/PEFT pair should be rejected.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest representative: it has the explicit issue link, makes the concrete fixed_cross_entropy change, and effectively covers the same kwargs-support fix as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best standalone representative of the actual duplicate cluster because it is issue-linked and more clearly frames the loss-function fix; the other accepted-looking pair is not a true duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model/docs addition vs Executorch dynamic-shape export test; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helper methods vs adding a new MobileLLM model; different bugs/changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer utility patch vs export test addition; no shared concrete code-path issue." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-mapping robustness vs new model implementation; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs fix vs new MobileLLM model code; different areas." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both are code fixes, but one is cross-entropy kwargs and the other is Mistral4 test/model work; not the same underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export test vs Mistral4 test/model fix; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs new model addition; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model addition vs Falcon output-collection refactor; different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45622", + "accept": false, + "reason": "MobileLLM model addition vs PEFT constructor fix; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill docs; no duplicate bug/change relationship." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 tests/model work; different functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45622", + "accept": false, + "reason": "Mistral4 tests/modeling changes vs PEFT constructor mapping fix; broad auto/modeling overlap only, not the same concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 fix vs docs-only memory-management article; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fix vs layrnorm->layernorm renaming across CLIP-like models; different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fix vs model-creation skill docs/dataset; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model addition vs skill/docs scaffold for model creation; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches modify src/transformers/loss/loss_utils.py to forward the same cross_entropy kwargs (weight/label_smoothing); same underlying loss-function fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is strongly supported by the shared issue target and identical loss_utils.py / fixed_cross_entropy change. The rejected pairs are reasonably treated as topical overlap rather than duplicates, including the Mistral4/PEFT case." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 23, + "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": "df47438e1fbe94cdcddf3aebd1e9314ff773653cd243068b0f9749e349daf614", + "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 related VibeVoice PRs, but they are not duplicates: one adds the initial VibeVoice integration, while the other adds a separate realtime variant with additional acoustic-tokenizer and generation changes.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the earlier, broader base VibeVoice integration and looks like the main canonical PR for the model bring-up; #42781 is a later, narrower realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best single PR to represent the cluster because it is the foundational implementation and appears closer to a complete standalone addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share VibeVoice scaffolding, but #42781 adds a realtime-specific path and extra acoustic-tokenizer work rather than fixing the same concrete code-path problem. They are related follow-on changes, not one mergeable 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": 3, + "component_count": 23, + "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": "6b9611ca6fe2cd8e3685f2f0bf3ebcf3cce03d23f360f783e2bfc5f1be6f1961", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one adds TimesFM covariate forecasting support across modeling code and tests, while the other adds DINOv3 image classification support and docs. They touch different models, code paths, and feature areas.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs are unrelated feature additions for different models (TimesFM vs DINOv3) and cannot be merged into one change.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for a duplicate cluster; neither PR is a representative duplicate of the other since they address different concrete tasks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and implementation targets: TimesFM covariate forecasting vs DINOv3 image classification; no shared bug or mergeable code-path 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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "5ca5622c9633bbe7eef9d70a2eb0e3cf7982d42dc10a27ffb1990f021d804327", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs for adding DEIMv2 support to Transformers. PR #44339 is the more complete later submission and appears to subsume the earlier #41356 work, so it is the better canonical PR candidate. There is no issue in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the broader, later DEIMv2 implementation and includes the core model integration plus additional framework wiring (auto-mappings, conversion, loss/modular updates), making it the best representative PR.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the most complete and maintainable PR for the DEIMv2 addition; it covers the same feature area as #41356 but with substantially more finished integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Both PRs target the same DEIMv2 model addition, and #44339 looks like a superset that could plausibly replace the earlier implementation in one merged change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are PRs tied to the same issue target (41211) and the later PR #44339 clearly adds broader DEIMv2 integration while overlapping core files with #41356. The soft-edge verdict is conservative, phrased as a plausible supersession rather than a certainty. No issue is present in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "7b87d376f074f7376005cdd281a6a13b13603cf15b42f260e2b542f64e3213b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both model-addition PRs with similar scaffolding, but they implement different models and distinct code paths (DeepSeekOCR vs Isaac), so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single canonical PR: 41797 adds DeepSeekOCR while 45186 adds Isaac, so they do not represent the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and implementation files; shared registry/docs updates are generic boilerplate, not the same fix or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "ccf8e9a9042ed6027ffa6b08a388077669a8076fb7b8e7e8851b7f3cf973f5c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are independent model-integration PRs that share Transformers boilerplate but add different models (InternVLFlash vs AXK1). They are not duplicates and should not be clustered as the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42166 is a broader, earlier model-addition PR with more discussion/review activity; it\u2019s the better canonical representative only in a bookkeeping sense, not because it duplicates 45426.", + "best_issue_reason": null, + "best_pr_reason": "PR 42166 is the strongest representative of the cluster since it is the larger, more established model-addition PR. 45426 is separate work for a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "They add different models and different code paths. Shared auto-registration and package boilerplate is not enough to treat them as the same underlying fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "8359a59d22c1c115b6f55cf0ca32c53a2d7d580d432eafae6a2d4ff2f0ef6ad1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another: one fixes Whisper ASR return_language plumbing, two are unrelated Whisper/test-only edits, and one is a separate FP8 dequant/loading fix. The cluster appears to be a loose soft-similarity bucket rather than a single change set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42227 is the clearest canonical representative because it has a specific bug fix, an explicit linked issue, and focused code changes in the Whisper ASR pipeline.", + "best_issue_reason": null, + "best_pr_reason": "PR #42227 is the best single PR to represent the cluster: it is the most concrete user-facing bug fix and is substantially more well-scoped than the other test-heavy or unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both touch Whisper, but #42227 fixes ASR return_language propagation while #43291 changes tokenizer decode/test behavior; they are different code paths and not the same underlying change." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "#43665 is just vague test edits across CLIP/ViT and does not address Whisper return_language or the same bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "These are unrelated fixes: Whisper ASR return_language versus FP8 dequant/core loading behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different purposes; one is Whisper tokenizer/test work, the other is generic model test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "No shared concrete bug or code path; Whisper decoding changes are unrelated to FP8 dequant/loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Generic model test changes are not the same underlying fix as the FP8 dequant/loading 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": 8, + "component_count": 23, + "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": "36f6a00b81b4e03833c6378e53ce19875beb54a8acc791f25f7e3b926fcf2ef6", + "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": "Both PRs are CI/workflow dependency bumps, but they upgrade different GitHub Actions and solve different maintenance tasks. The overlap in workflow files is incidental, not evidence of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related actions; they are distinct changes.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative were needed, #42975 is the broader workflow-action compatibility upgrade, but it still should not be merged with #42976 as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different action families and different upgrade goals: Node 24 compatibility for general workflow actions vs. Docker build action version bumps. Not the same concrete fix and not plausibly 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": 9, + "component_count": 23, + "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-42978-10", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45283", + "pull_request:45490", + "pull_request:45616", + "pull_request:45626", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:45616", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:45616", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45626", + "pull_request:45283|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "eddad9e46fa11dfe279d595e60e93121adc1de3cd9310aa8d4e89d0c9e8b4468", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 33117, + "estimated_input_tokens": 8280, + "estimated_eval_tokens": 16816 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 33117, + "estimated_input_tokens": 8280, + "estimated_eval_tokens": 16816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes several unrelated model-addition PRs with one distributed loading change, and the only overlap is standard Transformers boilerplate (docs, auto-registry, tests).", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical representative for this cluster; the items target different models or different infrastructure code paths, so shared file patterns are superficial.", + "best_issue_reason": null, + "best_pr_reason": "No PR is globally suitable as the best representative duplicate: the PRs span distinct model integrations and a separate distributed-parallel feature, so there is no one change that subsumes the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are different model additions; shared auto/docs files are routine scaffolding, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different architectures and filenames beyond boilerplate registry/docs edits." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA model support is unrelated to CTSM time-series model support; overlap is only generic model-registration plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families and separate codebases; this is not one concrete change that could be merged into a single PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model additions with different implementation files and purposes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45616", + "accept": false, + "reason": "Molmo and DeepSeek V4 are distinct model additions; shared registry/docs edits do not indicate the same bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions; similar auto-mapping changes are standard boilerplate across model PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45616", + "accept": false, + "reason": "Molmo2 and DeepSeek V4 are separate model integrations, not one shared code-path fix." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2 Audio model support and Qwen3.5 GGUF loading support address different subsystems and cannot plausibly be merged as one PR." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Native pipeline-parallel loading support is an infrastructure change, while PP-FormulaNet is a model addition; same prefix/boilerplate only." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45626", + "accept": false, + "reason": "Qwen3.5 GGUF loading support and PP-FormulaNet model support are unrelated changes in different code paths." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM model support and PP-FormulaNet model support are distinct model PRs with no shared underlying bug or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are separate model additions; overlap in docs/auto registry is not enough to treat them as duplicates." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 are different model integrations with different implementation and test 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": 10, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "c50657b4c0635e36df3f01206a49b3389b301562359b34f557e787f7819e933a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated \"don't merge\" test PRs with different fabricated changes; the only overlap is a shared test filename, which is not enough to treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most central of the three because it touches multiple workflow/testing files and has the strongest overlap with another item, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best representative PR for the cluster because it is the most broadly connected artifact and shares the clearest superficial overlap with 45476, though the underlying changes are still distinct.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different fake changes: 43488 edits packaging/versioning and dependency tables, while 43532 edits CI workflows and testing utilities. Shared vit test file is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "No same underlying bug or change: 43488 is about setup/version/deps, whereas 45476 adds a PR CI workflow and unrelated dummy code in CLIP/Chinese-CLIP files." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Even though both touch tests/workflows, they do not fix the same concrete code-path problem and could not plausibly be merged as one PR; the overlap is only superficial." + } + ] + }, + "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": 23, + "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": "fdba583e59f3fa8ab5a5c919ba748fc9b17a4268d67291becc98c258df0af3ef", + "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": "Two related but distinct PRs add new segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and pipeline-registration scaffolding, but they target different tasks and model integrations, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader, more representative pipeline addition, with wider model coverage and more supporting tests/docs, but it is still a separate feature from #43612 rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and codepaths: concept segmentation vs visual segmentation. Shared docs/registry updates are not enough to treat them as one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 23, + "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": "f5095a79bd1f3c88eb0dd740145ee5d95837afbf44f3bd496a992d75cce17024", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds a customizable signature-column helper for column filtering. They are not the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative because the two changes are unrelated and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different code paths and different intents: loss scaling vs. signature-column filtering. They could not plausibly be merged as one PR without mixing 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": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "7ae6a917abf72373cdd61f66d0d5a4f1a863dd854e8afa54d1365a6c2a82e3b9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs appear to be alternative fixes for the same TypeAdapter-related NameError in `src/transformers/cli/serve.py`, with 43842 the most direct and focused patch.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest, most targeted fix: it explicitly handles `TypeAdapter` under `TYPE_CHECKING` and avoids runtime NameError with minimal scope.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best standalone PR to keep because it directly addresses the runtime typing import problem with the smallest, clearest change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same TypeAdapter NameError in the CLI serve module and use alternative typing-only remedies (`from __future__ import annotations` vs `TYPE_CHECKING` import/string annotation)." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are about the same TypeAdapter NameError in `serve.py`; the titles and diff context indicate overlapping fixes for the same runtime annotation issue, even if 43836 is broader." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The packet supports the main conclusion: all three PRs are in `src/transformers/cli/serve.py` and their titles/diffs point to the same `TypeAdapter` runtime-annotation bug family, with 43842 the smallest targeted fix. The soft-edge acceptances are also conservative enough: 43836 clearly overlaps on the same issue target and 43656 appears to be another typing/annotation-based workaround in the same module." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 23, + "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:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "73994f39096e66f4536d9a2f504c809f7feabfaf48304f314ed11e424fc25813", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a wave of per-model refactors to standardized output tracing/capture_outputs, all orbiting external tracking issue #43979. Most pairs are only thematically similar; the real duplicate candidates are the GPT-J/CodeGen PRs and the GPT-Neo PRs.", + "confidence": 0.92, + "canonical_issue_reason": "No issue artifact is present in the input; the PRs only reference external tracker #43979.", + "canonical_pr_reason": "PR 44066 is the best canonical anchor: it directly targets #43979, covers the shared GPT-J/CodeGen output-tracing refactor, and is the clearest representative of the duplicate GPT-J family.", + "best_issue_reason": "No issue artifact is present in the input; the cluster is organized around external tracker #43979 only.", + "best_pr_reason": "PR 44066 is the strongest overall representative of the cluster because it is the most central concrete code change with explicit issue linkage; the other items are mostly separate per-model refactors rather than true duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; only the generic output-tracing theme matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; same refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file family and could be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different vision backbones and code paths; same standardized-output pattern only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and code paths; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, not the same concrete bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementation paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and code paths; same output-tracing migration theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and code paths; not a mergeable duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file and appear to be the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; shared theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and code paths; same broad standardized-output effort only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J are unrelated code paths despite both being output-tracing refactors." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and implementations; only the decorator migration is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; not the same bug or change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are distinct model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate refactors in different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; same standardized-output theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; same pattern only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM/Flaubert are different model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and XLM/Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are distinct changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are separate model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and XLM/Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models and refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are distinct refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, the canonical choices are conservative, and the soft-edge verdicts avoid overstating cross-model similarity. The two accepted pairs are both supported as same-family, same-file refactor candidates that could plausibly be merged into a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "70ac57ded28e5532df8f52d574ed54738fab8691c9a0f022e76d265eff73037c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84501, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs share a common refactoring theme around standardized output tracing / capture_outputs, but they target different model implementations and code paths, so they are not duplicates of the same concrete change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true canonical duplicate here; if one representative is needed, PR 44129 is the most concrete because it is tied to an explicit issue and shows a model-specific output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single representative of the cluster because it has the clearest problem statement (explicit issue link) and a substantive, model-specific output-tracing implementation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different forward/output code paths; too broad to treat as the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert; same migration pattern, but not the same bug or mergeable code change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet; these are separate model-specific refactors, not duplicate fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated implementations; the similar wording only indicates a shared refactor style, not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 modify different code paths and even different output/capture mechanics; they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "43467ca809c6aa50563a041c3223408a71a0a19b35877b263d1a60954bdbf607", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of model-specific refactors around output tracing/can_return_tuple, but they target different architectures and code paths, so they do not look like duplicate PRs.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the best representative of the pattern: it applies the output-tracing refactor cleanly within the closely related Depth Anything family and is self-contained.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the tightest, clearest example of the change style in this cluster; 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same output-tracing refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures (vision-text dual encoder vs UperNet); not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated code paths across vision-text dual encoder and mamba/falcon_mamba." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; this is only a broad refactor theme, not a duplicate PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; no shared concrete bug or fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (audio generation vs mamba/falcon_mamba); reject." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are unrelated implementations, even if both adjust return-tracing." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV do not share a concrete code path; 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They overlap conceptually but target different code paths and would not naturally merge into one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the cleaner core API proposal: it introduces the standalone module-fusion machinery and tests, while 45363 is a separate integration layer built around KernelConfig and hub-kernel plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the better representative of the cluster because it is the more self-contained foundational fusion feature; 45363 is more of an application/integration PR than the core abstraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: these are both fusion-related, but 44979 adds a generic module-fusion API and 45363 implements n-to-1 kernel fusion via KernelConfig. They touch different abstractions and code paths, so they are 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": 19, + "component_count": 23, + "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": "e05a247d607f84a870d35f36ac7379a1339167b002816fe1daaa0db0cb05913c", + "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 target the same Mistral regex patch bug: an AttributeError caused by using `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer` in `_patch_mistral_regex`. PR 45317 is the more complete version because it includes the fix plus tests; PR 45086 is effectively a subset of the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same concrete code path as 45086 and also adds a test update, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest PR candidate: same bug, same file, same issue target, and it adds regression coverage beyond the minimal code-only patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs make the same fix in `_patch_mistral_regex` for the same AttributeError, differing only in completeness (45317 adds tests)." + } + ] + }, + "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": 23, + "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": "19cc4dec6aef7b1349823262c61c0bc431904c3287011fa33f6b1cdf112a09d6", + "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": "Two open NemotronH-related PRs overlap on shared model files, but they target different changes: one is a refactor to inherit GraniteMoeHybrid, the other splits NemotronH into dense/sparse model variants and updates docs/tests. They are related but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative because it implements the broader end-state change: dedicated NemotronHDense/NemotronHSparse packages, auto-mapping updates, docs, and tests. PR #45115 is a narrower refactor step focused on GraniteMoeHybrid inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the most complete and user-facing artifact in the cluster, with the clearest scope and strongest alignment to the final architecture change. PR #45115 appears to be an earlier structural refactor rather than the main implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files alone are not enough: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping, while #45569 restructures NemotronH into dense/sparse model families with docs and tests. Different concrete code-path changes, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 23, + "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": "e504be2940d40e71fcd5b050618f5adcc12adaf93f7fde276a9d582fad9ac571", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs for heterogeneous model support, but they are not duplicates: one adds per-layer config plumbing, the other adds model/cache/masking behavior built on top of it.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more concrete implementation of heterogeneous model behavior across cache/model code paths; #45333 is narrower config infrastructure.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative because it covers the end-user-facing model-side support, not just config API additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Same feature area, but not the same underlying change: #45333 introduces per-layer heterogeneous config support, while #45332 updates cache/modeling logic to consume it. They are related and potentially sequential, not duplicate PRs that should be merged into one." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45394-5", + "nodes": [ + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45487|pull_request:45615", + "pull_request:45592|pull_request:45596", + "pull_request:45592|pull_request:45615", + "pull_request:45596|pull_request:45615" + ], + "prepared_review_unit_hash": "4e11b82ca52fa7fe27c929da54b11c88f068dfc2509fe6072efa45e73378a360", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13274, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13274, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mixed: one substantive model-parallel fix PR plus several unrelated test-only XPU expectation/padding updates across different models. No pair looks like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the broadest and most substantive code fix in the set, with actual model code changes and tests, so it is the best representative if one PR must anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest global representative because it fixes a real code-path issue rather than only updating test expectations, and it covers multiple affected model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "XCLIP model-parallel no_split_modules fix vs BLT XPU test expectations; different model families and different failure modes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel/token_type_ids fix vs FastVLM test padding-side update; same general area of tests, but not the same concrete bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "Code-path fix for AltCLIP/ChineseCLIP vs BLT test expectation changes on XPU; unrelated models and not mergeable as one PR." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model code fix vs Qianfan OCR XPU expectation updates; different underlying issues." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "Both are test changes, but they target different models and distinct behaviors (padding side vs XPU output expectations)." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45615", + "accept": false, + "reason": "FastVLM test padding-side issue and Qianfan OCR XPU expectations are separate model-specific test fixes." + }, + { + "left": "pull_request:45596", + "right": "pull_request:45615", + "accept": false, + "reason": "Both add XPU expectations, but for different models and outputs; same backend theme is too broad to treat as 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": 23, + "component_count": 23, + "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": "00c9979ed975c493175698f5caab1041e4a29199e20ae30d8ea8bce4e793bf29", + "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": "These are two separate typing-related pull requests, not duplicates: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds typing helper protocols and targeted fixes in a smaller set of modules.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs solve different typing tasks and are not the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the more focused and concrete typing fix; PR #45415 is a broad repository-wide type-checking cleanup rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared files are incidental; #45415 is a wide mypy/type-checking sweep across many modules, while #45425 adds specific typing aliases/protocols and targeted fixes in a different code path. They are not the same bug or change 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 + } + ] +} diff --git a/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/manifest.json b/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..976aea589b64efb9e95476162b3e064ce8f0a337 --- /dev/null +++ b/snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260425t000023z", + "artifacts": { + "hybrid": "snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-25T00:03:43Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260425T000023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260425T000023Z/manifest.json b/snapshots/20260425T000023Z/manifest.json index cb21b7a8e33962026df37a6562fb4e774676a182..522368680cb15c572dd47499d35cec5efa004ead 100644 --- a/snapshots/20260425T000023Z/manifest.json +++ b/snapshots/20260425T000023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 355 }, "extracted_at": "2026-04-25T00:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260425t000023z", + "runs": { + "hybrid-model-20260425t000023z": { + "analysis_id": "hybrid-model-20260425t000023z", + "artifacts": { + "hybrid": "snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260425T000023Z/analysis-runs/hybrid-model-20260425t000023z/manifest.json", + "model": null, + "published_at": "2026-04-25T00:03:43Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260425T000023Z", "watermark": {