diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 11ebca198bae5345224aefa2aba4bb320a1849d4..aedfaa5999dc204cf842c2d064677df965f39ff5 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260616T180029Z", - "generated_at": "2026-06-16T18:22:02Z", + "snapshot_id": "20260617T000107Z", + "generated_at": "2026-06-17T00:10:35Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43979-13", - "summary": "Cluster of 1 issues and 12 PRs centered on issue #43979.", + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", "status": "open", "confidence": 0.8, "canonical_issue_number": 43979, @@ -18,9 +18,7 @@ ], "pr_numbers": [ 43996, - 43997, 44007, - 44010, 44013, 44044, 44066, @@ -36,17 +34,6 @@ "soft_similarity" ], "pr_comparisons": [ - { - "left_pr_number": 43996, - "right_pr_number": 43997, - "code_similarity": 0.142, - "size_similarity": 0.338, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.494, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 43996, "right_pr_number": 44007, @@ -58,17 +45,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 43996, - "right_pr_number": 44010, - "code_similarity": 0.266, - "size_similarity": 0.96, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.495, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 43996, "right_pr_number": 44013, @@ -157,189 +133,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 43997, - "right_pr_number": 44007, - "code_similarity": 0.407, - "size_similarity": 0.588, - "file_overlap": 0.333, - "area_overlap": 0.26, - "patch_similarity": 0.661, - "shared_filenames": [ - "src/transformers/models/regnet/modeling_regnet.py" - 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}, - { - "cluster_id": "cluster-42975-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 42976, - "issue_numbers": [], - "pr_numbers": [ - 42975, - 42976 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 42975, - "right_pr_number": 42976, - "code_similarity": 0.131, - "size_similarity": 0.148, - "file_overlap": 0.212, - "area_overlap": 0.095, - "patch_similarity": 0.033, - "shared_filenames": [ - ".github/workflows/build-ci-docker-images.yml", - ".github/workflows/build-docker-images.yml", - ".github/workflows/build-nightly-ci-docker-images.yml", - ".github/workflows/build-past-ci-docker-images.yml", - ".github/workflows/check_failed_tests.yml", - ".github/workflows/new_model_pr_merged_notification.yml", - ".github/workflows/release-conda.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/build-ci-docker-images.yml", - 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"left_ranges": [ - [ - 56, - 62 - ], - [ - 77, - 83 - ], - [ - 113, - 119 - ], - [ - 194, - 200 - ], - [ - 211, - 222 - ], - [ - 280, - 286 - ] - ], - "right_ranges": [ - [ - 296, - 302 - ] - ] - }, - { - "filename": ".github/workflows/new_model_pr_merged_notification.yml", - "left_ranges": [ - [ - 13, - 19 - ] - ], - "right_ranges": [ - [ - 38, - 44 - ] - ] - }, - { - "filename": ".github/workflows/release-conda.yml", - "left_ranges": [ - [ - 19, - 25 - ] - ], - "right_ranges": [ - [ - 22, - 28 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-44024-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44076, - "issue_numbers": [], - "pr_numbers": [ - 44024, - 44076 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44024, - "right_pr_number": 44076, - "code_similarity": 0.269, - "size_similarity": 0.976, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.492, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [], @@ -3321,15 +2035,6 @@ "target_issue_number": 41211, "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." }, - { - "cluster_id": "cluster-42975-2", - "canonical_pr_number": 42976, - "duplicate_pr_numbers": [ - 42975 - ], - "target_issue_number": null, - "reason": "PRs in cluster-42975-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43240-3", "canonical_pr_number": 43251, @@ -3339,34 +2044,6 @@ "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-43612-2", - "canonical_pr_number": 43612, - "duplicate_pr_numbers": [ - 43613 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43665-3", - "canonical_pr_number": 43665, - "duplicate_pr_numbers": [ - 44815, - 46380 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43665-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -3377,12 +2054,10 @@ "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-43979-13", + "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, "duplicate_pr_numbers": [ 43996, - 43997, - 44010, 44013, 44044, 44066, @@ -3393,16 +2068,7 @@ 44722 ], "target_issue_number": 43979, - "reason": "PRs in cluster-43979-13 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + "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", @@ -3413,25 +2079,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44024-2", - "canonical_pr_number": 44076, - "duplicate_pr_numbers": [ - 44024 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44056-3", - "canonical_pr_number": 44056, - "duplicate_pr_numbers": [ - 44073, - 44074 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44056-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -3441,15 +2088,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45332-2", - "canonical_pr_number": 45332, - "duplicate_pr_numbers": [ - 45333 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45332-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -3468,15 +2106,6 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-45932-2", - "canonical_pr_number": 45932, - "duplicate_pr_numbers": [ - 46100 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45932-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45987-3", "canonical_pr_number": 46173, @@ -3484,16 +2113,7 @@ 46474 ], "target_issue_number": 45987, - "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference evidence." - }, - { - "cluster_id": "cluster-46154-2", - "canonical_pr_number": 46196, - "duplicate_pr_numbers": [ - 46154 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46154-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-46305-3", @@ -3503,15 +2123,6 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46562-2", - "canonical_pr_number": 46562, - "duplicate_pr_numbers": [ - 46658 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { @@ -3521,9 +2132,9 @@ "score": 148.0 }, "best_pr": { - "cluster_id": "cluster-43979-13", + "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 13 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 258.886 + "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/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 138061359dd4c4d6944ccf22a1bbd05d97a6b93e..13227916f127dfab6b919843713a0c60ffd4b584 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": "20260616T180029Z", - "generated_at": "2026-06-16T18:22:02Z", + "snapshot_id": "20260617T000107Z", + "generated_at": "2026-06-17T00:10:35Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -11,12 +11,12 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:24643", "issue:30277", @@ -130,423 +130,415 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "c4ecb6972cb153a972d9c85387966bba7aa5456e809f1e260e2ecab4cbc2fceb", + "prepared_review_unit_hash": "4b56d51f3fb9f231e5f03a7bea86d77ee54cbe371ee62a2e56c8e657c9b8e231", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45724, - "estimated_input_tokens": 11431, - "estimated_eval_tokens": 23118 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 2, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:36010", - "issue:39290", - "issue:41093", - "issue:41720", - "issue:41762", - "issue:43039", - "issue:43296", - "issue:43366", - "issue:43404", - "issue:43425", - "issue:43531", - "issue:43541", - "issue:43572", - "issue:43596", - "issue:43638", - "issue:43792", - "issue:43828", - "issue:43854", - "issue:43866", - "issue:43872", - "issue:43901", - "issue:43975", - "issue:44292", - "issue:44512", - "issue:44560", - "issue:44589", - "issue:44805", - "issue:44841", - "issue:44863", - "issue:44918", - "issue:45020", - "issue:45070", - "issue:45084", - "issue:45237", - "issue:45362", - "issue:45399", - "issue:45464", - "issue:45685", - "issue:45800", - "issue:45812", - "issue:45823", - "issue:45901", - "issue:45920", - "issue:46015", - "issue:46294", - "issue:46304", - "issue:46402", - "issue:46661" - ], - "soft_pairs": [ - "issue:43866|issue:46402", - "issue:45800|issue:46304", - "issue:43296|issue:46304", - "issue:41762|issue:43596", - "issue:39290|issue:41720", - "issue:43901|issue:44512", - "issue:44589|issue:46304", - "issue:45237|issue:45901", - "issue:43039|issue:44560", - "issue:45823|issue:46294", - "issue:43975|issue:46015", - "issue:44841|issue:45823", - "issue:44863|issue:46015", - "issue:45020|issue:46304", - "issue:45812|issue:45920", - "issue:43866|issue:44863", - "issue:44292|issue:46015", - "issue:43872|issue:46304", - "issue:39290|issue:43531", - "issue:41093|issue:43638", - "issue:43854|issue:43866", - "issue:43792|issue:45901", - "issue:43425|issue:45070", - "issue:43975|issue:45901", - "issue:43596|issue:45800", - "issue:43792|issue:45070", - "issue:45362|issue:45464", - "issue:44292|issue:45901", - "issue:39290|issue:45823", - "issue:45464|issue:45685", - "issue:43541|issue:45685", - "issue:43541|issue:43828", - "issue:36010|issue:39290", - "issue:43404|issue:43866", - "issue:44841|issue:45084", - "issue:41093|issue:41762", - "issue:45399|issue:46661", - "issue:43572|issue:45070", - "issue:45800|issue:45823", - "issue:43296|issue:43366", - "issue:44805|issue:44918" - ], - "prepared_review_unit_hash": "4837cbdebdf2ea0ed0de29bd12170f471aaec3790fd217326de43744c2fa7bc5", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39815, - "estimated_input_tokens": 9954, - "estimated_eval_tokens": 20164 + "serialized_chars": 45731, + "estimated_input_tokens": 11433, + "estimated_eval_tokens": 23122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. The clearest duplicate subgroup is the v5 AutoTokenizer wrong-token-ID regression (issue:45920 / issue:45812). A ZeRO-3 size-0 loading subgroup is plausible (issue:41762 / issue:43596). The mask-shape IndexError reports are not clear duplicates and should not be summarized as a confirmed cluster. No PRs are present.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45920 is the best canonical issue anchor because it is the broadest active report for the shared AutoTokenizer wrong-token-ID regression across multiple model families; issue:45812 is a narrower Granite-specific instance.", + "summary": "This cluster is mostly heterogeneous issue reports, with a few small duplicate-like subgroups: a DeepSpeed ZeRO-3 index-out-of-bounds pair, a Qwen3.5MoE rotary-embedding pair, and a torch 2.4.1 incompatibility pair. Most other soft edges are only broad similarity and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest representative of the strongest duplicate-like bug here: the DeepSpeed ZeRO-3 index-out-of-bounds failure, which is mirrored very closely by issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest overall issue candidate: it is open, broad, and directly captures the shared v5 tokenizer regression better than the narrower variant reports.", + "best_issue_reason": "issue:43596 best represents the cluster's most concrete duplicate-worthy problem and has the strongest match to another issue in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:44322", + "right": "issue:45464", "accept": false, - "reason": "Different loading failures: corrupted Ovis2 checkpoint vs missing text-encoder weights for Sam3Model." + "reason": "Different models and failures: missing config attribute vs streaming chat/completions API error." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:45237", + "right": "issue:45685", "accept": false, - "reason": "Both are version breakages, but they involve different incompatibilities and different failure modes." + "reason": "Both are device/backend failures, but on different hardware paths and different symptoms; not the same bug." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43716", + "right": "issue:45237", "accept": false, - "reason": "Different code paths: vLLM/PaddleOCR-VL load failure vs PyTorch distributed support breakage." + "reason": "Different models and root causes: image-preprocessor dtype mismatch vs AMD GPU execution failure." }, { - "left": "issue:41762", - "right": "issue:43596", - "accept": true, - "reason": "Same concrete failure pattern: DeepSpeed ZeRO-3 loading hits an index-out-of-bounds IndexError in both reports." + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention dtype/device issues, but they affect different models and code paths." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:45237", + "right": "issue:46468", "accept": false, - "reason": "Unrelated symptoms: missing Gemma3 config attribute with vLLM vs Qwen3 auto device-map CUDA assert." + "reason": "Unrelated failures: AMD GPU incompatibility vs a broken example for Nemotron." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:45237", + "right": "issue:45507", "accept": false, - "reason": "Both are docs-related, but they describe different documentation problems." + "reason": "Different model families and different error modes; too broad to be duplicates." }, { - "left": "issue:44589", - "right": "issue:46304", + "left": "issue:30277", + "right": "issue:35545", "accept": false, - "reason": "Different breakages: missing Float8 storage type vs USE_DISTRIBUTED/PyTorch support regression." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export errors." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:35545", + "right": "issue:42915", "accept": false, - "reason": "Different tasks and symptoms: AMD GPU GPT-OSS failure vs table-question-answering crash." + "reason": "Both are model-specific runtime/export issues, but with different models and distinct failure mechanisms." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:35545", + "right": "issue:41720", "accept": false, - "reason": "Liger Kernel cross-entropy routing issue is unrelated to the Qwen3-vl video StopIteration bug." + "reason": "ONNX export error and CUDA assert during device mapping are unrelated." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:45901", + "right": "issue:46015", "accept": false, - "reason": "Both involve Qwen3.5, but the device-mismatch forward error is not the same bug as the video-feature/video-token mismatch." + "reason": "Different topics: task crash vs outdated RAG examples." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:44509", + "right": "issue:44512", "accept": false, - "reason": "Different areas: detokenization regression vs outdated RAG docs." + "reason": "Both are docs cleanup items for v5, but they refer to different removed docs content." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:35545", + "right": "issue:36010", "accept": false, - "reason": "Processor failure for Voxtral is a different code path from the Gemma4 device-mapping mismatch." + "reason": "Different failure classes: export error vs import error." }, { - "left": "issue:44863", - "right": "issue:46015", + "left": "issue:44918", + "right": "issue:46165", "accept": false, - "reason": "Checkpoint loading failure is unrelated to documentation examples." + "reason": "TRI/SFT input-embedding unpacking issue is unrelated to resuming training with remote code." }, { - "left": "issue:45020", - "right": "issue:46304", + "left": "issue:44805", + "right": "issue:45823", "accept": false, - "reason": "Remote-code model breakage and PyTorch/distributed support regression are different bugs." + "reason": "Both involve tensor/device mismatches, but the reported bugs and affected paths are different." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID regression; issue:45920 is the broader report." + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Zero-3 index error versus mask/tensor shape mismatch are different symptoms and likely different bugs." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43638", + "right": "issue:46165", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different issues." + "reason": "Training resume with remote code is not the same issue as a zero-sized tensor index error." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43596", + "right": "issue:44805", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to docs updates." + "reason": "Only a generic index/shape similarity; the concrete errors and code paths differ." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44805", + "right": "issue:46294", "accept": false, - "reason": "bitsandbytes constructor incompatibility is not the same as the PyTorch distributed support regression." + "reason": "Mask-shape IndexError is unrelated to Qwen3.5 video feature/token mismatch." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "Both mention sliding_window, but they are different model/config bugs." + "reason": "Different models and different failure types; not a duplicate." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:46165", + "right": "issue:46468", "accept": false, - "reason": "Both are IndexError reports, but mask-shape mismatch and ZeRO-3 size-0 loading are different underlying failures." + "reason": "Training resume issue and broken example are unrelated." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:44560", + "right": "issue:46165", "accept": false, - "reason": "GLM-4.7-Flash loading issue is different from Ovis2 checkpoint corruption." + "reason": "Video chat-template StopIteration and training-resume problems are unrelated." }, { - "left": "issue:43792", - "right": "issue:45901", + "left": "issue:43596", + "right": "issue:46165", "accept": false, - "reason": "Whisper model load failure and table QA crash are unrelated." + "reason": "Both mention training/loading, but the specific bug and triggering conditions are different." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:34634", + "right": "issue:35545", "accept": false, - "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic regression are different breakages." + "reason": "Processor voice_preset bug is unrelated to ModernBERT ONNX export." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:30277", + "right": "issue:43638", "accept": false, - "reason": "Detokenization bug and table-question-answering crash are unrelated." + "reason": "Both involve DeepSpeed, but the concrete collective mismatch and zero-sized tensor index error are different." }, { "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "ZeRO-3 size-0 loading error and torch/transformers version incompatibility are different bugs." + "right": "issue:43638", + "accept": true, + "reason": "Near-exact duplicate: both report the same ZeRO-3 index-out-of-bounds error with size-0 tensors during model loading/training." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." + "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are different issues." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Both are Qwen3.5-related, but the chat crash and streaming API failure are not clearly the same bug." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." }, { "left": "issue:44292", - "right": "issue:45901", + "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and table QA crash involve different code paths." + "reason": "Different models and unrelated failures." }, { - "left": "issue:39290", - "right": "issue:45823", + "left": "issue:44841", + "right": "issue:46661", "accept": false, - "reason": "Gemma3 sliding_window_pattern issue is unrelated to Gemma4 device mismatch." + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class AttributeError." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Streaming chat/completions failure is unrelated to the MPS histogram op-not-implemented error." + "reason": "Both are training-time tensor problems, but one is activation checkpointing/FSDP and the other is a mask-shape mismatch." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram issue." + "reason": "Both mention DeepSpeed, but one is a 2-D weight training error and the other is a collective mismatch." }, { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5MoE rotary-embedding area and same offload/materialization bug family; the second issue looks like the concrete manifestation of the first." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:43638", + "right": "issue:45161", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern missing attribute are unrelated." + "reason": "Zero-3 index error and GPT-OSS tensor-parallel failure are different bugs." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Mistral3 weight-tying bug is unrelated to Ovis2 checkpoint corruption." + "reason": "Activation checkpointing/FSDP recomputation mismatch is unrelated to CustomTrainer compute_loss signature breakage." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Processor failure for Voxtral and non-template-node compile error are different issues." + "reason": "Different subsystems and different failure modes." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Same broad IndexError family, but the mask/tensor shape mismatch is not the same failure as the ZeRO-3 size-0 load error." + "reason": "Different model-specific issues; one is dtype mismatch, the other is an invalid method call." }, { - "left": "issue:45399", - "right": "issue:46661", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Flash-attn fallback gating issue is unrelated to the remote-code model_class/config_class AttributeError." + "reason": "Different Gemma/Qwen video-related bugs with different symptoms and code paths." }, { - "left": "issue:43572", - "right": "issue:45070", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and the PretrainedConfig pydantic regression are different config bugs." + "reason": "Different model/runtime failures; not the same underlying bug." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Version incompatibility and device-mapping mismatch are different problems." + "reason": "Gemma3/vLLM attribute error and Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:43296", - "right": "issue:43366", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different issues." + "reason": "Both concern model behavior, but one is device-map forward mismatch and the other is reverse embedding lookup cost." }, { - "left": "issue:44805", + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These are the same compatibility complaint: transformers/torch 2.4.1 incompatibility, phrased with the same version pair." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility vs a specific Qwen-3 NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure classes: autocast dtype mismatch vs TP-only failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both involve model/runtime errors, but they are not the same code path or symptom." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different devices and symptoms; not a duplicate." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is not the same bug as the MPS histogram error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Distinct model-specific failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Mask-shape mismatch IndexError and Qwen3.5 embedding unpacking failure are not the same bug." + "reason": "Liger Kernel cross_entropy invocation and SFT embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the models and triggering paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they address different removed references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware backends and different error mechanisms." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs: TRL SFT embedding unpacking vs MPS histogram limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/backend combinations and different concrete failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue and import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and mask/tensor shape IndexError are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The result is mostly grounded, but the summary overstates the evidence by claiming there are clear duplicate issue pairs for the mask-shape mismatch IndexError. In the packet, the mask-shape-related pairs are all marked false (e.g. issue:41093 vs issue:43638, issue:44805 vs issue:44918), so that should not be presented as a clear duplicate cluster. The tokenizer-regression canonicalization is supported, and the ZeRO-3 pair is plausibly acceptable, but the summary needs to stay more conservative about the mask-shape issues." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The accepted soft edges are plausibly duplicate-like based on very similar titles/code paths (43596\u201343638, 45859\u201345902, 45800\u201346515), and the rejections are generally cautious rather than overstated. No obvious mergeability or evidence precision problems stand out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -555,249 +547,4806 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 3, + "review_unit_index": 2, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:39186", - "issue:40990", + "issue:36010", + "issue:39290", "issue:41093", - "issue:42915", - "issue:43054", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", "issue:43366", "issue:43404", + "issue:43425", "issue:43531", "issue:43541", + "issue:43572", "issue:43596", - "issue:43645", - "issue:43716", + "issue:43638", + "issue:43792", "issue:43828", - "issue:43873", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", "issue:43975", - "issue:43994", - "issue:44291", "issue:44292", - "issue:44360", - "issue:44387", - "issue:44479", - "issue:44492", "issue:44512", - "issue:44530", + "issue:44560", "issue:44589", + "issue:44805", + "issue:44841", "issue:44863", "issue:44918", - "issue:44960", - "issue:45005", "issue:45020", "issue:45070", - "issue:45161", - "issue:45183", + "issue:45084", + "issue:45237", + "issue:45362", "issue:45399", "issue:45464", - "issue:45507", - "issue:45632", - "issue:45698", - "issue:45759", + "issue:45685", "issue:45800", - "issue:45902", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", "issue:46294", - "issue:46463", - "issue:46489", - "issue:46491", - "issue:46640", + "issue:46304", + "issue:46402", "issue:46661" ], "soft_pairs": [ - "issue:44387|issue:45005", - "issue:43541|issue:45161", - "issue:43828|issue:45464", - "issue:43366|issue:45464", - "issue:44291|issue:45070", - "issue:43531|issue:45070", - "issue:43541|issue:44589", - "issue:43716|issue:46294", - "issue:45020|issue:45800", - "issue:41093|issue:43596", - "issue:44479|issue:46294", - "issue:43054|issue:43994", - "issue:45759|issue:45902", - "issue:46640|issue:46661", - "issue:43716|issue:44918", - "issue:39186|issue:44918", - "issue:40990|issue:44960", - "issue:45632|issue:45698", - "issue:43645|issue:45399", - "issue:43404|issue:45005", - "issue:42915|issue:45399", - "issue:44530|issue:45005", - "issue:43873|issue:45005", - "issue:44360|issue:44512", - "issue:44863|issue:45005", - "issue:45183|issue:46463", - "issue:44492|issue:44512", - "issue:46489|issue:46491", - "issue:44918|issue:45507", - "issue:43975|issue:44292", - "issue:44292|issue:45507" + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:44805|issue:44918" ], - "prepared_review_unit_hash": "edbe0ca0a4ecd205c76c4b77d6326b23d145b57ac1d8489e1036658659ced43a", + "prepared_review_unit_hash": "97843236e51ae67ff4d8f830efabc5c3966d7ff8fd9447f9980149568cf0b7cd", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36233, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39819, + "estimated_input_tokens": 9955, + "estimated_eval_tokens": 20166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated model-loading failures, backend/version incompatibilities, tokenizer/processor regressions, and documentation issues. I don\u2019t see a safe duplicate canonicalization candidate from the titles alone, so all soft pairs should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading failures: corrupted Ovis2 checkpoint vs missing Sam3Model text encoder weights." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility regressions, but they are different concrete breakages in different releases and environments." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to the PyTorch/distributed support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same error shape, but different model paths and contexts; not enough to treat Gemma3 load failure and BertModel zero3 init as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and errors: Gemma3TextConfig attribute mismatch in vLLM vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to the removed transformers run command docs issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage type lookup failure is not the same as the PyTorch USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different runtime areas: AMD GPU support for GPT-OSS vs table-question-answering task crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy fallback issue is unrelated to Qwen3.5 video StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 PLE device mismatch and Qwen3.5 video chat-template mismatch are different model-specific bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression is not the same as outdated RAG examples." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch affect different code paths and models." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is broader, but it is not the same concrete bug as PyTorch USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model sets and likely different tokenizer logic." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are different model-specific failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation content." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is a different dependency issue than the PyTorch distributed support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a Gemma3TextConfig attribute error and the other is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same general mask/index error, but the titles point to different models and different training/loading scenarios." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit test loading failure is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated model/task failures." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are different bugs in different layers." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve errors during model setup, but they are different bugs with different environments and failure modes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are different request paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as the table-question-answering task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and errors: Gemma3TextConfig/vLLM attribute issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure is unrelated to the MPS histogram_mps int tensor error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is a different code path from the MPS histogram implementation error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error under dynamo is not the same as the autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3TextConfig sliding_window_pattern errors." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral-Mini is not the same as the non-template nodes compilation error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError-style failures, but they affect different model-loading/training flows and do not clearly share a root cause." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating is unrelated to remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Both are version-related, but one is a torch/transformers compatibility issue and the other is a Gemma4 device placement bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure is not the same as GGUF support for gpt-oss." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Similar tensor-shape symptoms, but one is a mask/index mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 3, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "99bdc13cb38c84bde33e40ae79eb8dd6c7446afcf265a21ec4c04a25d5009a87", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36233, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: only the Qwen3.5 video-input pair looks like the same underlying bug. The custom-module-loading pair and the validation/error-message pair are related in theme but not close enough to merge as duplicates from the evidence here.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best canonical issue in the confirmed duplicate pair because it is the broader regression report, while issue:46294 reads like a specific manifestation of the same Qwen3.5 video-token mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue representative overall: it captures the broader video-input regression cluster and has the clearest duplicate counterpart in 46294.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: int4 quantization OOM vs tied-weights behavior on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing failure vs tensor-parallel support failure." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both are mismatch-style errors, but they involve different models and different failure paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and the v5 pydantic config breakage are different problems." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: image-preprocessor dtype mismatch vs video feature/token mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime failures: grouped_mm tracing error vs missing Float8 storage object." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad remote_code breakage and a specific torch/transformers incompatibility are not the same fix." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero3/BertModel index error are distinct failures." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression; 46294 appears to be a specific apply_chat_template manifestation of the broader bug in 44479." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported symptoms and likely root causes differ." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue is unrelated to the remote-code config_class AttributeError." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different mismatch modes; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-module loading, but the titles describe different failure modes; the evidence is too weak to call them duplicates." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization breakage is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they involve different models and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to translation tied-weights issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is a different problem from tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs is not the same as stale run-command docs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message bugs, but one is generic XOR messaging and the other is T5 decoder-input validation; not enough evidence they are the same bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different models; not the same concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and invalid method calls are different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is mostly conservative, but a couple of accepted soft edges look too strong for the evidence in the packet. In particular, issue:45632 vs issue:45698 are both about custom-module loading, but the titles point to different failure modes (leaf-directory cache collision vs wrong module after save_pretrained), so treating them as the same duplicate cluster is a stretch without body-level evidence. The same applies, more mildly, to issue:45183 vs issue:46463: both are validation/error-message bugs, but one is generic input_ids/inputs_embeds XOR messaging and the other is T5 decoder-input validation. The Qwen3.5 video pair looks fine, but because at least one soft-edge accept overstates the link, I\u2019d reject this pass." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 4, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "be244d6fe8bfc91d8633eae8095110d3efc36a6923d266f2c9473860e2f97cea", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clearly duplicate-looking subgroup is the Transformers v5 non-persistent-buffer regression around issues 43950, 44534, and the more specific 45902. Most other soft pairs share only broad subsystem/model-family overlap and should remain separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the best hub for the only strong duplicate subgroup: it clearly describes the v5 non-persistent-buffer corruption regression and aligns with both the shorter duplicate report in 44534 and the more specific manifestation in 45902.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest representative issue overall because it states the underlying regression most directly and is broad enough to cover the related buffer-initialization failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; 44534 is a shorter rephrasing of 43950." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example error report and the other is a text-embedding quality regression; different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Different failures: missing fields from trust_remote_code vs buffer corruption during from_pretrained." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated bugs: custom compute_loss signature change vs Gemma3 loading with DeepSpeed ZeRO-3." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs RLHF NaN/SDPA fallback from 3D position_ids." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are compatibility/runtime errors, but one is bitsandbytes Int8Params and the other is missing Float8 storage; not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but 45920 is a broad multi-model wrong-token-ID report while 46489 is a specific DeepSeek-Coder v1 gap tied to PR #44801." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: SigLIP2 text embedding quality vs tokenization behavior changes." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic loading noise; no shared concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related model family, but one is unexpected zero probabilities and the other is worse text embeddings; not the same failure mode." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer initialization/materialization regression; 45902 is a specific instance of the bug described in 43950." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and root causes: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: flash-attention illegal access vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is text embedding quality and the other is HF vs JAX implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Unrelated training/memory problems: LoRA gradient checkpointing vs int4 quantization reserved-memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and failure mechanisms: Gemma4 FSDP2 KeyError vs Qwen3_5Moe uninitialized memory after to_empty(cuda)." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure for ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different tokenizer/import problems: DeepSeek-Coder detokenization vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same general loading area, but the reports are about different models and different failures." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are distinct training regressions." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed weight shape error vs early-stopping metric configuration issue." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific trust_remote_code config-field omission; the other is a broad report that recent versions break remote_code models." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue in MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure vs GLM5-specific issue; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific failures with no shared root cause." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export issue for Qwen2_5_VL vs bitsandbytes parameter-construction incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regression vs Gemma4 device-map bug; not the same fix." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name edge case vs remote_code regression; different failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3_MoE LoRA incompatibility across versions vs tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate subgroup is centered on 43950, which is supported by the titles of 44534 and 45902; the rest of the soft pairs are reasonably kept separate based on distinct titles/symptoms. No PR-mergeability issue is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 5, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "25456581fe419cc344769a728a19f79b57a0d9b3a96d326faf9ba5b0fb0de191", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformers bug reports, not one unified duplicate set. I would accept only two soft edges: the two docs issues about removed v5 pipeline tasks, and the two `_is_hf_initialized` loading-TypeError reports. The rest are same-subsystem but different concrete bugs/models/paths.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a clear cluster-wide canonical because the items span many unrelated bugs; the only strong duplicate subgroup is the docs/pipeline-removal pair, where issue 43827 is the cleaner anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out for the whole cluster; it is too broad and mixed. Issue 43827 is the best representative only for the documentation subgroup, not for the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Related tokenizer performance regressions, but one is `convert_ids_to_tokens` and the other is `convert_tokens_to_ids`; different code paths and likely different fixes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are recent loading regressions, but one is generic `remote_code` breakage and the other is a Kimi-K2.5 tokenizer codec issue; not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizers in v5, but the reported failures differ: a LlamaTokenizer pre-tokenizer override vs a DeepSeek-Coder v1 output regression. Too broad to treat as one bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same underlying docs cleanup: both report stale references to removed v5 pipeline tasks in documentation, and one docs-fix could plausibly cover both." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a model-specific weight-tying bug; the other is a general `from_pretrained` buffer regression. Different mechanisms and fix scopes." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different AutoModel failures: composite multimodal config unwrapping vs remote-code `config_class` lookup. Same API surface, different root causes." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility theme: both reports are the loading path passing an unexpected kwarg into object construction, causing TypeError failures." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both mention loading/training compatibility, but one is Qwen3Moe with FineGrainedFP8Config and the other is a bitsandbytes `_is_hf_initialized` constructor mismatch. Different bugs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both concern model/tokenizer loading, but one is remote-code breakage and the other is missing `config_class` on `AutoModel.from_pretrained`. Not the same defect." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs a low-level fbank feature helper issue; related area, but not clearly the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA effectiveness and the other is a missing flag on a trust-remote-code model. Different fixes." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different validation/parser issues." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging under GAS. Different code paths and symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated errors: a custom trainer signature mismatch vs a tensor/mask shape IndexError." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but they reference different Qwen variants and different missing components (`all params` vs `language_model`). Similar class, not same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes; both are checkpoint-loading issues, but not the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading reports, but for different models and likely different parser/pretokenizer problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/position-id instability vs a flash_attention `s_aux=None` crash. Same broad area of attention code, different bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video regressions in v5.3.0, but one is a broad family regression and the other is a specific StopIteration in Qwen3-vl-embedding; not enough evidence they are the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The titles are near-identical shape-mismatch errors, but without evidence they share the same exact reproducer or root cause, I would not merge them as duplicates." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading problems, but for different architectures (NemotronH vs Sam3Model) and different missing-weight behaviors." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different issues: DeepSpeed training `'weight' must be 2-D` vs image processor void segmentation maps." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different subsystems and symptoms." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support vs an autocast dtype mismatch on Phi-tiny-MoE; unrelated bugs." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3 init/BertModel out-of-bounds index vs torch 2.4.1 incompatibility; different failure sources." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5/VL internals, but one is rope-index scaling for still images and the other is uninitialized `inv_freq` after materialization. Different defects." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-MoE GGUF support vs Qwen3-MoE sliding_window behavior; separate changes." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Gemma4 PLE device mismatch with `device_map=auto`; same model family, different runtime issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about cluster-wide canonicals. The two accepted soft edges are plausible duplicate/mergeable bugfix pairs: the docs pipeline-removal issues and the shared `_is_hf_initialized` loading TypeError theme. The rejected pairs are also appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 6, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "d66605d3b49029924fcc0cb5e640e944c9a2882bdb72a1846b2481d9de7d307a", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37776, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers regression reports with several false-positive similarity links. The only clear duplicate subthreads are the Transformers v5 non-persistent-buffer corruption reports, the SigLIP2 bad-output reports, and the custom-model-init regressions.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43644 is the strongest representative: it describes a concrete Transformers v5 regression, is specific enough to search, and has an almost identical duplicate (44534) confirming the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best overall issue fit because it most clearly captures a duplicated, concrete code-path regression rather than a model-specific symptom or a broader compatibility complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO3/BertModel index error vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated multimodal bugs: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different model paths and symptoms: AudioFlamingo3 track leakage vs Whisper empty transcription handling." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading bugs, but the underlying failures are unrelated: buffer corruption vs long OCR index error." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared bug: GGUF/gpt-oss support request vs Float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different loading problems: missing exported class vs meta-device loading breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues: Qwen3-VL video inference error vs MPS histogram not implemented for Int." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: Qwen3Moe FP8 failure vs meta-device loading issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization; one is just a notebook-specific phrasing." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures with different root causes and model setups." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen models, but the bugs are different: video StopIteration vs SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different incompatibilities: torch>=2.9 compiled flex_attention vs torch 2.4.1." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime problem vs GGUF gpt-oss support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different breakages: GenerationMixin import error vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different symptoms: Gemma4 device-map mismatch vs a torch version incompatibility claim." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different Qwen3-VL failures: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: add-new-model-like/tokenizer mapping issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: both describe bad/degenerate inference outputs for google/siglip2-base-patch16-224." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs long OCR index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the affected models and failure modes differ." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems: ZeRO3/BertModel initialization vs tokenizer mapping constraint." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: empty-sized tensor index error under ZeRO3 vs add-new-model-like mapping issue." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "No shared bug: offload/device_map loading issue vs mmap OOM workaround." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different root causes: tokenizer/model registration rule vs mask shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different areas: qwen3_moe LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is an inference-output regression and the other is a documentation/example mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical duplicate reports of the same Transformers v5 non-persistent-buffer corruption bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen failures with different triggers: CUDA assert on device mapping vs FP8 config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated bugs in different models: qwen3_moe LoRA incompatibility vs Gemma4 embedding resizing." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No overlap in root cause: Qwen3Moe FP8 vs Strix Halo mmap OOM." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but there is not enough evidence they share the same concrete bug or code path." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype-handling theme, but different APIs and symptoms: AutoModelForCausalLM loading vs from_config config-state staleness." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific failures: GLM5 issue vs Qwen3.5 flash-attention generation bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts stay conservative overall. The chosen canonical issue, 43644, is strongly supported by the near-identical duplicate 44534, and the other accepted pairs are plausibly same-bug pairs based on their titles. No clear overstatement or mergeability problem is evident here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 7, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "c609fe27b1fb0c60f073ebef8523bd3f288b572f3cf455327fda29c95ecae362", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bugs across different models, APIs, and failure modes. None of the soft-similar pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items describe separate bugs in different models and code paths, so there isn't one issue that subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global representative; the cluster is too heterogeneous for a single issue to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is ZeRO-3 loading of language_model and the other is save_pretrained key mapping for visual encoder; different code paths." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GraniteMoEHybrid method dispatch vs a broken Nemotron example." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is junk-filled non-persistent buffers; the other is Jupyter custom model initialization. Same release, different bugs." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offloading, but one is Qwen3 MoE training memory usage and the other is quantization offloading behavior; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is a bad documentation example and the other is wrong outputs in AutoModel/pipeline." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resumption math is unrelated to SGD optimizer args not being used." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory regressions, but one is training memory efficiency and the other is int4 CUDA reserved memory/OOM." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash unit-test loading failures." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different load-time failures; no shared concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility on hf5.x is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "These are different Qwen-related load problems with different symptoms and code paths." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is just a model-specific issue; the other is a save/load regression for sinq-quantized models." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and model families." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 serve processor attribute error are distinct inference-stack bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar symptom around resize_token_embeddings, but different model architectures and target modules; not one concrete duplicate." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights passing _is_hf_initialized." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention, but one is packed-sequence/position_ids misuse and the other is an s_aux=None attribute error." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a vocab-size/token placement issue; the other is a failure to load a specific model. Different root causes." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are separate model implementations with different affected behavior." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/model loading problems are unrelated to GLM5." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 cross-track token leakage are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are different subsystems and bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but one is offloading behavior and the other is int4 reserved-memory growth leading to OOM." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to Qwen multimodal config unwrapping in from_config." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device model loading breakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen/Gemma model internals, but one is FSDP2 KeyError and the other is CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is quantization reserved-memory growth and the other is mmap-related OOM on Strix Halo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 8, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "535018b8c2d61493c0b1fabb2d7ca89d0a5683c1198f4d590bb0b2642985c401", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37585, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Nearly all candidate pairs are different bugs or different model-specific failures. The only plausible duplicate cluster is the `resize_token_embeddings` regression reports, which appear to describe the same embedding-propagation bug across model variants.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the cleanest generic report of the `resize_token_embeddings` regression affecting output embeddings; the related Gemma4/T5Gemma reports read like model-specific manifestations of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the most informative representative because it spells out the affected Gemma4 subcomponents (`embed_tokens_per_layer` and `output_embeddings`) while matching the same resize regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load failures, but they involve different models and different symptoms (`NVFP4` runtime error vs `MXFP4` falling back to bf16)." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model families and different bugs: a sparse-layer construction issue versus an FSDP2 `shared_kv_states` KeyError." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: AudioFlamingo3 track-leak during batched inference vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA/PEFT ineffectiveness and the other is about eval-mode incompatibility." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different underlying problems: `torch.device(\"meta\")` loading regressions vs disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: both report that resized embeddings are not propagated to output-related modules." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint-loading failure and a broken official example are related by topic, but they are not the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Completely different failures: an MPS `histogram_mps` implementation error versus a broken Nemotron example." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and symptoms: video-input regression in Qwen VL models vs strict-config loading failure for `granite_speech`." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training/runtime stability, but one is eval-mode checkpointing and the other is Qwen3.5 RLHF NaN explosion from SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: save/from_pretrained extra_state handling vs mmap/OOM behavior on a specific platform." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-model save/load, but one is a permissions propagation bug and the other is loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths and failure modes: flash-attention sinkless-model AttributeError vs Gemma4 FSDP2 KeyError." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different reports around model loading/save regressions, but they concern different models and different failure points." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer bugs, but the symptoms differ: BPE marker handling vs `continue_final_message` behavior for `mistral_common` tokenizers." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` regression pattern: one says output embeddings are not updated, the other says decoder embeddings are not updated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization under Transformers 5.0.0 is unrelated to `resume_from_checkpoint` max_steps calculation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device model loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading/tokenizer reports, but the affected models and symptoms are different." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different bugs in the save/load stack: notebook custom model initialization vs `extra_state` handling." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: missing Float8 storage type vs mmap-related OOM mitigation." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility is broader and different from the autocast dtype mismatch in one model." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Different problem classes: wrong token IDs for Granite models vs slower `convert_tokens_to_ids` performance." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion is not the same as CodeLlama leading-space encode/decode regression." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` failure and a general tokenization-change report are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but one is about `base_model_prefix` loading and the other about notebook-defined custom model initialization." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different behaviors: Whisper pipeline language return vs inconsistent `from_pretrained` usage inside Python classes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "No concrete overlap: PagedAttentionCache group-type crash vs a compile-time non-template-node TypeError." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "One is a Torch-version compatibility report; the other is a Gemma4 device-mapping forward-pass mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 compatibility and Mistral-3 image-preprocessor/model dtype mismatch are different failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are different underlying reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft-edge cluster is the resize_token_embeddings set, and those titles are close enough to support a duplicate/broader-bug grouping. The other pair rejections are generally cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 9, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:39404|issue:44912", + "issue:43425|issue:44918", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43582|issue:43632" + ], + "prepared_review_unit_hash": "925d468fbe0f69b386dd4e1cf4b3adf78c542505936c849290b930eae7cb04fc", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster. It mixes many distinct Transformers v5 regressions across tokenizers, model loading, quantization, export/compile, docs, and memory behavior, with little evidence that any soft pair is the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical duplicate: the issues are too heterogeneous to safely collapse into one source of truth.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the broadest representative of the cluster because it targets a generic Transformers v5 model-loading regression, which is closest to the dominant theme here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different API/task deprecations and do not describe the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in different areas: missing Float8 storage vs compile error on non-template nodes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "One is a torch.export/torch_compilable_check issue; the other is a Perceiver image-size/interpolation bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment are unrelated code paths." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are different regressions." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking in TRL are unrelated problems." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading for est-roberta are different issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but the T5 tokenizer method conflict and gguf_file handling are different bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model round-trip failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are different mechanisms." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The linked reproduction is not enough to show the same underlying tokenizer bug as continue_final_message." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures with different models and different failure points." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel indexing error is unrelated to flex_attention compile failures." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state handling and video-input regression affect different paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and the mistral regex patch crash are different tokenizer issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json and a DeepSeek-Coder tokenizer regression are not the same underlying problem." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are different model-loading failures with no shared concrete code-path evidence." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading regression and non-persistent buffer junk are distinct model-state issues." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Mistral tokenizer BPE-marker handling and Mistral3 lm_head tying are separate bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language output and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange placement in XLNet and CPU-offload incompatibility in Qwen3_5 MoE are different device-handling bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model families and failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer initialization conflict and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image/text dtype mismatch and template-node compilation error do not share a code path." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like behavior and flex_attention compilation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss and Qwen3.5 PagedAttentionCache crash are different issues." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are separate regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 10, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "8745539349679b90b2aa163b3f3eb89ce9952ef957b67a7ff5810a7f9e284bd0", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "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": "This cluster is a loose mix of mostly unrelated Transformers issues. I found no soft-edge pair with enough evidence to treat as a duplicate; the audio and GGUF pairs look like plausible same-area similarities, but the packet does not show the same concrete bug or shared target/file path. Issue 43452 is the broadest representative issue, but only as a loose anchor, not a confirmed canonical duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical issue is strongly supported by the packet. If one representative issue is needed, 43452 is the broadest GGUF-loading report, but the cluster does not provide enough evidence to elevate it to a true canonical duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the best representative issue because it spans the broadest loading failure description in the set: GGUF breaks for both AutoTokenizer and AutoModelForCausalLM from_pretrained. It is still only a representative, not a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/quality regression versus runtime post-processor update after special-token changes; same NLP area, different bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different failure modes; no shared concrete code-path evidence." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different bugs in the same broad inference area." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention tracing/compilation, but the reported errors point to different code paths and different failure mechanisms." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and multimodal iterable-dataset behavior are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model init in notebooks; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Dependency/backend composition and BACKENDS_MAPPING lookup failure are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling is distinct from empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the packet only supports a broad same-area similarity; the specific crash conditions differ and there is no shared target/file evidence." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with different models and different reported errors." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failures and mistral_common continue_final_message handling are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer constructor conflict and custom model initialization breakage are separate regressions." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-loading related, but 43452 is a broad from_pretrained breakage while 43482 is a model-specific v5 loading failure; the packet gives no stronger linkage than title similarity." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are different loading paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different invalid-method failures with different model contexts; same broad theme is not enough." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same loading theme, but different models and no evidence of the same root cause." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask behavior are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading regressions with different symptoms; no shared code-path evidence." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compilation is distinct from StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model init and non-persistent buffer junk are different concrete problems." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and a Mistral regex AttributeError are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 quantization/config failure and init_empty_weights unexpected-argument failure are separate regressions." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and a wrong return type from StaticCache.get_seq_length are different problems." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is unrelated to the OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict and MobileLLM key-error loading failure are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and Qwen2.5-VL rope-index scaling are model-specific regressions with different symptoms." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single mismatch from padding-mask support is not the same as DAC.from_latents versus forward mismatch from missing STE." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model size mismatch are unrelated model issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too confident for the evidence in the packet. In particular, both accepted soft edges (44206\u219444220 and 43452\u219443482) are only supported by title-level similarity; the packet gives no stronger linkage such as shared targets, filenames, or explicit issue links, and both are marked deterministic_accept=false in the packet. The GGUF pair especially is overstated as the \u2018same regression\u2019 rather than a plausible same-area similarity. Please keep soft-edge verdicts more conservative and avoid calling them duplicates unless the packet clearly supports it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 11, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:35707|issue:40444", + "issue:41553|issue:43582", + "issue:43482|issue:43525", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "f4b0d4fab61f39cfb4ffa8fb12afaef1d8f250aae93b6a5f633c6ddf6e473f29", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35622, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab-bag of distinct Transformers v5 regressions and model-specific loading/runtime bugs, especially around tokenizers and multimodal models. The only clear duplicate-like pair is the Qwen3.5 save_pretrained regression reports.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45812 is the strongest anchor: it describes a broad, clearly framed v4\u2192v5 tokenizer regression affecting all Granite models and already has inbound references, so it best represents the tokenizer-regression subgroup in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative issue overall because it is broad, regression-focused, and high-signal compared with the many narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related model failures, but one is a segmentation fault on Llava Next loading and the other is a video-processing ValueError in Qwen3OmniMoe; different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading failures, but one is a tokenizer AddedToken argument conflict and the other is a model load failure for physical-intelligence/fast; no evidence they are the same defect." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "These are different quantization/runtime failures: FineGrainedFP8Config for Qwen3Moe versus missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related multimodal/Qwen regression area, but one is a broad video-input regression across several models and the other is a specific still-image temporal position_id scaling bug; not clearly the same underlying issue." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression: incorrect checkpoint output, with 45357 narrowing it to incorrect visual encoder keys in the same save path." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is loading a specific tokenizer and the other is a performance slowdown in convert_tokens_to_ids; different bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer class-name conflict and Qwen3 auto device-map CUDA assert are unrelated failures." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "One is a Qwen3-MoE sliding_window bug, the other is a strict-config loading issue for granite_speech; different problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk initialization are unrelated transformer v5 regressions." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and noisy loading logs are not the same bug or change." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated model-specific issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is an iterable-dataset multi-image finetuning failure and the other is a rope-index temporal-position scaling bug; not the same defect." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are separate subsystems and failure modes." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs being wrong and CodeLlama round-trip space stripping are distinct tokenizer bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and mmap/OOM on Strix Halo are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT adapter loading are different code paths and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading-log noise and a tokenizer load failure for EMBEDDIA/est-roberta are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being unusable in eval mode is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but multi-GPU training and multi-image iterable-dataset finetuning failures are different problems." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language-model benchmark and Whisper batch_decode skip_special_tokens behavior are not the same issue." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different defects." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and missing BOS/EOS insertion for a specific tokenizer are different tokenizer bugs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized regression and non-persistent buffer junk initialization are separate v5 problems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer Voxtral error messaging and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model-loading bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and missing BOS/EOS insertion for a specific tokenizer are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, identifies the Qwen3.5 save_pretrained pair as the only clear duplicate-like match, and uses issue 45812 as a plausible broad canonical anchor because it is regression-focused and has inbound references. The soft-edge rejections stay conservative and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 12, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:41720|issue:45081", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "aebea4de0432910f8f32ba179da72cd10b0841d51eeb19e6944e7b482d07d961", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with two plausible duplicate pairs in Qwen2.5-VL video position handling and SigLIP2 correctness. No PRs were present.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43493 is the best root-cause-oriented anchor: it describes the SigLIP2 HF-vs-JAX implementation discrepancy, which cleanly subsumes the downstream 'nonsensical results' symptom reported in 43994.", + "canonical_pr_reason": null, + "best_issue_reason": "43493 is the strongest triage target because it is specific to a concrete model/code path, frames the underlying correctness problem rather than just a symptom, and is the clearest candidate for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention bad offloading/memory behavior, but one is a device-map/quantization loading failure and the other is a Qwen3 MoE training memory-efficiency issue; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow backend packaging, but the concrete failures differ: missing TF in the torch extra vs tensorboard-only installs triggering an undefined backend error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument handling are different code paths and symptoms." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 degenerate training and single-label classification zero-loss are distinct training bugs with different causes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal behaviors; same broad area, but not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json being ignored and Granite token IDs being wrong are related to tokenization, but they point to different failure modes and likely different fixes." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing and Sam3Model text-encoder loading are unrelated model-specific regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping is unrelated to the Mistral tokenizer regex/backend_tokenizer crash." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA encoder issues and Qwen3.5 save_pretrained visual-key serialization are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related at a high level, but one is MIMI encoder padding-mask support and the other is Gemma3 sliding-window all-padding NaNs; not the same underlying change." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading regressions, but one centers on base_model_prefix handling and the other on custom model initialization; too broad to treat as one bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk initialization and ModelOutput key assignment are different internal regressions." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated issues." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures with torch_compilable_check and dtype mismatches in bfloat16 inference are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-position/rope-index regression: wrong temporal/vision position_ids for video inputs in transformers 5.3.0." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL multimodal inputs, but one is multiple images per prompt in finetuning and the other is video position_id scaling; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness regression: one reports HF vs JAX implementation divergence, the other reports nonsensical outputs from the same model family, plausibly the same fix." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and dtype mismatch in bfloat16 inference are unrelated regressions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position_ids are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope/position-id scaling are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during empty-weight init is unrelated to strict config rejection for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading with quantization and tokenizer changes across versions are not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers compatibility are separate environment/model-loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export/exportability failures are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it stays conservative, correctly notes that all items are issues (no PRs), and the two accepted pairs are the only ones that look plausibly duplicate from the titles alone. The reject verdicts are also appropriately cautious and do not overclaim sameness where the titles suggest different bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 13, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42796|issue:44977", + "issue:40990|issue:42947", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "ad01bf96174247725518f433a5c417059e30c898373ce1741f5f58c667da9f6e", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches: the items span many unrelated bugs across tokenizers, multimodal processors, quantization, loading, offloading, and training. Only the quantization/offloading pair looks plausibly like the same underlying defect.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the only plausible umbrella duplicate target because it matches issue:43317's quantized/offloaded model-loading failure on the same code path; the rest of the set is too heterogeneous to share one canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue anchor because it is open, broad, and aligns with the one credible duplicate edge in the set (43317).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different audio-model problems: sampling-rate defaulting in chat templates vs PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: high perplexity on a language model vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different causes; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to a device-mapping CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset behavior is a different processor issue from generation with inputs_embeds and caches." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying failure in a multimodal config is unrelated to a torch.compile/SDPA model failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio models, but one is CPU-offload device mismatch and the other is DAC latent/STE behavior; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match a finetuning failure on Qwen2.5-VL iterable multi-image batches." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the models and failure modes differ; not one concrete bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer conversion slowdown are unrelated changes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and distinct token-ID/special-token behavior." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag on a different model." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and dtype mismatches in inference do not describe the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe quantization/offloading failures during model loading with device_map/offload; they plausibly share the same root cause." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "A batching/padding-mask discrepancy in MIMI is unrelated to a Perceiver non-default-resolution failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying problems and packed-weight unpacking during accelerate loading are different code paths and failures." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Language-model perplexity on WikiText-2 is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are different regression classes." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime problem is unrelated to a Qwen3 MoE FP8 config failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are distinct config bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfaults and sinq save/load breakage are unrelated model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction and a missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/runtime failures, but they involve different models and failure mechanisms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure for glm-4v-9b is unrelated to tokenizer loading regressions for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as a T5 apex RMSNorm memory leak." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairings are clearly heterogeneous by title, and the lone accepted edge (issue:43317 \u2194 issue:43873) is a conservative match between quantization/offloading loading failures. No soft-edge verdict appears overstated, and there are no PR-pair mergeability concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 14, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:26413|issue:28530", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "39b33881b4556ce825ba876af083a01a129797481cc3d25e89fb69e94fb2c273", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers issues; several are superficially similar around tokenization, loading, offloading, or model-specific regressions, but none look like true duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45701 is the broadest and most reusable regression report in the set: it captures version-driven tokenization behavior changes, which is the closest common theme among the tokenizer/loading-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best anchor because it is broad, clearly framed, and has inbound references, making it the most useful representative for the small tokenization-related subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization/save_pretrained regressions, but one is about tied lm_head weights and the other about visual encoder keys; different concrete bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but the failures are different code paths: auto device mapping/assertion vs flash-attention generation." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwargs and a 3d_parallel launch failure are unrelated issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API kwarg mismatch and Qwen3Moe FineGrainedFP8Config failure are different bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape handling is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is strict config loading and the other is tokenizer loading for a specific model; not the same defect." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and early-stopping metric lookup are distinct trainer behaviors." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is too different from a generic tokenization regression to treat as the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both concern Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batching and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantized offloading behavior and mmap OOM on Strix Halo are different memory-management problems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking in BitNet are unrelated model-loading/compile bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping assertion and inability to run 3d_parallel.py are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype propagation in Blip2 is unrelated to checkpoint resume max_steps calculation." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 are different serialization/model-wiring bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device/compile behavior, but the concrete failures and code paths differ." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer access regression is not the same as a broad tokenization-behavior change; they overlap only loosely." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model loading, but one is a v5 initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs and an image processor/model resolution mismatch are different bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are unrelated forward-pass failures." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution issues, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model offload loading failure are not the same underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve, but one is a continuous-batching multimodal input handling bug and the other is a missing processor attribute." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are both filesystem-related but distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different parallelism/device-placement failures; not a duplicate." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric detection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and kernels import/revision-version requirement are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different tokenizers and different task paths; not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 15, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:30064|issue:34634", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43388|issue:45059", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:45357|issue:46402", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44625|issue:45479", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "b2995d1b83e384ff7937d38d4db05a6b6148b2b927f3fec4387311e2a2ea9c7c", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of Transformers issues spanning tokenizers, configs, multimodal loading, training, quantization, offloading, and docs. None of the soft-edge pairs look like the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is a good fit here: the cluster is too broad and the soft pairs are mostly adjacent-sounding but materially different defects.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue in this set because it has the broadest cross-cutting loading/offloading/quantization theme and relatively high discussion/inbound activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT Fast label reduction bug vs GLM-4v model loading failure; different models and failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer custom loss signature regression vs Qwen3 device-mapping CUDA assert; unrelated code paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency vs GPTNeoX rotary_pct reload bug; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure vs Llava Next segfault; different models and causes." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection issue vs void segmentation-map processing failure; unrelated training vs image-processing bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; no shared code-path bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation bug vs Qwen3VL weight_only load error; different multimodal loading problems." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs T5 tokenizer special-method conflict; both tokenizer-related but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs BigBirdTokenizer special-token registration bug; unrelated subsystems." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading memory behavior vs T5 apex RMSNorm memory leak; different root causes and code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Bark CPU offload device mismatch vs BitNet packed-weights loading issue; both around loading, but distinct failures." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 quantization OOM regression vs tokenization changes across versions; not the same underlying issue." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs docs mentioning removed pipeline tasks; documentation-only issues with different scopes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing vs Bark voice_preset handling; different processors and bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes; not a duplicate." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading; different model/load paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics last-batch label truncation vs SAM3 text+box behavior; unrelated training utility vs model interaction." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs from_config not unwrapping multimodal text_config; both Qwen-related, but different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning vs undefined video-branch variables in multimodal token counting; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch vs BigBirdTokenizer mask-token registration; different components and symptoms." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming inference failure; different APIs and failure modes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating vs generation with inputs_embeds/pkv; no shared underlying defect." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 save_pretrained key mismatch vs Sam3Model text encoder weights loading; both model I/O, but distinct bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 device mapping CUDA assert; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping bug vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "ScandiBERT loading failure vs tokenizer loading regression for est-roberta; separate model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs Float8 storage lookup error; different failure surfaces." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation bug vs zero-loss classification bug; related to labels, but not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init restriction vs Qwen3.5 num_labels propagation; unrelated configuration issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, { "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 4, + "review_unit_index": 16, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:24643", - "issue:28530", - "issue:36331", - "issue:38175", + "issue:30064", + "issue:36010", "issue:39692", - "issue:41553", - "issue:41762", - "issue:42491", - "issue:42915", - "issue:42947", - "issue:43054", - "issue:43493", - "issue:43643", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", "issue:43644", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", "issue:43782", - "issue:43824", - "issue:43828", - "issue:43856", - "issue:43866", - "issue:43872", - "issue:43881", - "issue:43883", - "issue:43950", - "issue:43975", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", "issue:44368", - "issue:44387", - "issue:44403", "issue:44451", - "issue:44488", - "issue:44534", - "issue:44589", - "issue:44661", - "issue:44910", - "issue:44928", - "issue:44960", - "issue:44991", - "issue:45020", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", "issue:45081", - "issue:45399", - "issue:45520", - "issue:45663", - "issue:45685", - "issue:45701", - "issue:45823", - "issue:45859", - "issue:45902", - "issue:45920", - "issue:46489" + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" ], "soft_pairs": [ - "issue:43950|issue:44534", - "issue:39692|issue:43054", - "issue:43644|issue:43950", - "issue:36331|issue:41762", - "issue:43828|issue:44928", - "issue:43872|issue:44589", - "issue:45920|issue:46489", - "issue:43054|issue:45701", - "issue:43866|issue:44403", - "issue:38175|issue:43054", - "issue:43950|issue:45902", - "issue:41553|issue:43883", - "issue:44910|issue:45859", - "issue:42947|issue:44387", - "issue:43054|issue:43493", - "issue:45663|issue:45902", - "issue:41553|issue:43881", - "issue:44403|issue:44451", - "issue:43975|issue:45520", - "issue:42947|issue:43856", - "issue:44403|issue:44488", - "issue:24643|issue:28530", - "issue:43643|issue:45020", - "issue:41762|issue:42915", - "issue:44991|issue:45399", - "issue:45685|issue:45823", - "issue:43782|issue:44960", - "issue:43824|issue:43872", - "issue:43881|issue:43883", - "issue:45020|issue:45823", - "issue:44661|issue:45020", - "issue:45081|issue:45399", - "issue:42491|issue:44368", - "issue:43828|issue:45823" + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:44987|issue:45042", + "issue:46655|issue:46693", + "issue:39692|issue:44610", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45759|issue:45923", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "8f2fa505015fc82475017af8ad27585defd040e97cd3ac9d53727f2315da1cbf", + "prepared_review_unit_hash": "bbf4a3036b5cc109d3867edd4c8654804364492c3ec55726658b8317d05c0590", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37055, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. Only two soft edges look like true duplicates: the Qwen2_5_VLProcessor padding=False crash, and the HF_HUB_OFFLINE tokenizer/cache regression. The rest are different bugs in different code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44843 is the strongest canonical issue here: it names a concrete tokenizer offline-mode failure, identifies the specific code path (_patch_mistral_regex / model_info), and is more diagnostic than the broader cache-failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best standalone issue in this set because it is specific, actionable, and tied to a clear root cause and reproduction surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different problems: one is non-persistent buffer initialization, the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: image resolution handling vs dtype mismatch in inference." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken argument error is unrelated to loading a specific model from the hub." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient explosion are unrelated training issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading from the hub is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc example/model mismatch and quantization errors are unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and save/load token ID loss are different tokenizer configuration bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to the T5 Apex RMSNorm leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter checkpoint loading and sinq quantized save/load breakage are different persistence paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to a fused RMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash, just reported twice." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to custom model initialization in Jupyter notebooks." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading regression; 44843 gives the concrete cause in _patch_mistral_regex/model_info, while 42886 is the broader symptom report." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness and T5 decoder-input validation error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are different tokenizer bugs." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config handling is unrelated to a trust_remote_code capability flag." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline behavior is unrelated to CamemBERT masked-LM predictions." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation example/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading is unrelated to offloading with quantization." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL vision_position_ids." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token handling is unrelated to LayoutLMv2Tokenizer padding/truncation crashes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/codec topics, but they describe different failures and are not clearly the same concrete bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regex regression is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to BitNet packed-weight loading." + } + ] }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38113, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted pairs are well-supported by their titles and issue descriptions, and the remaining rejections do not overclaim duplicate status. The canonical/standalone issue choice for 44843 is also reasonable based on specificity and diagnostic detail." }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -805,300 +5354,297 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 5, + "review_unit_index": 17, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:24643", "issue:30064", "issue:36331", - "issue:41093", - "issue:41553", - "issue:42915", - "issue:42947", - "issue:43257", - "issue:43366", - "issue:43404", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", "issue:43531", + "issue:43540", + "issue:43550", "issue:43596", - "issue:43792", - "issue:43827", - "issue:43828", - "issue:43854", - "issue:43872", - "issue:43940", - "issue:43950", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", "issue:44220", - "issue:44291", - "issue:44479", + "issue:44442", + "issue:44448", + "issue:44485", "issue:44488", "issue:44509", - "issue:44530", - "issue:44560", - "issue:44805", - "issue:44863", - "issue:44928", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", "issue:44991", - "issue:45020", - "issue:45305", - "issue:45313", - "issue:45325", - "issue:45356", - "issue:45488", - "issue:45588", - "issue:45663", - "issue:45715", - "issue:45759", - "issue:45823", - "issue:45902", - "issue:45923", - "issue:46315", - "issue:46402", - "issue:46489", - "issue:46515", - "issue:46661" + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46665", + "issue:46693" ], "soft_pairs": [ - "issue:45715|issue:46315", - "issue:45020|issue:45356", - "issue:45488|issue:46489", - "issue:43827|issue:44509", - "issue:43404|issue:43950", - "issue:45759|issue:46661", - "issue:43872|issue:44291", - "issue:42915|issue:43872", - "issue:45020|issue:46661", - "issue:43792|issue:44220", - "issue:42947|issue:45923", - "issue:43257|issue:45305", - "issue:41553|issue:44991", - "issue:36331|issue:41093", - "issue:43940|issue:45313", - "issue:43854|issue:44863", - "issue:44928|issue:45588", - "issue:41553|issue:44488", - "issue:44479|issue:44560", - "issue:41093|issue:44805", - "issue:44863|issue:46402", - "issue:24643|issue:30064", - "issue:44530|issue:44863", - "issue:43366|issue:43828", - "issue:43596|issue:46515", - "issue:45325|issue:45902", - "issue:43366|issue:43531", - "issue:45663|issue:45823" + "issue:43550|issue:45072", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43596|issue:44220", + "issue:43618|issue:43697", + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44186|issue:44898", + "issue:44220|issue:44661", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45183|issue:45479", + "issue:44485|issue:44509", + "issue:43322|issue:45685", + "issue:43388|issue:46032" ], - "prepared_review_unit_hash": "439e8bdd1aa86299884e4c3afb2a4e53556c828854abbf190e6e136ede738092", + "prepared_review_unit_hash": "9e8faafaa7d3c55e2690566576454c24cf28fcfb817c2cd1acc980cfc9eb0427", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36624, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem; only a few look like true duplicates: the v5 docs cleanup for removed pipeline tasks, the `_is_hf_initialized` loading incompatibility, the Whisper fbank feature-extraction failure, and the mask-shape IndexError. The rest are distinct model- or path-specific bugs.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44291 is the clearest canonical for the `_is_hf_initialized` model-loading regression; it describes the generic root cause better than the bitsandbytes-specific report, while the other items in the set are separate topics.", + "summary": "The cluster is highly heterogeneous: the items cover unrelated bugs across tokenizers, vision/multimodal models, configs, docs, and generation/runtime regressions. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the artifacts do not describe one shared bug and span multiple unrelated subsystems and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the best representative among the true duplicate pairs because it states the underlying compatibility break in a generic, actionable way.", + "best_issue_reason": "No issue is a good global representative because the cluster is not a coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Same tokenizer performance area, but different methods and symptoms (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." + "reason": "Different failures in different models: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Both involve tokenizer/model loading regressions, but one is broad remote-code breakage and the other is a specific Kimi-K2.5 tokenizer codec issue." + "reason": "Both are video-related but the bugs differ: Qwen3OmniMoe input processing ValueError vs Qwen3.5-9B chat-template token/feature count mismatch." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both mention DeepSeek tokenization, but they target different model families and different failure modes." + "reason": "Unrelated regression types: processor.tokenizer/images API breakage vs a Kosmos2.5 long-OCR index error." }, { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs cleanup: both report obsolete pipeline-task references removed in v5." + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths and symptoms: SDPA/torch.compile crash vs config save/load losing custom token IDs and causing generation IndexError." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different bugs: one is a missing lm_head tie in a specific model, the other is silent corruption of non-persistent buffers during from_pretrained()." + "reason": "Tokenizer constructor argument collision vs a model loading failure for cjvt/sleng-bert; not the same underlying bug." }, { - "left": "issue:45759", - "right": "issue:46661", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Different loader paths: composite config unwrapping vs remote-code `config_class` lookup failure." + "reason": "Different regressions: Qwen2.5-VL video position ids bug vs a performance regression with FA2 and long-context generation." }, { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying `_is_hf_initialized` incompatibility during model initialization/loading." + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel initialization IndexError vs an audio fbank feature extraction issue." }, { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both are loading-related, but one is a FineGrainedFP8 config failure and the other is a bitsandbytes kwarg incompatibility." + "reason": "CLIPOutput attentions field regression is unrelated to RTDetrV2 producing different outputs in v5." }, { - "left": "issue:45020", - "right": "issue:46661", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Both mention remote-code models, but the concrete failures are different and not clearly the same bug." + "reason": "Different loading problems: base_model_prefix handling in Transformers 5.0 vs inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:43792", - "right": "issue:44220", - "accept": true, - "reason": "Whisper failing to run and `_torch_extract_fbank_features()` point to the same audio feature-extraction failure path." + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different tokenizer/storage issues: BigBirdTokenizer special-token registration vs DAC.from_latents not matching forward without STE." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Different gradient-checkpointing issues: PEFT LoRA behavior vs a missing flag on a trust_remote_code model." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig.from_pretrained with trust_remote_code missing fields." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Different DeepSpeed problems: weight loading under ZeRO-3 vs gradient averaging with GAS." + "reason": "Both are image-related but the bugs differ: LayoutLMv2Tokenizer crashes on NER/batched padding vs Perceiver non-default resolution classification failure." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Both are tokenizer-loading problems, but they involve different models and different failure modes." + "reason": "Audio feature extraction issue vs add-new-model-like failing for models already in TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Distinct training bugs: unexpected `compute_loss` kwargs vs a mask/tensor shape mismatch." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Smollm3 RoPE layer-dropping behavior." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Same general area, but the affected Qwen variants and missing-weight symptoms are not specific enough to treat as one bug." + "reason": "Different models and mechanisms: torch.compile with SDPA on Bamba vs DAC latent decoding mismatch from missing STE." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures on different architectures." + "reason": "Both touch tokenizer regex logic, but one is offline model_info() access in _patch_mistral_regex and the other is a backend_tokenizer attribute crash; not the same bug." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different attention/runtime issues: gradient explosion from 3D position_ids vs a flash-attention crash on `s_aux=None`." + "reason": "Unrelated model/runtime failures: Qwen3 auto device mapping cudaErrorAssert vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Different tokenizer/model load failures on unrelated models." + "reason": "Different multimodal failures: video input ValueError in Qwen3OmniMoe vs Gemma 3n forward path tensor/name collision causing AttributeError." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Both are video-related regressions, but the models and concrete failure modes differ." + "reason": "Both are config-loading issues, but one concerns trust_remote_code missing fields and the other strict config blocking granite_speech; not the same bug." }, { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same IndexError class with the same mask-vs-tensor shape mismatch." + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image Processor void segmentation map failure is unrelated to CustomTrainer.compute_loss() receiving an unexpected num_items_in_batch argument." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different model-loading regressions on different architectures." + "reason": "Different loading/template failures: AutoImageProcessor from URL vs a template compilation TypeError." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Completely different areas: DeepSpeed training weight shape error vs segmentation-map preprocessing." + "reason": "SigLIP2 docs example errors and Kosmos2.5 long OCR index error are separate problems, not duplicates." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Different bugs: Qwen3.5 paged-attention crash vs NemotronH checkpoint loading." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different problems in unrelated subsystems: GGUF architecture support vs autocast dtype mismatch." + "reason": "Different output regressions in different models: Pegasus v4/v5 output mismatch vs CamemBERT masked LM prediction errors." }, { - "left": "issue:43596", - "right": "issue:46515", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Different issues: ZeRO-3/BertModel initialization error vs a torch-version compatibility problem." + "reason": "These are different validation bugs: wrong XOR error messaging for input_ids/inputs_embeds vs zero-loss classification when num_labels=1." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Different model internals: VL rope scaling bug vs uninitialized rotary embedding memory after materialization." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still listing removed pipeline tasks." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are Qwen/generation-adjacent, but one is GGUF support and the other is a sliding-window behavior bug." + "reason": "Different runtime issues: Llava Next loading segfault vs MPS histogram not implemented for Int in moe path." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Same model family, but different code paths: FSDP2 key rebuilding vs device-map forward mismatch." + "reason": "Different training/inference bugs: gather_for_metrics dropping tuple labels vs Mamba2Mixer use_cache producing incorrect results for seq_len > 1." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The conclusions are mostly grounded in the packet, and the conservative rejections look appropriate. The canonical `_is_hf_initialized` choice is well supported by the issue titles, and the docs / mask-shape pairs are strong matches. The Whisper/fbank pair is the weakest accepted edge, but still plausible from the titles alone. " - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1106,442 +5652,292 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 6, + "review_unit_index": 18, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", "issue:36010", - "issue:38175", - "issue:39692", - "issue:41720", - "issue:42491", - "issue:42617", - "issue:42915", - "issue:43317", - "issue:43366", - "issue:43550", - "issue:43596", - "issue:43632", - "issue:43638", + "issue:36331", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", "issue:43644", "issue:43645", - "issue:43646", "issue:43716", "issue:43720", - "issue:43824", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", "issue:43950", - "issue:43957", "issue:43994", - "issue:44155", - "issue:44451", - "issue:44488", - "issue:44534", - "issue:44560", - "issue:44589", - "issue:44661", - "issue:44683", - "issue:44756", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", "issue:44805", - "issue:44877", - "issue:44910", - "issue:44918", - "issue:44960", + "issue:44811", + "issue:44936", "issue:44977", - "issue:45030", - "issue:45276", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381", "issue:45584", - "issue:45685", - "issue:45812", - "issue:45823", + "issue:45701", "issue:45834", - "issue:46459", - "issue:46489", + "issue:45987", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", "issue:46512", - "issue:46515" + "issue:46665" ], "soft_pairs": [ - "issue:43638|issue:46515", - "issue:44155|issue:45584", - "issue:43716|issue:44560", - "issue:43950|issue:45834", - "issue:43366|issue:44589", - "issue:43824|issue:43957", - "issue:44560|issue:45685", - "issue:42915|issue:43957", - "issue:43645|issue:43646", - "issue:43550|issue:44910", - "issue:44560|issue:44918", - "issue:44683|issue:46515", - "issue:42617|issue:43366", - "issue:45812|issue:46489", - "issue:36010|issue:42915", - "issue:45823|issue:46515", - "issue:44560|issue:44805", - "issue:44661|issue:45823", - "issue:38175|issue:43994", - "issue:43632|issue:45834", - "issue:44877|issue:45030", - "issue:43638|issue:44661", - "issue:43596|issue:44661", - "issue:43317|issue:44756", - "issue:44661|issue:44805", - "issue:42491|issue:43720", - "issue:38175|issue:39692", - "issue:43644|issue:44534", - "issue:41720|issue:42915", - "issue:42491|issue:45276", - "issue:42915|issue:44756", - "issue:44451|issue:44488", - "issue:46459|issue:46512", - "issue:44960|issue:44977" + "issue:43716|issue:44008", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:43950|issue:45987", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:45987|issue:46192", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "5de79e0bf497fe66a598acdd73889c0e1402256eb02871dad92c7727a23b9a5f", + "prepared_review_unit_hash": "ed41ef1380c9793e725f2af008e774e5b172713532613ec96e942e169ed08615", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37774, - "estimated_input_tokens": 9444, - "estimated_eval_tokens": 19144 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35834, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous regression bucket with a few clear duplicate pairs: the non-persistent-buffer corruption reports, the custom-model initialization reports, and the SigLIP2 wrong-output reports. The BERT loading pair (44451/44488) is only a loose similarity hit and should not be treated as a confirmed duplicate subcluster.", + "summary": "The set is mostly heterogeneous; the soft pairs share broad themes (tokenizers, loading, video inputs, dtype issues) but not the same concrete bug or mergeable code change, so I would not consolidate any of them.", "confidence": 0.88, - "canonical_issue_reason": "If a single issue must anchor the cluster, 43950 is the best representative because it most explicitly describes the concrete v5 non-persistent-buffer regression that matches the strongest duplicate pair; the BERT pair is too weak to drive canonicalization.", - "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest global issue candidate: it is explicit, root-cause oriented, and best captures the clearest repeated bug in the set.", - "best_pr_reason": null, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated regressions and the soft-linked pairs are mostly broad-topic similarities rather than true duplicates.", + "canonical_pr_reason": "No pull requests are present in the provided set.", + "best_issue_reason": "No single issue is a strong global representative because the cluster is not actually one duplicate family; any choice would be arbitrary.", + "best_pr_reason": "No pull requests are present in the provided set.", "soft_edge_verdicts": [ { - "left": "issue:43638", - "right": "issue:46515", - "accept": false, - "reason": "Both are load/training failures, but they point to different root causes and code paths." - }, - { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Different models and failure modes: audio leakage in batched inference versus Whisper empty-transcription handling." + "reason": "Different bugs: one is a dtype mismatch between image preprocessor and model, the other is a Gemma3n forward variable-name collision causing an AttributeError." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Related only at a broad multimodal level; dtype mismatch and video StopIteration are different bugs." + "reason": "Both involve loading-related regressions, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading failure; not the same code-path bug." }, { - "left": "issue:43950", + "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer corruption and long-OCR index errors are unrelated failures." + "reason": "Whisper empty-transcription failure after special-token alignment is unrelated to Kosmos2.5 long OCR input index errors." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "GGUF gpt-oss support and Float8 storage lookup errors are separate issues." + "reason": "Device-mismatch with CPU offload is a different failure mode from bfloat16 dtype mismatches in other models." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are different problems." + "reason": "BarkProcessor voice_preset breakage is unrelated to the GenerationMixin import error." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "A video embedding StopIteration bug is not the same as an MPS int histogram implementation error." + "reason": "Non-persistent buffer corruption on from_pretrained is a loading-state bug; StaticCache.get_seq_length returning a Tensor is an API contract issue." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are distinct code-path problems." + "reason": "These are different video/OCR regressions affecting different models and failure points." }, { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "These describe the same Transformers v5 custom-model initialization regression from different angles." - }, - { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "torch.compile+SDPA on Bamba and flash-attention packed-sequence crashes on Qwen3.5 are different failures." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config leaving config.dtype stale." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Video StopIteration and mask-shape IndexError are not the same underlying bug." + "reason": "One is an incorrect error message about translation tasks, the other is a SigLIP2 inference/surrounding pipeline failure." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "torch>=2.9 flex_attention and torch 2.4.1 incompatibility are unrelated." + "reason": "A dtype mismatch in BLIP2 loading is not the same as Video-LLaVA missing temporal attention and shared weights." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are different issues." + "reason": "Qwen3.5-9B video/chat-template mismatch is unrelated to T5 decoder-input validation messaging." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer regression for Granite and DeepSeek-Coder v1 loading are different bugs." + "reason": "Both mention token handling, but one is runtime special-token post-processor updates and the other is Whisper batch_decode ignoring skip_special_tokens; different components and fixes." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure do not share the same code path." + "reason": "A weight_only loading error for Qwen3VL is not the same bug as flash-attention generation issues in Qwen3.5." }, { - "left": "issue:45823", - "right": "issue:46515", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to the torch 2.4.1 incompatibility report." + "reason": "Tokenizer load failure for a specific model is unrelated to kernels v0.15 breaking transformers.pipelines import." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping guard failure and Gemma4 forward device mismatch are different problems." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model regression: wrong or nonsensical outputs with different surfaced symptoms." + "reason": "44561 is a specific missing-helper regression; 45020 is a broad umbrella over remote_code breakages, so they are not clearly the same concrete bug." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "_is_hf_initialized breakage and Kosmos2.5 long-input indexing are unrelated." + "reason": "A tensor/mask shape mismatch is a different failure from trainer.evaluate breaking after trainer.train()." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Strict config validation for granite_speech and tiny-random glm4v validation are different model/config issues." + "reason": "Both are video-input problems, but they affect different model families and different mechanics (processing failure vs vision_position_ids regression)." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "DeepSpeed zero3 init errors and add-new-model-like tokenizer mapping failures are not the same bug." + "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatch issues." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "BertModel zero3 init IndexError and tokenizer-mapping constraints are different failures." + "reason": "Packed-weight unpacking during accelerate loading is a different bug from dtype mismatches." }, { - "left": "issue:43317", - "right": "issue:44756", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "device_map offload loading failure and Strix Halo mmap OOM are different memory/loading problems." + "reason": "They are both tokenizer-related, but one specifically reports extra space after an added token while the other is a broad slow-vs-fast inconsistency claim without the same concrete symptom." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are not the same code path." + "reason": "These are related to v5 pipeline removals/docs, but one is an error message and the other is stale documentation; not the same underlying issue." }, { - "left": "issue:38175", - "right": "issue:39692", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "The docs example has extra errors, but it is not clearly the same bug as the core SigLIP2 wrong-output regression." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different loading pathways with different failures." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical reports of the same non-persistent-buffer corruption regression." + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return-type contract and return_tensors being ignored are unrelated API bugs." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Both involve Qwen3-family models, but the crashes are different and not mergeable into one fix." + "reason": "Both involve model initialization, but Jupyter custom-model initialization and from_pretrained inside Python classes are different contexts and failure modes." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different failure surfaces: Qwen3 MoE LoRA loading versus Gemma4 embedding resizing behavior." + "reason": "Incorrect CamemBERT masked-LM predictions are not the same as a generic tokenization-change report." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "FineGrainedFP8 failure and Strix Halo mmap OOM are separate problems." + "reason": "BLIP2 dtype-loading problems are unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Shared dtype theme only; one is loading-time dtype handling, the other is config bookkeeping after construction." + "reason": "Missing TensorFlow in a torch-only install is unrelated to the Mistral regex patch crash during tokenizer loading." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Different model-specific generation bugs, not the same underlying defect." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are entirely separate issues." } ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The pairwise verdicts are mostly conservative and the accepted pairs look mergeable, but the summary overstates the evidence by calling the BERT loading issues a true duplicate subcluster. In the packet, 44451\u219444488 is only a soft similarity hit with deterministic_accept=false, and the evidence is not strong enough to elevate it to a confirmed duplicate cluster. The non-persistent-buffer, SigLIP2, and custom-model-init clusters are well grounded; the BERT cluster should be described more cautiously as a possible/loose related pair, not a stand-out duplicate subcluster." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 7, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:36010", - "issue:39404", - "issue:39692", - "issue:41720", - "issue:42491", - "issue:42947", - "issue:43257", - "issue:43404", - "issue:43425", - "issue:43454", - "issue:43644", - "issue:43645", - "issue:43708", - "issue:43854", - "issue:43856", - "issue:43873", - "issue:43931", - "issue:43957", - "issue:43994", - "issue:44075", - "issue:44155", - 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"review_unit_index": 8, + "review_unit_index": 19, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:39404", - "issue:42796", - "issue:42947", - "issue:43335", - "issue:43381", - "issue:43425", - "issue:43611", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", "issue:43645", - "issue:43646", - "issue:43708", - "issue:43716", - "issue:43828", - "issue:43854", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", "issue:43906", - "issue:43957", - "issue:44155", - "issue:44164", - "issue:44292", - "issue:44402", - "issue:44451", - "issue:44479", - "issue:44530", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", "issue:44589", - 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"issue:44164|issue:44756", - "issue:45684|issue:45698", - "issue:45588|issue:45663", - "issue:43854|issue:45216", - "issue:42796|issue:46326", - "issue:45292|issue:45335", - "issue:43646|issue:43708", - "issue:43828|issue:43957", - "issue:44402|issue:44451", - "issue:43645|issue:44164", - "issue:44589|issue:44756", - "issue:43425|issue:43828", - "issue:45812|issue:46315", - "issue:46315|issue:46491", - "issue:39404|issue:45701", - "issue:43611|issue:43645", - "issue:39404|issue:46665", - "issue:44530|issue:45084", - "issue:43425|issue:45823", - "issue:44683|issue:45823", - "issue:43425|issue:43716", - "issue:44479|issue:44805", - "issue:43906|issue:44530" + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43526|issue:43697", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:42175|issue:46291", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:42490|issue:43257" ], - 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"summary": "Only the resize_token_embeddings reports look like true duplicates; most other soft pairs share a broad subsystem or version regression theme but describe different concrete failures. No PRs are present in this set.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45292 is the best canonical target: it states the shared resize_token_embeddings bug in the most general form, and the paired Gemma4/T5Gemma reports read as model-specific manifestations of the same missing update.", + "summary": "The soft pairs are mostly false positives: they mention similar APIs or subsystems, but the concrete failures and code paths are different. I found no clear duplicate cluster, so there is no strong canonical issue/PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest representative issue overall because it is concise, model-agnostic, and aligns with the other accepted resize_token_embeddings reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Both are quantization/load regressions, but they involve different models and different formats (NVFP4 vs MXFP4) with no clear shared code-path shown." - }, - { - "left": "issue:44155", - "right": "issue:45823", - "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device-mismatch are unrelated failures." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "One is a SwitchTransformers config bug; the other is a Gemma-4 FSDP2 attention-state bug. Different model families and different mechanics." - }, - { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions." + "reason": "Different bugs: unsafe sys.modules access vs CLIP text-model structure inconsistency." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different issues with no shared underlying bug." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Both report resize_token_embeddings failing to update downstream embedding/output weights; the Gemma4 report looks like a model-specific instance of the same bug." + "reason": "Unrelated tokenizer special-token registration bug vs MXFP4 quantization loading fallback." }, { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "NemotronH checkpoint-loading failure and an official Nemotron example being broken are too vague to treat as the same bug without a clearer shared code-path." + "reason": "Apple Silicon allocator TypeError is unrelated to CUDA AMP loss crashing." }, { - "left": "issue:45685", - "right": "issue:46468", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "An MPS histogram kernel issue and a Nemotron example breakage are unrelated." + "reason": "Audio chat-template sampling-rate default is unrelated to DAC latent/STE mismatch." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Video-input regression in Qwen VL models and strict-config loading for granite_speech are different model/regression areas." + "reason": "Qwen3VL loading error and Qwen2.5-VL rope-index scaling are different problems." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Eval-mode checkpointing limitation is unrelated to the RLHF NaN/SDPA fallback problem." + "reason": "Mistral regex patch crash and Gemma4 processor _tokenizer error are different code paths." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + "reason": "Both involve mistral_common, but one is an import error for Gemma 4 and the other is continue_final_message behavior." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Both involve custom-model save/load flows, but one is about file permissions and the other about loading the wrong module; not the same bug." + "reason": "Both mention tied-weights warnings, but one is a mistaken internal weight tie and the other is a config warning during LoRA fine-tuning." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "flash_attention.py handling of s_aux=None is unrelated to Gemma-4 shared_kv_states being rebuilt per layer." + "reason": "Video multimodal token counting bug vs stale auto_mappings config references." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are different model-specific problems." + "reason": "A model load KeyError is not the same as broad remote_code breakage." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are both tokenizer-related, but the concrete failures are different." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both say resize_token_embeddings does not propagate to output/decoder embeddings; they look like the same underlying resize logic bug across models." + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Custom model initialization breakage in notebooks is unrelated to Trainer max_steps computation on checkpoint resume." + "reason": "BEiT label reduction bug and RTDetrV2 output drift are different model/processor issues." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading regressions are different issues." + "reason": "torch.compile with SDPA on Bamba is unrelated to quantized loading fallback on git-oss-20b." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Two model-loading/tokenizer mismatch reports, but for different models and no evidence of a shared root cause." + "reason": "Non-template-node compile error is unrelated to CLIPTokenizer max_length behavior." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are different failure modes." + "reason": "BEiT processor label bug is unrelated to the MPS attention correctness issue." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Missing Float8 storage registration and mmap OOM on Strix Halo are unrelated." + "reason": "Both involve loading, but gguf_file regressions and a specific tokenizer load failure are not the same concrete bug." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Torch 2.10 incompatibility is a broad version issue, while the other is a model-specific autocast dtype mismatch." + "reason": "Isolated reproduction of one earlier issue is unrelated to FP8 inference failure on B200." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Wrong token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but one is correctness and the other performance." + "reason": "Qwen3 MoE loading/conversion issue is unrelated to multimodal token counting in the video branch." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Slow added-token lookup and CodeLlama encode/decode spacing regression are unrelated tokenizer bugs." + "reason": "DAC from_latents mismatch and DiaConfig save/load token-id loss are different failures." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Whisper pipeline return_language regression and a general tokenization change are too far apart." + "reason": "DeepSpeed ZeRO-3 index error is unrelated to evaluate-after-train behavior." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both concern Transformers 5 custom/model-loading regressions, but one is about base_model_prefix loading and the other about notebook-defined custom model initialization." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes do not point to the same bug." + "reason": "ImportError for GenerationMixin is not the same as Jupyter custom model initialization breakage." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and non-template-node compilation TypeError are different compile/runtime issues." + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Torch-version incompatibility and Gemma4 device-map mismatch are unrelated." + "reason": "BitNet packed-weight loading and OmDet-Turbo input-size mismatch are different bugs." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 PLE device mismatch do not share a concrete bug." + "reason": "Packaging extras missing TensorFlow backend is unrelated to kernels version/revision requirements." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Torch 2.10 compatibility and Mistral-3 dtype mismatch are different problems." + "reason": "SigLIP2 doc-example errors are unrelated to MXFP4 quantization loading fallback." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Qwen VL video regression and a mask shape IndexError are not the same bug." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model size mismatch." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "An isolated reproduction reference is too weak to equate with a Qwen3.5 cache crash; the titles do not show the same concrete failure." + "reason": "Trailing-slash local-model warning and Qwen3 MoE loading/conversion are different issues." } ] }, "evaluator_result": null, - "evaluator_used": true, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1886,297 +6246,275 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 9, + "review_unit_index": 20, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:36032", - "issue:39404", - "issue:42796", + "issue:29159", + "issue:34567", + "issue:40990", "issue:42915", - "issue:43299", + "issue:43257", + "issue:43262", + "issue:43329", "issue:43404", - "issue:43425", - "issue:43452", - "issue:43582", - "issue:43596", - "issue:43611", - "issue:43632", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43606", "issue:43643", - "issue:43644", - "issue:43716", - "issue:43856", - "issue:43901", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", "issue:43906", + "issue:43927", "issue:43931", - "issue:43994", - "issue:44079", - "issue:44164", - "issue:44265", - "issue:44462", + "issue:44291", + "issue:44387", "issue:44479", - "issue:44488", - "issue:44509", - "issue:44530", - "issue:44589", - "issue:44661", - "issue:44671", - "issue:44683", - "issue:44737", + "issue:44568", + "issue:44617", "issue:44756", - "issue:44898", + "issue:44811", + "issue:44821", "issue:44912", - "issue:44918", + "issue:44977", "issue:44987", - "issue:44991", - "issue:45081", - "issue:45084", + "issue:45042", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", "issue:45759", + "issue:45803", "issue:45859", - "issue:46050", - "issue:46285", - "issue:46326", - "issue:46402", - "issue:46489" + "issue:46291", + "issue:46421", + "issue:46424" ], "soft_pairs": [ - "issue:43901|issue:44509", - "issue:44589|issue:45084", - "issue:44265|issue:44898", - "issue:43994|issue:44079", - "issue:39404|issue:44912", - "issue:44671|issue:44991", - "issue:43425|issue:44918", - "issue:36032|issue:43452", - "issue:46050|issue:46326", - "issue:44164|issue:45759", - "issue:43906|issue:46326", - "issue:43299|issue:43931", - "issue:44991|issue:45081", - "issue:43856|issue:44756", - "issue:43596|issue:44683", - "issue:44164|issue:44479", - "issue:44488|issue:45081", - "issue:44462|issue:46489", - "issue:44488|issue:44987", - "issue:43611|issue:43644", - "issue:42796|issue:43404", - "issue:39404|issue:44671", - "issue:44737|issue:45859", - "issue:46285|issue:46402", - "issue:36032|issue:42915", - "issue:43716|issue:45084", - "issue:44661|issue:44683", - "issue:43582|issue:43632", - "issue:43643|issue:44530" + "issue:43746|issue:44811", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43650|issue:43906", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "ed54983bab8ebaf9642db6c78ed00e2771d209354cd0c78538232adecaca7b20", + "prepared_review_unit_hash": "cf5f09cd249adcd9f4297c8aba03c6fd1db9ee52c307744cb381cee53e2bb33e", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36445, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35134, + "estimated_input_tokens": 8784, + "estimated_eval_tokens": 17824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated v5-era regressions across tokenizers, model loading, quantization, docs, and runtime backends. They should not be merged into duplicates; the only commonality is broad Transformers upgrade fallout, not the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43611 is the best canonical representative because it describes a broad, concrete v5 loading regression around model initialization and can serve as the closest umbrella for related loading failures.", + "summary": "This is a loose collection of mostly unrelated closed issues spanning loading, cache, tokenizer, multimodal, and model-specific regressions. None of the soft-pair candidates look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43749 has the strongest triage signal in this set (highest discussion/inbound reference activity) and is a broad infrastructure/loading regression, so it is the best single anchor even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the strongest single issue to keep as the cluster representative: it is specific enough to be actionable, yet broad enough to summarize a major v5 compatibility break.", + "best_issue_reason": "Issue 43749 is the most representative high-signal issue in the group for cluster-level triage, but it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Both are docs-related, but they target different mismatches: return_all_scores behavior vs removed pipeline task names. Not the same bug." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compile failure are unrelated runtime errors." - }, - { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "torch.export with torch_compilable_check is a different failure mode from Perceiver interpolation on non-default image sizes." + "reason": "Different code paths and symptoms: GraniteSpeech PEFT local-checkpoint loading vs Whisper processor batch_decode skip_special_tokens handling." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "SigLIP2 bad outputs in AutoModel/pipeline is not the same as ModelOutput key assignment when a prior value was None." + "reason": "Both mention OOM, but the affected models and likely root causes differ: int4 quantization reserved-memory growth vs Sam3Video memory exhaustion." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are separate code paths and bugs." + "reason": "Different models and regressions: GLM-4.7-Flash loading test failure vs Qwen3.5 flash-attention generation problem." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both are config-related, but one is missing fields from trust_remote_code AutoConfig and the other is unwrapping text_config for composite multimodal configs." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Torch 2.10 incompatibility is a framework-version issue, while the Qwen3.5 issue is about unpacking embeddings in TRL SFT trainer." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "T5Tokenizer special-token conflict and gguf_file breaking from_pretrained are distinct tokenizer/loading failures." + "reason": "Both involve audio processors, but apply_chat_template sampling-rate defaults and batch_decode skip_special_tokens are separate functions and bugs." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "sinq save/load corruption and mistral_common continue_final_message behavior are different serialization vs chat-format bugs." + "reason": "Both concern exception handling, but they hit different components: tokenizer protobuf decode import vs FuyuBatchFeature tensor conversion." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "extra_state handling in save/from_pretrained does not match the composite-config text_config unwrap bug." + "reason": "Cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored outside quantized cache." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the mistral_common continue_final_message regression." + "reason": "The first is an undefined-variable bug in multimodal token counting; the second is a broader video-input regression across Qwen VL models." }, { - "left": "issue:43299", + "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading breakage from v5.0.0.dev0 and Qwen3-VL-30B weight-shape mismatch are related only at a high level, not the same defect." + "reason": "Different load failures: Qwen3 MOE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "est-roberta tokenizer loading and Mistral regex patching failure involve different tokenizer implementations and different failure points." - }, - { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and disabling mmap on Strix Halo are unrelated performance/workaround issues." + "reason": "No relation: placeholder issue text versus an isolated reproduction of an older issue." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error with BertModel is unrelated to compiled flex_attention on torch >= 2.9." + "reason": "Video-token counting helper bug is not the same as incorrect batched video processor output shape." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "extra_state save/load handling is unrelated to the video-input regression for Qwen2.5/3.x VL models." + "reason": "Different failures on different models: FineGrainedFP8Config on Qwen3Moe vs key error loading MobileLLM-125M." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Loading sleng-bert and patch_mistral_regex backend-tokenizer crash are separate tokenizer-loading problems." + "reason": "Both involve CPU offload, but one is a bark-small device mismatch and the other is a Qwen3_5Moe rotary embedding compatibility issue." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Ignoring tokenizer.json in the repo is not the same issue as DeepSeek-Coder v1 incorrect tokenization after v5+." + "reason": "One is FSDP CPU RAM efficient loading, the other is mmap-related OOM on Strix Halo; related theme, but not the same bug." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "sleng-bert load failure and physical-intelligence/fast load failure are unrelated model-loading regressions." + "reason": "TrainerState token counting is unrelated to a perplexity regression on gpt-oss-20b." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk filling are different v5 regressions in different subsystems." + "reason": "Unrelated: init_empty_weights constructor argument breakage vs PIL image processors wrongly requiring torchvision." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Ministral BPE-marker handling and Mistral3 lm_head weight tying are tokenizer vs model-weight bugs." + "reason": "Different areas entirely: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Whisper pipeline language return regression has no overlap with CamemBERT masked-LM prediction errors." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are different device-placement bugs." + "reason": "Different model families and failures: tied lm_head bug in AyaVision vs dtype propagation issue in Blip2." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "CLIP text model structure inconsistency and Sam3 text encoder weights not loading are not the same model-loading problem." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors: special-token insertion vs codec/warning handling." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated tokenizer vs quantization issues." + "reason": "Different symptoms and subsystems: DiaConfig save/load token IDs vs MXFP4 quantization fallback to bf16." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Mistral dtype mismatch in image preprocessing is unrelated to compile-time template-node errors." + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels v0.15 import-time requirement changes." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES and flex_attention compile failures are different feature areas." + "reason": "No shared underlying bug: loading failure for physical-intelligence/fast vs CLIPTokenizer model_max_length behavior." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are distinct initialization/runtime issues." + "reason": "Both mention tying embeddings, but one is a specific Mistral3 lm_head tying bug and the other is LoRA merge collapse with extended vocabulary." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and PagedAttentionCache linear_attention crash are unrelated config vs cache bugs." + "reason": "Different regression types: RTDetrV2 output changes in v5 vs Qwen3.5 save_pretrained writing wrong visual encoder keys." } ] }, @@ -2191,125 +6529,314 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 10, + "review_unit_index": 21, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:28530", + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", "issue:34567", - "issue:36032", - "issue:40444", - "issue:40990", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", "issue:42175", "issue:42915", - "issue:43089", - "issue:43262", + "issue:43257", "issue:43317", - "issue:43377", - "issue:43404", - "issue:43421", + "issue:43425", "issue:43452", - "issue:43482", - "issue:43541", - "issue:43644", - "issue:43645", - "issue:43646", - "issue:43746", - "issue:43819", - "issue:43883", - "issue:43994", - "issue:44206", - "issue:44220", - "issue:44265", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", "issue:44291", - "issue:44403", - "issue:44451", - "issue:44464", - "issue:44466", + "issue:44479", "issue:44488", - "issue:44530", - "issue:44534", - "issue:44610", - "issue:44811", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", "issue:44849", + "issue:44898", + "issue:44964", "issue:44987", "issue:44991", "issue:45081", - "issue:45084", - "issue:45325", - "issue:45507", - "issue:45584", - "issue:45987", - "issue:46178", - "issue:46326" + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" ], "soft_pairs": [ - "issue:40990|issue:43421", - "issue:44451|issue:44987", - "issue:42915|issue:44530", - "issue:43541|issue:45084", - "issue:34567|issue:40444", - "issue:43644|issue:43646", - "issue:44811|issue:45584", - "issue:42175|issue:46178", - "issue:44206|issue:44220", - "issue:43883|issue:44488", - "issue:40444|issue:46326", - "issue:36032|issue:43645", - "issue:43452|issue:43482", - "issue:43317|issue:43482", - "issue:45084|issue:45507", - "issue:44987|issue:44991", - "issue:43262|issue:43377", - "issue:43746|issue:46326", - "issue:43883|issue:44991", - "issue:44464|issue:45987", - "issue:43646|issue:44534", - "issue:44403|issue:45081", - "issue:42915|issue:45084", - "issue:43645|issue:44534", - "issue:43404|issue:44466", - "issue:44849|issue:45325", - "issue:43377|issue:43819", - "issue:43994|issue:44610", - "issue:28530|issue:34567", - "issue:44451|issue:45081", - "issue:44987|issue:45081", - "issue:42915|issue:44291", - "issue:44265|issue:44610", - "issue:43089|issue:45987" + "issue:28282|issue:34689", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:44479|issue:46693", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:43317|issue:45538", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:27957|issue:28282", + "issue:43540|issue:44479", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "1d858f36614481b3bea03972bc40cea7d4fcbb55105eed0c61e4c4b37af93fa4", + "prepared_review_unit_hash": "ddf7fad77b5503672dbe045243901d6c7d5ed2b89ab59b5e678cc97a8b50d0e8", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated regression/load-error reports. The only strong duplicate-like overlap is the Qwen video-input regression pair, where one issue is a broad umbrella and the other is a specific manifestation.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the best umbrella issue here: it describes the broader Qwen video-input regression in v5.3.0, and issue:45381 reads like a concrete instance of the same bug (wrong vision_position_ids for qwen2.5-vl video input).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most suitable cluster anchor because it is concrete, broader than the narrow follow-up report, and directly captures the shared video-input regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: missing PyTorch vs a Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 loading vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Different areas: DeepSpeed ZeRO3 deque error vs PEFT version bump issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP is not the same as TrainerState token-count tracking." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels revision handling are separate problems." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention regressions, but one is Qwen video-input handling and the other is FA2 long-context performance." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: backend dependency packaging vs missing Qwen2.5-VL class import." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-related, but the concrete bugs differ: AddedToken duplication vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError on a specific model load vs unexpected init_empty_weights argument handling." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon allocator TypeError are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype state, but one is BLIP2 loading and the other is from_config/config staleness." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized device_map offload failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as a broad tokenization-change report." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert and Qwen3OmniMoe video-input error are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but in different Qwen model families and different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token handling and LlamaTokenizer pre-tokenizer override are distinct regressions." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Strong overlap: both describe the same Qwen2.5-VL/Qwen video-input regression in v5.3.0, with 45381 appearing to be a specific manifestation of the broader bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLM-Roberta is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related theme, but different models and different video-processing failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue and a specific model-load failure are not duplicates." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: zero probabilities vs non-default-resolution Perceiver failure." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion and Smollm3 RoPE-layer issues are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState metric updating and custom compute_loss signature mismatch are separate trainer API issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights loading TypeError and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading breakage are different regressions." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication is a different tokenizer bug than the Mistral regex patch crash." + } + ] }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37550, - "estimated_input_tokens": 9388, - "estimated_eval_tokens": 19032 + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and stays conservative overall. The only accepted duplicate-like pair, issue:44479 and issue:45381, is supported by the titles as the same Qwen2.5-VL/video-input regression family in v5.3.0, with 44479 plausibly serving as the broader umbrella. The rejected soft pairs are explained with appropriately cautious distinctions, and the summary does not overstate the level of duplication beyond the evidence provided." }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2317,314 +6844,289 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 11, + "review_unit_index": 22, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:33666", - "issue:35707", - "issue:36032", - "issue:40444", - "issue:40990", - "issue:41553", - "issue:41720", - "issue:42796", - "issue:42915", - "issue:43296", - "issue:43322", - "issue:43381", - "issue:43421", - "issue:43425", - "issue:43482", - "issue:43525", + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:43404", + "issue:43452", + "issue:43526", "issue:43531", "issue:43540", - "issue:43582", - "issue:43611", - "issue:43632", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43720", "issue:43742", - "issue:43746", - "issue:43792", - "issue:44062", - "issue:44079", - "issue:44220", - "issue:44291", - "issue:44403", - "issue:44479", - "issue:44534", + "issue:43756", + "issue:43906", + "issue:44488", "issue:44568", "issue:44589", - "issue:44683", - "issue:44756", - "issue:44811", + "issue:44625", + "issue:44737", + "issue:44821", "issue:44877", - "issue:44987", - "issue:44991", + "issue:44898", + "issue:44913", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45200", "issue:45216", "issue:45325", "issue:45357", - "issue:45538", - "issue:45663", - "issue:45812", - "issue:45923", - "issue:46315", - "issue:46491" + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693" ], "soft_pairs": [ - "issue:43322|issue:43540", - "issue:36032|issue:43742", - "issue:44062|issue:44987", - "issue:42915|issue:44589", - "issue:44479|issue:45325", - "issue:45216|issue:45357", - "issue:44991|issue:46315", - "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:43611|issue:44534", - "issue:43425|issue:44403", - "issue:40444|issue:45325", - "issue:43296|issue:43531", - "issue:44220|issue:44683", - "issue:45812|issue:46491", - "issue:43632|issue:44756", - "issue:42796|issue:43746", - "issue:44403|issue:44991", - "issue:43381|issue:45923", - "issue:33666|issue:40444", - "issue:43792|issue:44589", - "issue:40990|issue:44811", - "issue:44079|issue:45663", - "issue:44291|issue:44589", - "issue:43421|issue:44568", - "issue:43632|issue:44534", - "issue:35707|issue:40444", - "issue:43482|issue:43525", - "issue:41553|issue:43582", - "issue:43482|issue:45538" + "issue:44737|issue:46463", + "issue:43756|issue:46399", + "issue:44568|issue:46491", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43906|issue:46693", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:44625|issue:44877", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:28282|issue:32090", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:28282|issue:33357" ], - "prepared_review_unit_hash": "9e1ff0f8391366e22758f411af688a60825776ae3b466391d4dda6b8d2ce5abc", + "prepared_review_unit_hash": "d7990b5e4854a601c53cd28a92855ad3b11cc1f461bba43f8be6ee5d1f3bf893", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set spanning unrelated tokenizer, model-loading, vision-language, and runtime regressions. The only clear duplicate-like subcluster is the Qwen3.5 `save_pretrained` checkpoint bug; no PR duplicates are present.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45216 is the best canonical representative of the only near-duplicate pair: it and issue:45357 describe the same Qwen3.5 `save_pretrained` checkpoint regression, with 45216 phrased more broadly and having downstream references.", + "summary": "These issues are mostly distinct bugs with only superficial overlap in areas like tokenizers, rope/config handling, loading, and dtype/device behavior. None of the soft pairs look like true duplicates or a single mergeable fix.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest and most representative regression report in the set: a v5 AutoTokenizer bug affecting multiple model families with a clear, concrete symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: it is a clear, broad tokenizer regression affecting all Granite models and has multiple inbound references.", + "best_issue_reason": "issue:45920 has the best combination of scope, clarity, and practical triage value as a cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Different models and failure modes: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "Unrelated bugs: T5 tokenizer method-name conflict vs MobileLLM config key error while loading." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "Different tokenizer/model-loading problems; no shared concrete code path is evident." - }, - { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both mention fp8, but the failures are different enough to look like separate code paths and not one mergeable fix." + "reason": "XLNet CPU device-placement bug vs T5 decoder-input validation message; unrelated code paths." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Both are Qwen VL-related, but one is a broad video-input regression and the other is a specific still-image rope/index scaling bug." + "reason": "Both touch RoPE, but one is missing layers in Smollm3 and the other is a Qwen3.5 kernel registration crash." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 is a narrower follow-up about the incorrect visual-encoder keys." + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: BOS/EOS insertion vs CodeLlama leading-space round-trip." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer loading failure vs a performance regression in `convert_tokens_to_ids`; not the same bug." + "reason": "MobileLLM key error on load vs missing Float8 storage type; unrelated failures." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer initialization error vs device-mapping CUDA assert; unrelated issues." + "reason": "Both involve RoPE-related behavior, but the bugs are model-specific and the failure mechanisms differ." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different models and symptoms: Qwen3-MoE sliding-window handling vs GraniteSpeech config strictness." + "reason": "Image processor torchvision dependency issue vs Mistral tokenizer regex patch crash; different subsystems." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Broad loading breakage vs non-persistent buffer corruption; separate regressions." + "reason": "Both are dtype-related, but they affect different models and different mismatch scenarios." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Environment compatibility issue vs logging/noise during model loading; not the same fix." + "reason": "One is a reproduction of an earlier issue; the other is a broken official Nemotron example with no clear match." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Both involve Qwen2.5-VL image handling, but one is multi-image finetuning failure and the other is temporal position-id scaling." + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Completely different models and failure modes." + "reason": "Released-version dependency bump vs stale auto_mappings config references; different maintenance problems." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure; unrelated." + "reason": "Qwen3-MoE sliding-window behavior vs AutoImageProcessor URL loading; no shared underlying bug." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors, so they are not the same underlying bug." + "reason": "Isolated reproduction issue vs FA2 long-context performance regression; different symptoms and paths." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Transformers v5 init-flag breakage vs Strix Halo mmap OOM workaround; unrelated." + "reason": "XLNet rotary CPU allocation bug vs flash_attention None handling bug; unrelated." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; different subsystems." + "reason": "Mistral3 weight tying bug vs StaticCache return-type contract bug; separate code paths." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs tokenizer loading failure; no shared concrete defect." + "reason": "Both are loading-related, but one is a gguf_file regression and the other is a specific model not loading; not the same bug." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Eval-mode gradient-checkpointing misuse vs missing support flag on a trust_remote_code model." + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss bug; different layers and behavior." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both are Qwen VL training issues, but they target different model versions and different failure modes." + "reason": "Qwen3.5 num_labels propagation bug vs strict config rejection for granite_speech; both config-related but distinct." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Whisper runtime failure vs missing Float8 storage type; unrelated." + "reason": "Qwen3.5 save_pretrained key bug is unrelated to the AutoTokenizer token-ID regression." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Perplexity/reporting issue vs `batch_decode` special-token handling; not the same bug." + "reason": "Video-input ValueError in Qwen3OmniMoe vs long-context generation performance regression; not the same issue." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared state reconstruction; unrelated." + "reason": "GPTNeoX rotary_pct reload bug vs JSON list type error in rope validation; related domain, different defects." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "`init_empty_weights` / `_is_hf_initialized` regression vs Float8 storage lookup failure; different code paths." + "reason": "BitNet packed-weight loading failure vs Perceiver interpolation failure; different models and bugs." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` behavior for a specific tokenizer." + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained regression; unrelated changes." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Different Transformers v5 regressions affecting separate internals." + "reason": "DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity issue; not duplicates." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image IterableDataset finetuning." + "reason": "PyTorch-missing ImportError vs Trainer broadcast TypeError; different failure modes." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "GGUF/v5 loading failure vs missing `pad_token_id` on Llama4Config; different defects." + "reason": "Both involve missing config fields, but one is generic remote-code config loading and the other is a specific Qwen3_5MoeVisionConfig field being dropped." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Bad AutoTokenizer error message vs Apple Silicon warmup TypeError; unrelated." + "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder validation error; unrelated model families and code paths." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Different tokenizer/model-loading regressions; no shared underlying bug." + "reason": "AutoModel missing PyTorch vs MacOS bus error on CLIP; completely different problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:45812 is indeed a broad Granite tokenizer regression with multiple inbound references, and 45216/45357 look like the only credible near-duplicate pair around the Qwen3.5 save_pretrained regression. The soft-edge rejections are generally conservative and tied to distinct titles/symptoms. No PR pairs are present in the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2632,314 +7134,311 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 12, + "review_unit_index": 23, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:40444", - "issue:41720", - "issue:42175", - "issue:42796", - "issue:42915", - "issue:43296", - "issue:43317", - "issue:43377", - "issue:43454", - "issue:43482", - "issue:43493", + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", "issue:43531", - "issue:43606", - "issue:43611", - "issue:43632", - "issue:43644", + "issue:43577", "issue:43646", - "issue:43701", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", "issue:43749", - "issue:43792", - "issue:43818", - "issue:43856", - "issue:43873", - "issue:43957", + "issue:43756", + "issue:43819", + "issue:43927", "issue:43994", - "issue:44079", - "issue:44265", - "issue:44291", - "issue:44462", + "issue:44361", + "issue:44442", + "issue:44464", "issue:44466", "issue:44479", - "issue:44534", - "issue:44829", - "issue:44877", - "issue:45072", - "issue:45081", - "issue:45325", - "issue:45357", - "issue:45381", - "issue:45479", - "issue:45491", + "issue:44484", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45372", + "issue:45440", "issue:45542", "issue:45701", - "issue:45800", - "issue:45812", + "issue:45704", "issue:45823", - "issue:45834", - "issue:46402" + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491" ], "soft_pairs": [ - "issue:43317|issue:43856", - "issue:42175|issue:45542", - "issue:43531|issue:44291", - "issue:44829|issue:45479", - "issue:44079|issue:44534", - "issue:44462|issue:45812", - "issue:43818|issue:46402", - "issue:41720|issue:45081", - "issue:43377|issue:45491", - "issue:43818|issue:45357", - "issue:43611|issue:43646", - "issue:43644|issue:44079", - "issue:44265|issue:45072", - "issue:43749|issue:44079", - "issue:42175|issue:43296", - "issue:45325|issue:45381", - "issue:40444|issue:45381", - "issue:43493|issue:43994", - "issue:43454|issue:44466", - "issue:45325|issue:45834", - "issue:43792|issue:43957", - "issue:42915|issue:43482", - "issue:43632|issue:45072", - "issue:42796|issue:45381", - "issue:43701|issue:45325", - "issue:44291|issue:44877", - "issue:43873|issue:45701", - "issue:43296|issue:45800", - "issue:43606|issue:44265", - "issue:44479|issue:45823" + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43531|issue:43742", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:44479|issue:44625" ], - "prepared_review_unit_hash": "893bcc1913af36c6ba503d0b3e127aff7cc2c5cb44237fb55a9ef38debc38a7d", + "prepared_review_unit_hash": "7bb5456b658eee46344e9872b8b9eaf704821973cf42a4156d4f81ab8beb208e", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36827, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "serialized_chars": 36906, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are broad-similarity only and should be rejected. The strongest duplicate signals are the TensorFlow backend packaging issue, the SigLIP2 HF-vs-JAX mismatch, and the Qwen2.5-VL positional-id regression.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43493 is the cleanest root-cause report in this set: it states the SigLIP2 HF/JAX implementation mismatch directly, and issue 43994 reads like the user-facing symptom of the same bug.", + "summary": "This set is a loose collection of mostly unrelated issue reports; none of the suggested soft pairs look like true duplicates or the same underlying change. The most concrete tokenizer-specific report is the best anchor, but the cluster overall is not cohesive.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43653 is the most self-contained and actionable report here: it describes a specific tokenizer special-token registration bug with a clear user-visible failure and CI signal.", "canonical_pr_reason": null, - "best_issue_reason": "43493 is the best anchor issue because it is specific, reproducible, and points to the underlying implementation discrepancy rather than only a downstream symptom.", + "best_issue_reason": "issue:43653 is a strong representative issue because it is narrow, reproducible, and likely to map to a single fix path, unlike several broader regression or compatibility reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43317", - "right": "issue:43856", + { + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Different bugs: device-map/offload load failure vs MoE training memory inefficiency." + "reason": "Both concern tied-weights behavior, but one is about inconsistent serialization by device and the other about translation-model issues in v5; different symptoms and likely different code paths." }, { - "left": "issue:42175", - "right": "issue:45542", - "accept": true, - "reason": "Both describe the same packaging/dependency bug: installing the torch extra leaves TensorFlow backend unavailable/undefined." + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Both mention IndexError-like failures, but one is a DeepSpeed ZeRO-3 loading crash and the other is trainer state/evaluate behavior after training; not the same bug." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different code paths: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized loading failure." + "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other about AutoTokenizer calling model_info offline; both touch loading, but they are distinct failure modes." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Both are training degeneracies, but one is tied to flash_attention_3 and the other to single-label classification loss handling." + "reason": "Both involve model loading/training regressions, but one is auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading; unrelated code paths." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated regressions." + "reason": "One is an MLukeTokenizer AttributeError on tasks, the other is AutoTokenizer failing to load a different tokenizer class; same area, different tokenizer and failure." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer.json loading behavior vs Granite token-ID regression are different failures." + "reason": "Both concern model loading/saving state, but one is unexpected position-id keys and the other is sinq quantized models breaking after save/load; not the same underlying bug." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Video-LLaVA vision tower/temporal attention bug vs Sam3 text-encoder weight loading bug." + "reason": "Both are tokenizer-related, but one is a BigBird special-token decode issue and the other is an MLukeTokenizer task AttributeError; different models and symptoms." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "CUDA assert under auto device mapping is unrelated to the Mistral tokenizer regex/backend_tokenizer crash." + "reason": "One is DAC.from_latents vs forward mismatch, the other is Whisper batch_decode skip_special_tokens handling; both are decoding-related but not the same defect." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both involve batching, but the actual bugs differ: missing padding-mask support vs sliding-window all-padding NaNs." + "reason": "Both involve vision model inference regressions, but one is SigLIP2 nonsensical outputs and the other is Perceiver resize/interpolation failure; different architectures and bugs." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization regression." + "reason": "One is a Gemma 4 processor import problem from mistral_common, the other is a Windows/ROCm torch.distributed dependency issue; unrelated failures." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both are v5 loading regressions, but they describe different concrete failures and are not clearly the same bug." + "reason": "Both are regressions involving model/processor behavior, but one is zero probabilities for SigLIP2 and the other is processor.tokenizer/image handling breakage; not the same bug." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key handling." + "reason": "Trainer evaluate/train state issues and Gemma4 PLE device-mismatch during forward are different problems in different subsystems." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are different problems." + "reason": "One is a future v5 tokenization-space cleanup behavior change, the other is a CodeLlama encode/decode leading-space regression; both tokenizer-related but not the same issue." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + "reason": "Both are backend/dependency errors, but one is about tensorboard without TensorFlow and the other is tensorflow_text not in BACKENDS_MAPPING; distinct package/backend plumbing." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Package extras / TensorFlow backend setup is unrelated to the PaddleOCR-VL vLLM load failure." + "reason": "Both involve processor/tokenizer regressions, but one is custom model code using processor.tokenizer/images and the other is Kimi-K2.5 codec handling plus warning text; different defects." }, { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen2.5-VL positional-id regression in v5.3.0, one for still images and one for video input." + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but BigBird mask-token registration and mdeberta-v3 BOS/EOS addition are separate tokenizer implementations and likely separate fixes." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is not the same as the Qwen2.5-VL video positional-id bug." + "reason": "Sliding-window behavior in Qwen3-MoE and a key error when loading MobileLLM-125M are unrelated model/configuration bugs." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 problem: HF implementation disagrees with JAX and produces bad outputs in AutoModel/pipeline." + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is gguf_file breaking loading APIs, the other is Blip2 dtype propagation; no shared underlying code path beyond general loading." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Untied lm_head weights and inconsistent lm_head serialization are different weight-tying issues." + "reason": "Blip2 dtype placement and RTDetrV2 output divergence are unrelated model-specific regressions." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Qwen2.5-VL position-id regression and Kosmos2.5 OCR index error are unrelated." + "reason": "One is an offline-mode failure in AutoTokenizer's Mistral regex patching, the other is tokenizer loading failure for a specific model; same surface area, different root causes." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Whisper runtime failure is not the same as the meta-device loading regression." + "reason": "Custom model initialization breakage in v5 and FSDP RAM-efficient loading are different breakages with different lifecycles and code paths." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-GGUF loading failure are different model/version issues." + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error with a CLIP community model are not the same bug; one is behavior mismatch, the other is a crash." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "_is_hf_initialized/init-empty loading regression is unrelated to the bfloat16 dtype mismatch issue." + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-implementation issues." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are different bugs." + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated; one is math/scale, the other is an external dependency leak." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-id regression." + "reason": "BigBird mask-token special-token registration and DiaConfig custom token ID persistence are both token-related, but one is tokenizer metadata and the other is config save/load behavior." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and strict config blocking granite_speech are unrelated." + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are both generation/cache issues, but they target different mechanisms and model code." }, { - "left": "issue:43873", + "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Quantized offload behavior and version-dependent tokenization are different regressions." + "reason": "Auxiliary-loss normalization and version-dependent tokenization changes are different classes of bug; no clear shared code path." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the torch 2.4.1 and transformers 5.8.0 incompatibility." + "reason": "Auxiliary-loss normalization and divergence from remote DeepSeekV3 implementation are unrelated model behavior issues." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "CPU offload device mismatch and torch.export/torch_compilable_check failure do not share the same code path." + "reason": "A question about default max_shard_size and an AutoProcessor kwargs-passing bug are unrelated API issues." }, { "left": "issue:44479", - "right": "issue:45823", + "right": "issue:44625", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device-mismatch forward failure are unrelated." + "reason": "A video-input regression in multiple Qwen VL variants and num_labels propagation in Qwen3.5 are different configuration/inference problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are strongly title-aligned (packaging/TensorFlow backend, SigLIP2 HF-vs-JAX symptom/root-cause, and Qwen2.5-VL position-id regressions), while the rejections avoid overstating similarity. No PR mergeability concerns apply here since these are issue pairs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2947,297 +7446,318 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 13, + "review_unit_index": 24, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:34634", - "issue:35707", + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", "issue:39692", - "issue:40444", - "issue:40990", "issue:41720", - "issue:42617", - "issue:42796", - "issue:42915", - "issue:42947", - "issue:43257", "issue:43262", - "issue:43317", - "issue:43322", - "issue:43377", - "issue:43454", - "issue:43526", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", "issue:43550", "issue:43572", + "issue:43577", "issue:43606", + "issue:43643", + "issue:43688", "issue:43720", - "issue:43746", - "issue:43749", - "issue:43819", - "issue:43873", - "issue:43881", - "issue:43883", - "issue:44186", - "issue:44265", - "issue:44387", - "issue:44488", - "issue:44534", - "issue:44568", + "issue:43742", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", "issue:44610", - "issue:44898", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44964", "issue:44977", - "issue:44991", - "issue:45072", + "issue:45290", + "issue:45405", + "issue:45491", "issue:45584", - "issue:45704", - "issue:45759", "issue:45823", - "issue:45920", - "issue:45923", + "issue:46002", "issue:46050", "issue:46209", - "issue:46305", - "issue:46315" + "issue:46365", + "issue:46612", + "issue:46693" ], "soft_pairs": [ - "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:43881|issue:44488", - "issue:35707|issue:41720", - "issue:34634|issue:35707", - "issue:43606|issue:43819", - "issue:43454|issue:43550", - "issue:39692|issue:40444", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:46305|issue:46315", - "issue:43377|issue:44610", - "issue:44568|issue:45920", - "issue:43257|issue:45923", - "issue:42796|issue:46209", - "issue:43454|issue:45072", - "issue:43317|issue:43873", - "issue:43377|issue:44898", - "issue:43454|issue:43720", - "issue:42796|issue:44977", - "issue:40990|issue:42947", - "issue:43749|issue:44534", - "issue:42617|issue:42915", - "issue:43572|issue:45759", - "issue:43322|issue:46050", - "issue:43526|issue:43883", - "issue:41720|issue:43322", - "issue:43881|issue:44991", - "issue:44387|issue:45704" + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46693", + "issue:43643|issue:44561", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:44514|issue:45290", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44977|issue:46209", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43452|issue:44451", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "41569c814f38f62eb8e8d333b46fe4fab49a542d2cd5df7c232181eec769f6d6", + "prepared_review_unit_hash": "9d1ad7904d27e5277531a1ddac4524250287d6fe4b3ce49eb707a067dc3a777c", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36488, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "soft_pair_count": 32, + "serialized_chars": 37376, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab bag of unrelated model-, tokenizer-, processor-, and loading-path bugs. None of the suggested soft pairs look like the same concrete underlying defect, so I reject all soft edges. The strongest standalone issue is the broad tokenizer regression affecting multiple models.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45920 is the best umbrella candidate: it is an open, regression-style tokenizer bug affecting multiple model families, with clear user impact and broad duplicate potential.", + "summary": "The cluster is heterogeneous: most items are distinct bugs/regressions across different models, loaders, and runtime paths. No soft pair looks like the same underlying fix, so all soft edges are rejected.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 33666 is the broadest, most discussion-heavy item here, but it is not truly duplicate with the rest of the cluster; it is only the least-specific representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest issue to anchor the cluster because it is broad, reproducible, and clearly describes a multi-model regression rather than a model-specific edge case.", + "best_issue_reason": "33666 is the best issue representative because it captures a general multi-GPU training problem and has the strongest evidence of being a recurring user-facing topic, even though it does not subsume the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Audio chat-template sample-rate handling and PEFT checkpoint loading are different subsystems with different failure modes." + "reason": "Both mention NaNs, but one is a GPU mixed-length batching issue and the other is a classification-head checkout/init problem; different failure modes and code paths." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Perplexity regression on a causal LM and Whisper empty-transcription failure are unrelated bugs." + "reason": "Completely different subsystems: torch.compile/SDPA model forward bug vs tokenizer/task AttributeError." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + "reason": "Multi-GPU training and a GenerationMixin import error are unrelated issues." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map CUDA assertions." + "reason": "Trainer NoneType broadcast error is a distributed-training bug, but not the same as Qwen2-VL multi-GPU training support." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Bark voice_preset handling and progressive generation with cached KV are unrelated." + "reason": "Both involve generation internals, but one is KV-cache continuation indexing and the other is beam-search cache reorder skipping for certain model classes." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is not the same bug as DAC forward/from_latents parity." + "reason": "Compiled-forward inconsistency and flash-attention generation breakage are different bugs with different triggers." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Weight tying in AyaVision and torch.compile SDPA failure in Bamba are different code paths." + "reason": "Device-map/cuda assert on A800 is unrelated to chunked generation output inconsistency under compiled forward." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Documentation/example errors and Qwen2.5-VL finetuning with iterable datasets are unrelated." + "reason": "Loading a model checkpoint key error is not the same as failing to load an image processor from URL." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus torch.export failures in torch_compilable_check are different classes of bug." + "reason": "Both are save/load related, but one is tied-weight serialization variance by device and the other is quantized-sinq persistence failure." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Both involve device_map=auto, but the affected models and concrete failures differ." + "reason": "Legacy preset loading for BEiT semantic segmentation is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Streaming mask off-by-one and slow convert_tokens_to_ids are unrelated performance/logic issues." + "reason": "Different model families and different bugs: BEiT preset loading vs Bamba torch.compile SDPA failure." }, { - "left": "issue:43377", + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation correctness/performance issue and long-context FA2 performance regression are not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code ecosystems, but one is missing fields in AutoConfig and the other is removal of a helper breaking model code." + }, + { + "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask correctness and OmDet-Turbo image-size mismatch are unrelated." + "reason": "Legacy field loading and processor output size mismatch are unrelated." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "A model-specific add_special_tokens regression is not the same as the broader wrong-token-id tokenizer regression." + "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues in different model/runtime paths." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Accelerate+DeepSpeed MoE weight conversion and missing gradient-checkpointing flag are different configuration bugs." + "reason": "Packed-weight loading bug and DiaConfig token-ID persistence bug do not share the same underlying fix." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "lm_head tying and bfloat16 dtype mismatch are different model/runtime problems." + "reason": "CPU offload device mismatch and config token-ID loss are different classes of bugs." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "They both mention offloading/quantization, but the titles point to different failure modes and are too broad to merge." + "reason": "Both are apply_chat_template crashes, but one is batched padding=False handling and the other is assistant tool-call/no-content handling." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "MIMI padding-mask correctness and Perceiver interpolation at non-default resolution are unrelated." + "reason": "Qwen2-VL multi-GPU training is not the same as CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking are distinct loading issues." + "reason": "Embedding dtype mismatch at eval and auxiliary-loss normalization are unrelated model issues." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Tokenizer BPE-marker handling and flash-attention generation failures are not the same underlying bug." + "reason": "An MPS attention correctness issue is not the same as failing to import Trainer because of datasets." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Perplexity on a benchmark and ineffective gradient checkpointing are unrelated." + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-tokenization regression are different processor bugs." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different v5 regressions." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "A 3d_parallel script failure and a Qwen3Moe FP8 config failure are unrelated." + "reason": "SigLIP2 documentation example errors are not the same as a deeper HF-vs-JAX implementation discrepancy." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping in composite Qwen configs are different config issues." + "reason": "Qwen3.5 flash-attention generation issues and FP8 B200 inference failure are distinct hardware/runtime problems." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Llava Next loading segfaults and sinq save/load breakage are different model-loading paths." + "reason": "Loading Phi-4 multimodal and a PEFT minimum-version bump are not duplicate bugs." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "BeitImageProcessor label reduction and Molmo tied-weights attribute errors are unrelated." + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "CUDA assert under auto device mapping and Llava Next segfaults are distinct load-time failures." + "reason": "gguf_file breaks generic AutoTokenizer/AutoModel loading, while ScandiBERT load failure is a model-specific regression." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Model loading failure and tokenizer loading regression affect different components." + "reason": "Both are pad-token config regressions, but they affect different fields and different config classes, so they are not clearly the same bug." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "CUDA reserved-memory growth under int4 quantization and an apex RMSNorm memory leak are separate memory issues." + "reason": "Gemma4 device-map forward mismatch and sinq quantized save/load breakage are different issues." } ] }, @@ -3252,445 +7772,321 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 14, + "review_unit_index": 25, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:26413", - "issue:28530", + "issue:28218", + "issue:33357", "issue:33666", - "issue:36010", - "issue:36331", - "issue:40990", - "issue:41720", - "issue:42617", - "issue:42915", - "issue:43065", + "issue:39692", + "issue:43257", + "issue:43278", "issue:43295", - "issue:43317", - "issue:43404", - "issue:43450", - "issue:43531", - "issue:43550", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", "issue:43572", - "issue:43577", + "issue:43575", "issue:43606", "issue:43646", - "issue:43708", - "issue:43720", - "issue:43873", - "issue:44008", - "issue:44186", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", "issue:44361", - "issue:44423", + "issue:44464", "issue:44466", - "issue:44610", - "issue:44671", - "issue:44743", - "issue:44756", - "issue:44877", - "issue:44898", - "issue:44977", - "issue:44991", - "issue:45072", - "issue:45161", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:45200", + "issue:45229", "issue:45357", - "issue:45406", - "issue:45632", - "issue:45684", - "issue:45701", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", "issue:45823", - "issue:46291", - "issue:46402", - "issue:46665" + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46489" ], "soft_pairs": [ - "issue:44466|issue:45357", - "issue:41720|issue:44977", - "issue:36331|issue:42617", - "issue:36331|issue:42915", - "issue:43450|issue:45701", - "issue:26413|issue:28530", - "issue:44877|issue:44991", - "issue:40990|issue:45701", - "issue:44186|issue:45072", - "issue:43065|issue:46402", - "issue:43873|issue:44756", - "issue:43550|issue:43720", - "issue:41720|issue:42617", - "issue:43577|issue:43708", - "issue:43404|issue:45357", - "issue:43550|issue:43606", - "issue:43295|issue:45701", - "issue:43646|issue:46665", - "issue:44186|issue:44610", - "issue:44008|issue:45823", - "issue:44610|issue:44898", - "issue:42915|issue:43317", - "issue:44423|issue:45406", - "issue:36010|issue:42617", - "issue:45632|issue:45684", - "issue:41720|issue:45161", - "issue:28530|issue:33666", - "issue:44671|issue:44743", - "issue:43531|issue:43572", - "issue:42915|issue:46291", - "issue:44186|issue:44361", - "issue:36331|issue:41720" + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:44849|issue:46209", + "issue:44568|issue:46489", + "issue:44488|issue:44843", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43278|issue:43701", + "issue:44849|issue:45357", + "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43257|issue:43299", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43606|issue:44112", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:44493|issue:46285", + "issue:44464|issue:46424", + "issue:43504|issue:43653", + "issue:45200|issue:45229", + "issue:43572|issue:44291", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "8df2dc155dc1f6e1b76b6d79c0cadbc9a0393873dba9c7ccdd1cb72d0fc789c5", + "prepared_review_unit_hash": "2b7d12b0e9a3e8ee99d96b34c8ef30df2f02125f822474c5d483dbd992f4ce26", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36799, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "serialized_chars": 37453, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of issue reports around unrelated model-specific regressions and trainer/loading failures. Only one soft pair looks plausibly duplicate: the custom-model init/from_pretrained regressions in 43646 and 46665. No PRs are present.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43646 is the broadest representative regression here and the best umbrella for the only plausible duplicate pair; the rest are mostly unrelated model- or subsystem-specific bugs.", + "summary": "This cluster is a loose similarity set, not a duplicate set. Most pairs are only thematically related (tokenizers, configs, multimodal loading, CI, or performance regressions) but describe different code paths and failure modes, so I would reject every soft edge.", + "confidence": 0.8, + "canonical_issue_reason": "No single issue is a safe canonical duplicate anchor here; the items span unrelated bugs across tokenizer behavior, config migration, multimodal loading, CI failures, and memory/device issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 best captures the cluster\u2019s main recurring theme: Transformers v5 breaking custom model initialization/loading paths.", + "best_issue_reason": "If a representative issue must be picked, issue:45812 is the broadest and most central tokenizer regression, with multiple inbound references; however, it still should not be treated as a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Different regressions: tied `lm_head.weight` serialization vs incorrect Qwen3.5 visual encoder keys during save_pretrained." - }, - { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both involve Qwen models, but one is a device-map cudaErrorAssert and the other is a flash-attention generation failure." + "reason": "Tokenizer spacing bug vs MacOS bus error in a CLIP model; completely different failure modes." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Trainer `compute_loss` kwarg breakage is unrelated to a 3d_parallel startup failure." + "reason": "SigLIP2 inference quality issue vs return_tensors handling in multimodal kwargs; not the same bug." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Unexpected `num_items_in_batch` kwarg and FineGrainedFP8Config failure are different bugs." + "reason": "Dtype change in evaluation vs ZeRO-3 gradient growth; different symptoms and likely different causes." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Video processor batching shape bug and tokenization-version drift are different subsystems." + "reason": "SigLIP2 implementation discrepancy vs DeepSpeed training instability; unrelated subsystems." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Checkpoint resume/epoch iterator failure is separate from early-stopping metric resolution." + "reason": "Broken documentation example vs regression in processor.tokenizer/custom image passing; distinct issues." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both are loading regressions, but one is strict config parsing and the other is tokenizer loading; no shared code-path is evident." + "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure on B200; different model classes and code paths." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Extremely high perplexity on a model is not the same as tokenization behavior changing across versions." + "reason": "Both are tokenizer regressions, but they affect different models and do not look like the same underlying defect." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Model load failure vs offline-mode hub call in mistral regex patch; not the same root cause." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Same Sam3 family, but dummy Conv2d in the pixel decoder and missing text-encoder weights are different bugs." + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training request; unrelated." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Quantization/offload behavior and disabling mmap for OOM are different root causes." + "reason": "Custom model initialization regression vs tied-weight serialization inconsistency; different code paths." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight loading are unrelated." + "reason": "Both concern tokenization regressions, but one is mDeBERTa special-token behavior and the other is Granite token IDs; not the same bug." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Qwen3 auto device-map assert and 3d_parallel execution failure are unrelated." + "reason": "DiaConfig save/load token ID loss vs MLukeTokenizer AttributeError; different models and failures." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "BLIP2 dtype propagation and checkpoint max_steps recalculation are distinct trainer/model-loading bugs." + "reason": "Embedding dtype drift vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:43404", + "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Mistral3 tied-weight serialization and Qwen3.5 visual-encoder key saving are different model-specific failures." + "reason": "Hidden-states output bug vs incorrect visual encoder keys on save_pretrained; not the same issue." }, { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Different failures: torch.compile SDPA crash vs CPU offload device mismatch." - }, - { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and version-dependent tokenization behavior are not the same bug." - }, - { - "left": "issue:43646", - "right": "issue:46665", - "accept": true, - "reason": "Both describe v5 regressions in custom Python model classes/from_pretrained initialization; they plausibly share the same loading/init bug." + "reason": "Failed janus image generation test vs an unreleased PEFT version bump; unrelated." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + "reason": "Legacy-field load failure vs CPU offload device mismatch; different bugs." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different components and failures." + "reason": "Qwen2-57B TP OOM vs PEFT version pin problem; unrelated." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Processor output-size bug and Perceiver non-default-resolution failure are unrelated." + "reason": "Accelerate+DeepSpeed conversion issue vs dev regression loading Qwen3VL MoE; similar family, but different failure paths." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized-model offload loading failure are different mechanisms." + "reason": "Missing storage object in FP8 path vs flash_attn import KeyError on Python 3.13; not the same defect." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both are serve/multimodal crashes, but the concrete failures and code paths differ." + "reason": "Missing pad_token_id in Qwen3-VL vs missing pad_token_idx in StableLmConfig; both config regressions, but different models and fields." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "`GenerationMixin` import error is unrelated to a 3d_parallel runtime failure." + "reason": "CPU offload mismatch in bark-small vs stale GraniteSpeech device override test; not the same bug." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Cache-path collisions and read-only permission propagation are different save/export bugs." + "reason": "pad_token_id missing in Qwen3-VL vs from_config not unwrapping text_config for composite Qwen 3.5/3.6; related area but different root cause." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel failure are unrelated parallelism issues." + "reason": "ImportError for Qwen2.5-VL class vs FP8 storage lookup failure; unrelated." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated trainer problems." + "reason": "Unexpected position-id key warnings vs CLIP text-model structure change; different models and APIs." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3_5 recurrent-state reset are different models and code paths." + "reason": "Chunked generation inconsistency with compiled forward vs cache max length behavior; not the same change." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Qwen3-MoE sliding-window bug and StableLmConfig pad_token_idx regression are unrelated." + "reason": "Legacy field load failure vs BigBirdTokenizer mask-token special-token registration; different tokenizer/model bugs." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels import requirements are different package/code-path issues." + "reason": "Training-time mm_token_type_ids defaulting issue vs multi-GPU inference OOM; distinct problems." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Different tokenizers and different AttributeError failures; no shared bug." + "reason": "Missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument with init_empty_weights; different migration issues." }, { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Unexpected `compute_loss` kwarg and Qwen3 device-map assert are unrelated." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it stays cautious about the largely heterogeneous set of issues, and the only accepted soft pair (43646/46665) is framed as a plausible shared custom-model loading/init regression rather than a strong certainty. No PR pairs are present, so there is nothing mergeability-related to reject." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 15, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:28530", - "issue:29159", - "issue:30064", - "issue:33357", - "issue:34567", - "issue:34634", - "issue:35707", - "issue:36032", - "issue:41720", - "issue:42490", - "issue:42915", - "issue:43316", - "issue:43322", - "issue:43329", - "issue:43388", - "issue:43526", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43606", - "issue:43644", - "issue:43653", - "issue:43720", - "issue:43746", - "issue:43782", - "issue:43873", - "issue:43881", - "issue:44077", - "issue:44387", - "issue:44451", - "issue:44492", - "issue:44509", - "issue:44534", - "issue:44589", - "issue:44625", - "issue:44913", - "issue:44991", - "issue:45059", - "issue:45357", - "issue:45406", - "issue:45464", - "issue:45479", - "issue:45701", - "issue:45704", - "issue:45759", - "issue:45859", - "issue:46402", - "issue:46665" - ], - "soft_pairs": [ - "issue:43526|issue:43881", - "issue:43316|issue:44913", - "issue:42915|issue:43322", - "issue:28530|issue:30064", - "issue:33357|issue:35707", - "issue:43540|issue:43782", - "issue:43550|issue:43653", - "issue:29159|issue:36032", - "issue:43873|issue:45704", - "issue:43606|issue:43720", - "issue:30064|issue:34634", - "issue:44387|issue:45701", - "issue:44492|issue:44509", - "issue:44534|issue:46665", - "issue:43388|issue:45059", - "issue:41720|issue:43746", - "issue:43531|issue:45759", - "issue:42490|issue:43329", - "issue:43606|issue:43653", - "issue:45406|issue:45464", - "issue:34567|issue:35707", - "issue:45357|issue:46402", - "issue:34634|issue:41720", - "issue:45759|issue:45859", - "issue:44451|issue:44991", - "issue:43531|issue:44589", - "issue:44625|issue:45479", - "issue:44077|issue:44625", - "issue:43644|issue:46665" - ], - "prepared_review_unit_hash": "a8e9086d815dca42b21b1390408ad421a7f7b823c17c3ef8591563e0981a0abb", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36374, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during multi-GPU inference vs device mismatch during forward; not the same failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after align_special_tokens; unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient anomaly vs inability to load Phi-4 multimodal model; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs vs unexpected position-id keys across many models; not the same root cause." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3702,430 +8098,314 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 16, + "review_unit_index": 26, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:30064", - "issue:36010", - "issue:39692", - "issue:41720", - "issue:42886", - "issue:43381", - "issue:43421", - "issue:43531", + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", "issue:43550", - "issue:43645", - "issue:43653", - "issue:43720", - "issue:43746", - "issue:43782", - "issue:43819", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43824", "issue:43844", "issue:43873", - "issue:43927", - "issue:43994", - "issue:44062", + "issue:43957", "issue:44186", - "issue:44368", - "issue:44451", - "issue:44514", - "issue:44545", + "issue:44423", + "issue:44554", "issue:44610", - "issue:44671", - "issue:44843", - "issue:44898", - "issue:44918", - "issue:44936", + "issue:44734", + "issue:44849", "issue:44987", - "issue:45042", "issue:45072", - "issue:45081", + "issue:45084", + "issue:45198", + "issue:45200", "issue:45356", - "issue:45357", - "issue:45381", - "issue:45704", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", "issue:45759", - "issue:45907", - "issue:45923", - "issue:46032", + "issue:45823", "issue:46050", - "issue:46463", - "issue:46655", - "issue:46693" + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369" ], "soft_pairs": [ - "issue:44898|issue:45072", - "issue:44062|issue:44451", - "issue:44368|issue:45357", - "issue:43381|issue:43844", - "issue:44987|issue:45042", - "issue:46655|issue:46693", - "issue:39692|issue:44610", - "issue:43421|issue:43927", - "issue:45704|issue:45923", - "issue:41720|issue:45704", - "issue:44918|issue:44936", - "issue:44514|issue:44545", - "issue:43746|issue:46050", - "issue:43381|issue:45704", - "issue:43531|issue:43645", - "issue:42886|issue:44843", - "issue:46032|issue:46463", - "issue:45759|issue:45923", - "issue:43421|issue:43653", - "issue:43994|issue:44671", - "issue:39692|issue:43873", - "issue:43746|issue:43873", - "issue:43782|issue:45381", - "issue:43421|issue:44186", - "issue:45081|issue:45356", - "issue:30064|issue:36010", - "issue:45356|issue:45907", - "issue:43720|issue:43819", - "issue:43653|issue:43720", - "issue:43550|issue:45072" + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43450", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:43873", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824" ], - "prepared_review_unit_hash": "f62fe63fdf028584f5e68095928c18a53cbab4c099720e9fa6af6fbfba3fca01", + "prepared_review_unit_hash": "788ef56a0c035bf5361f26818196d3328529a13301b5f23c6b47d9987afb5c1b", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36491, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: nearly all pairs are unrelated issues in different models/code paths. Only one pair is a clear duplicate (the two Qwen2_5_VLProcessor.apply_chat_template batched-input crashes). One offline tokenizer pair is thematically close but still too specific vs generic to merge confidently.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue for the whole set: the items span many unrelated bugs, with only localized duplicate candidates rather than one coherent underlying problem.", + "summary": "This cluster is mostly a grab-bag of unrelated runtime bugs across tokenization, loading, serving, attention, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43295 is the strongest representative because it describes a concrete regression in a public multimodal API with a clear user-facing failure mode, which is more general than the many highly model-specific reports in the set.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to anchor on the strongest duplicate signal, issue 44545 is the best representative because it is the cleaner duplicate of 44514 and has the clearer, more specific title.", + "best_issue_reason": "issue:43295 is the best standalone issue for the cluster: it is a clear regression, easy to reproduce, and broadly relevant to custom model code using processor/tokenizer APIs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Different models and failure modes: Perceiver image-resolution handling vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both involve quantization-related behavior, but one is about offloading with quantization and the other is save/load breakage for sinq; different bugs." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken constructor regression and the other is a model load failure for ScandiBERT." + "reason": "Different failure modes and code paths: flash-attention sink handling versus quantized model serialization/loading." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Both mention Qwen, but one is a tie_word_embeddings warning during LoRA fine-tuning and the other is a visual encoder key save/load regression." + "reason": "Flash Attention test failures and MLflow job status reporting are unrelated." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Unrelated bugs: eval-mode gradient checkpointing restriction vs a DeepSpeed ZeRO-3 gradient explosion regression." + "reason": "A trailing-slash import warning and an OOM on GPT-oss are unrelated." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Different code paths: loading a specific model repository vs image processors incorrectly requiring torchvision." + "reason": "Tokenizer consistency bug versus Trainer broadcast NoneType error; no shared underlying defect." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Video processor padding bug vs FA2 long-context performance regression; no same underlying defect." + "reason": "Generic compile error versus a Python 3.13 import-utils KeyError; unrelated." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Both are vision-related, but one is a documentation/example mismatch and the other is a processor/model image-size mismatch." + "reason": "Same model family, but a dummy Conv2d implementation issue is not the same as a memory overflow report." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Different tokenization problems: runtime special-token post-processing updates vs DiaConfig losing custom token IDs after save/load." + "reason": "Tokenizer spacing behavior and TrainerState token counting are different subsystems and bugs." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "T5 apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Both are serve crashes, but they hit different endpoints and different root causes." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and T5 RMSNorm leak are unrelated failures." + "reason": "TorchScript export support for GeneratorExp is unrelated to SigLIP2 zero probabilities." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both involve trainers, but one is embedding unpacking in TRL SFT and the other is evaluate() failing after train(); different bugs." + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are not the same bug." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding is disabled; titles describe the same failure." + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and rope-validation TypeError are unrelated." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters vs quantized model save/load breakage are different mechanisms and symptoms." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Eval-mode gradient checkpointing and T5 memory leak are not the same code-path problem." + "reason": "Bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are different issues." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a Jupyter custom-model initialization regression." + "reason": "Flash-attention sink handling and composite Qwen config unwrapping are unrelated." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Both involve HF_HUB_OFFLINE tokenization paths, but one is a generic cache-load failure and the other is a specific _patch_mistral_regex model_info() call; too broad to treat as the same bug." + "reason": "An import name regression and meta-device model loading breakage are different problems." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Mamba2Mixer use_cache correctness issue is unrelated to a T5 decoder input validation error message." + "reason": "Qwen3OmniMoe video input processing and Gemma 4 mm_token_type_ids defaults are unrelated." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Composite Qwen multimodal config unwrapping is unrelated to a missing gradient-checkpointing flag." + "reason": "Processor.tokenizer regression versus batched video shape bug; not the same underlying change." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Special-token post-processor update bug is different from BigBirdTokenizer mask-token registration causing empty decode output." + "reason": "Text-only fine-tuning defaults and Gemma4 PLE device mismatch are separate issues." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding versus return_tensors being ignored are different tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Both are model quality/prediction issues, but they affect different models and different inference paths." + "reason": "Gemma4 device placement and return_tensors argument handling do not share a code-path bug." }, { - "left": "issue:39692", + "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation/example errors are unrelated to quantization offloading behavior." + "reason": "Processor.tokenizer regression and quantization/offloading behavior are unrelated." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "PEFT checkpoint loading vs quantization/offloading behavior are distinct problems." + "reason": "Processor/tokenizer regression and OmDet-Turbo processor image-size mismatch are different issues." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position IDs bug are separate multimodal issues." + "reason": "torch.compile SDPA failure in a specific model and gradient inflation under ZeRO-3 are unrelated." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Special-token post-processing and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." + "reason": "Both are backend/import related, but they concern different backend registries and different errors." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash in Mistral tokenizer loading and the other is a Kimi-K2.5 regression with codec handling; not the same concrete bug." + "reason": "Video processor batch-shape bug versus TP/OOM on Qwen2-57B-A14B-Instruct are unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Image processor void segmentation maps and GenerationMixin import error are unrelated." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output bug are different code paths." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer codec/regression issue vs list_repo_files revision forwarding bug; no overlap in code path." + "reason": "StableLmConfig pad token regression and loading failure for physical-intelligence/fast are not the same bug." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "BitNet packed-weight loading and DAC.from_latents STE mismatch are separate model-specific bugs." + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer regression are unrelated." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet accelerate-loading unpacking." + "reason": "Config default missing pad_token_idx and meta-device loading failures are different issues." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and bfloat16 dtype mismatch in other models are different issues." + "reason": "Both are import-related, but they concern different symbols and different modules." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The lone positive duplicate call on issue:44514 / issue:44545 is well supported by nearly identical titles, and the rest of the soft-edge rejections are phrased narrowly enough to avoid overclaiming duplicate status. The heterogeneity summary is also consistent with the set." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 17, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:30064", - "issue:36331", - "issue:39692", - "issue:41720", - "issue:43295", - "issue:43322", - "issue:43335", - "issue:43388", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43596", - "issue:43611", - "issue:43618", - "issue:43643", - "issue:43653", - "issue:43697", - "issue:43716", - "issue:43756", - "issue:43819", - "issue:43927", - "issue:44008", - "issue:44062", - "issue:44186", - "issue:44220", - "issue:44442", - "issue:44448", - "issue:44485", - "issue:44488", - 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"issue:43720|issue:45072", - "issue:28218|issue:29159", - "issue:43825|issue:43827", - "issue:43749|issue:44291", - "issue:45987|issue:46192", - "issue:43577|issue:43582", - "issue:43645|issue:46665", - "issue:44671|issue:45701", - "issue:42175|issue:45081", - "issue:34634|issue:36331", - "issue:45003|issue:46285", - "issue:43582|issue:44857" + "issue:46512" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:45381|issue:46209", + "issue:39692|issue:46192", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43950|issue:46285", + "issue:42915|issue:43824", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:44898|issue:45412", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:44479|issue:46192", + "issue:43388|issue:43526", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857" ], - 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"summary": "This set is mostly unrelated issues with one clear duplicate-like tokenizer pair. I\u2019d only merge the tokenizer spacing inconsistency pair; the other soft matches are too broad or only share a subsystem/theme.", - "confidence": 0.82, - "canonical_issue_reason": "issue:29159 is the better canonical for the tokenizer pair because it states the broader slow-vs-fast inconsistency that can subsume the more specific extra-space symptom in issue:28218.", + "summary": "This cluster is largely heterogeneous; the soft-paired issues mostly share only broad subsystem keywords (tokenizers, chat templates, vision/video, model loading) rather than the same underlying bug. I would not merge any of the proposed soft edges. As a representative issue, #44521 is the strongest active, user-facing bug report in the set, but it is not a duplicate of the others.", + "confidence": 0.33, + "canonical_issue_reason": "#44521 is open, well-discussed, has multiple inbound references, and describes a concrete user-facing failure with a clear repro path. It is a good representative of the cluster's general multimodal regression theme, even though the cluster itself is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the strongest representative issue in the set: it is specific enough to identify the bug, but broad enough to cover the duplicate symptom and make triage easier.", + "best_issue_reason": "#44521 is the best issue to keep as the cluster representative because it is active, specific, and broadly impactful. The other issues are mostly unrelated model-specific regressions or docs/loading quirks.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Different models and different failure modes: Whisper empty transcription handling vs Kosmos2.5 long OCR index error." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash with tool-call assistant messages. Different failure modes and likely different fixes." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Both involve loading/runtime regressions, but the reported bugs are different code paths and symptoms; not the same underlying issue." + "reason": "Both mention tied weights/lm_head behavior, but #44466 is a serialization/device-dependent save issue while #45127 is LoRA merge collapse after extending vocab. Not the same bug." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Same broad area of inference/device/dtype problems, but different models and concrete failures; too weak to treat as duplicates." + "reason": "Unrelated problems: local-path import warning vs SigLIP2 implementation discrepancy." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different domains and failures: qwen2.5-vl vision_position_ids bug vs FP8 inference failure on B200." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is unexpected zero probabilities on a specific checkpoint and the other is a broader HF-vs-JAX discrepancy. Similar area, not clearly the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype drift in evaluation vs memory inefficiency during Qwen3 MoE training are different issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: BarkProcessor voice preset handling vs GenerationMixin import failure." + "reason": "Tokenizer adds extra space after added token is unrelated to embedding reinitialization after resize when tie_word_embedding is false." }, { "left": "issue:43950", - "right": "issue:45987", + "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to StaticCache sequence-length return-type behavior." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP model structure inconsistency." }, { - "left": "issue:43582", + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a missing Qwen2_5_VL import are separate model/loading problems." + }, + { + "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "AppleSilicon warmup TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "gguf_file loading breakage for AutoTokenizer/AutoModel is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Different model families and different regressions; only a vague video/OCR-input similarity." + "reason": "Both are missing pad_token_id on different configs, but they affect different model families and likely different code paths." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "One is an error-message/doc support issue, the other is a model output correctness bug." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek detokenization regression." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different model architectures and distinct dtype/vision-tower issues." + "reason": "Perceiver non-default resolution failure and RT-DETR memory release issues are unrelated." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Different validation paths and different model families; not the same bug." + "reason": "Audio chat-template sampling-rate default and batched video shape regression are different processor bugs." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Token post-processor updating and Whisper batch_decode skip_special_tokens are separate tokenizer behaviors." + "reason": "Different tokenizer/model-loading failures for different speech models; no evidence they share the same underlying bug." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Different Qwen model-loading/generation problems with no clear shared underlying code-path." + "reason": "Janus image-generation test failure is unrelated to a stale generate warning about num_return_sequences." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer loading failure vs pipelines import failure; unrelated regressions." + "reason": "Gemma 4 mm_token_type_ids defaulting issue and qwen2.5-vl rope/position_id scaling issue are different multimodal bugs." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "45020 is a broad umbrella about remote_code breakages, while 44561 is one specific cause; not clearly the same underlying bug." + "reason": "DAC latent/STE mismatch and GraniteSpeech CI device-override failure are unrelated." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Both are video-input regressions, but they affect different models and likely different preprocessing/position-id code paths." + "reason": "A video-input regression for Qwen multimodal models is unrelated to return_tensors being ignored with explicit text_kwargs." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are different failures." + "reason": "Different label-handling bugs in different components: gather_for_metrics tuple truncation vs BeitImageProcessorFast reduce_labels returning one label." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Processor size mismatch vs dtype mismatch; different model-specific regressions." + "reason": "Both are docs cleanup items about old pipeline arguments, but they concern different APIs and are not the same concrete change." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference failures." + "reason": "Different hardware/model failures: auto device mapping cudaErrorAssert on A800 vs FP8 inference failure on B200." }, { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Same tokenizer bug: the added-token extra-space symptom in 28218 matches the broader slow-vs-fast tokenizer inconsistency described in 29159." + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to a missing import_utils helper for Falcon Mamba." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss float16/CUDA crash are different bugs in different models/components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 28, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45459", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44514|issue:44521", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:45290|issue:46326", + "issue:43335|issue:45083", + "issue:46431|issue:46566", + "issue:43335|issue:44112", + "issue:45127|issue:45245", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:45588|issue:45859", + "issue:45200|issue:45588", + "issue:34689|issue:35141", + "issue:45459|issue:46234" + ], + "prepared_review_unit_hash": "0b5205ead8bdf393691cf500bceccdc22969fe0d3df43c4ae79cdbc6628cfc96", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37645, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items span many unrelated Transformers bugs and regressions. I found no true duplicate pairs here, so this cluster should not be merged aggressively; one chat-template issue is the closest representative, but the set is heterogeneous overall.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 44521 is the closest cluster representative: it is user-facing, has multiple inbound references, and covers a broad chat-template failure mode. That said, the overall set is too diverse to have a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best single issue to anchor the cluster because it has the most visible impact and the strongest cross-link signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both mention pipeline v5 removals, but one is an error message and the other is stale documentation." + "reason": "Sparse-layer config creation vs Bamba torch.compile/SDPA failure; different model and different bug." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different loading regressions with different triggers and error surfaces; not the same bug." + "reason": "DAC forward/from_latents mismatch vs qwen3_omni_moe length helper behavior; unrelated code paths." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "StaticCache return type and text_kwargs/return_tensors handling are unrelated." + "reason": "Both involve model construction, but one is composite Qwen text_config unwrapping and the other is CLIP class structure drift; not the same bug." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Blip2 dtype loading bug and AppleSilicon allocator warmup TypeError are unrelated." + "reason": "LASR feature extractor crash on unsupported arg vs Whisper empty-transcription generation bug; different components and symptoms." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Jupyter custom-model initialization regression is not the same as from_pretrained behavior inside Python classes." + "reason": "LwDetr AMP float16 crash vs D-FINE auxiliary-loss omission; distinct issues in detection models." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Incorrect CamemBERT MLM predictions and generic tokenization changes are too broad to merge." + "reason": "Siglip2 zero probabilities vs RT-DETR memory leak on deletion; unrelated failure modes." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Backend packaging dependency issue vs Mistral regex patch crash; unrelated." + "reason": "flash_attn import key error on Python 3.13 vs Windows/ROCm torch.distributed import problem; different dependency issues." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper; unrelated subsystems." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Unsafe sys.modules access and CLIP model structure inconsistency are different issues." + "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration; no shared underlying defect." }, { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Allocator warmup TypeError on Apple Silicon is unrelated to LwDetrImageLoss AMP crash." - } - ] - }, - "evaluator_result": null, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 19, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:36010", - "issue:36331", - "issue:38175", - "issue:39692", - "issue:42175", - "issue:42490", - "issue:43257", - "issue:43262", - "issue:43329", - "issue:43452", - "issue:43526", - "issue:43531", - "issue:43550", - "issue:43638", - "issue:43645", - "issue:43653", - "issue:43697", - "issue:43720", - "issue:43742", - "issue:43746", - "issue:43782", - "issue:43819", - "issue:43906", - "issue:43927", - "issue:44060", - "issue:44368", - "issue:44387", - "issue:44554", - "issue:44589", - "issue:44610", - "issue:44617", - "issue:44811", - "issue:44912", - "issue:44936", - "issue:44991", - "issue:45020", - "issue:45042", - "issue:45081", - "issue:45084", - "issue:45325", - "issue:45372", - "issue:45406", - "issue:45538", - "issue:45600", - "issue:46209", - "issue:46291", - "issue:46326" - ], - "soft_pairs": [ - "issue:43653|issue:44912", - "issue:43262|issue:43819", - "issue:43782|issue:45325", - "issue:45081|issue:45406", - "issue:45372|issue:46326", - "issue:44060|issue:44368", - "issue:43329|issue:45600", - "issue:43526|issue:43697", - "issue:43742|issue:45020", - "issue:44589|issue:45042", - "issue:43550|issue:44912", - "issue:43526|issue:44554", - "issue:45084|issue:45538", - "issue:43452|issue:44991", - "issue:43906|issue:46209", - "issue:43257|issue:43329", - "issue:43819|issue:43927", - "issue:43638|issue:44936", - "issue:36010|issue:43645", - "issue:36010|issue:36331", - "issue:43720|issue:44610", - "issue:43531|issue:45042", - "issue:42175|issue:46291", - "issue:39692|issue:44912", - "issue:38175|issue:44610", - "issue:42490|issue:43257", - "issue:43746|issue:44811", - "issue:44387|issue:44617" - ], - "prepared_review_unit_hash": "cad6d9e3fe5e57d29882244337cc75f3a952d56e391837e0c3c162457639601f", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35928, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly heterogeneous false positives. The only convincing duplicate pair is the Qwen3 tied-weights warning reports (44060/44368); the rest describe different models, code paths, or failure modes.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44060 is the clearest root-cause report for the only true duplicate pair; 44368 reads like a downstream manifestation of the same tied-weights warning bug.", - "canonical_pr_reason": null, - "best_issue_reason": "44060 is the best global issue anchor because it states the underlying warning/mis-tied-weights problem more concretely and can absorb 44368 as a duplicate.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Different bugs: BigBirdTokenizer special-token decode behavior vs MXFP4 quantization fallback/loading." + "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType TypeError; different runtime paths." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Audio processor sampling-rate default bug is unrelated to DAC latent reconstruction/STE mismatch." + "reason": "Bamba SDPA compile failure vs GraniteSpeech stale device override CI test; not the same code-path problem." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different Qwen/VL issues: weight_only loading error vs still-image RoPE index scaling." + "reason": "Missing internal flash-attention symbol vs Torch 2.10 compatibility; related to versioning, but not the same concrete bug." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Both involve tokenizer/processor attributes, but different models and different failures; not the same code-path bug." + "reason": "base_model_prefix loading regression vs Qwen3-VL weight shape mismatch; different loading failures." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Shared mistral_common dependency, but one is an import regression and the other is a continue_final_message behavior bug." + "reason": "Pegasus v4/v5 output drift vs recurrent-state reset with cache; unrelated model behaviors." }, { - "left": "issue:44060", - "right": "issue:44368", - "accept": true, - "reason": "Same underlying tied-weights warning bug in the Qwen3 family; 44368 is a downstream report of the same misconfiguration/incorrect warning." + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are from_config-related, but one unwraps text_config for multimodal configs while the other leaves config.dtype stale; separate bugs." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Multimodal token counting video-branch bug is unrelated to auto_mappings references to removed Sam3LiteText configs." + "reason": "SwitchTransformers config creates sparse layer vs Beit pretrained preset legacy-field load failure; different models and causes." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output drift are different vision-model issues." + "reason": "Same API family, but one is a batched padding=False crash and the other is zero assistant_masks for multimodal input; not clearly the same defect." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Specific MobileLLM key error is not the same as the broad remote_code breakage reported in 45020." + "reason": "Python 3.13 IndentationError in DebertaV2Model vs qwen3_omni_moe feature-length helper bug; unrelated." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Training/evaluate dtype mismatch vs pipeline translation-task error message regression; different concerns." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is a different path than MXFP4 quantization loading fallback." + "reason": "Packed-weight unpacking during accelerate loading vs stale device override CI test; not the same underlying issue." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "BEiT image label reduction and MPS attention correctness are unrelated." + "reason": "LayoutLMV3 box validation message clarity vs Trainer broadcast TypeError; completely different bugs." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Template compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Tool-call assistant message crash vs continue_final_message tokenizer behavior; same area, but different failure conditions and not one fix." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "gguf_file breakage affects pretrained loading APIs differently than the est-roberta tokenizer regression." + "reason": "SwitchTransformers sparse-layer creation vs qwen3_omni_moe helper output lengths; unrelated." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." + "reason": "Missing chat template guard vs DiffusionGemma meta-device loading problem; different components." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading is unrelated to multimodal token counting in video processors." + "reason": "Configuration bug in SwitchTransformers vs GraniteSpeech CI test instability; no shared code-path." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "DAC latent decoding mismatch and DiaConfig save/load token-ID loss are different bugs." + "reason": "LoRA merge collapse with extended vocab vs category-cardinality runtime limit; unrelated model logic." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Zero3 training on non-pretrained Bert causing IndexError is not the same as evaluate() failing after train()." + "reason": "SwitchTransformers sparse-layer config vs D-FINE denoising/aux-loss behavior; different subsystems." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Import path regression for GenerationMixin is unrelated to custom-model initialization in notebooks." + "reason": "flash_supports_window_size import regression vs missing HybridCache export; both import-related, but not the same symbol or fix." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "GenerationMixin import failure and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Flash-attention s_aux=None crash vs Qwen3_5Moe rotary embedding CPU offload incompatibility; distinct MoE/attention issues." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "BitNet packed-weight loading bug and OmDet-Turbo processor/model input-size mismatch are unrelated." + "reason": "Gemma mm_token_type_ids defaulting bug vs flash_attention sink-less model crash; different APIs and causes." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the torchvision dependency regression in PIL processors." + "reason": "Llama 3.2 vision model loading regression vs post_init reinitializing output embeddings after resize; separate loading/training bugs." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Missing tensorflow backend in pip extras is unrelated to kernels v0.15 import requirements." + "reason": "Tokenizer error masking without protobuf vs missing import_utils availability helper; unrelated import/util issues." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "SigLIP2 doc-example/model mismatch and MXFP4 quantization fallback are different problems." + "reason": "Both hit apply_chat_template, but one is a batched padding=False crash and the other produces empty assistant masks; too different to merge." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43825", + "right": "issue:44521", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo input-size mismatch." + "reason": "Translation-task error message regression vs all-zero assistant masks in multimodal chat templates; different user-visible failures." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:46326", + "right": "issue:46431", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MoE loading/conversion." + "reason": "continue_final_message bug in mistral_common tokenizers vs missing chat template on processor; separate validation/templating issues." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44206", + "right": "issue:45290", "accept": false, - "reason": "PEFT local-checkpoint loading failure is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Unsupported center arg in feature extractor vs assistant message tool-call crash; unrelated code paths." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:44743", + "right": "issue:45759", "accept": false, - "reason": "CUDA reserved-memory growth under int4 quantization is a different issue than Sam3Video OOM." + "reason": "Recurrent-state reset in modular_qwen3_5 cache handling vs from_config text_config unwrapping; different aspects of model wiring." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is conservative and grounded in the packet. The non-duplicate verdicts are well-justified by distinct titles/code paths, and the 44060/44368 pairing is the only one that plausibly shares the same tied-weights warning theme." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 20, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:28282", - "issue:29159", - "issue:34567", - "issue:34689", - "issue:40990", - "issue:42915", - "issue:43257", - "issue:43262", - "issue:43329", - "issue:43404", - "issue:43450", - "issue:43454", - "issue:43525", - "issue:43577", - "issue:43606", - "issue:43643", - "issue:43650", - "issue:43696", - "issue:43697", - "issue:43742", - "issue:43749", - "issue:43854", - "issue:43906", - "issue:43927", - "issue:43931", - "issue:44291", - "issue:44479", - "issue:44568", - "issue:44756", - "issue:44811", - "issue:44821", - "issue:44912", - "issue:44977", - "issue:44987", - "issue:45042", - "issue:45127", - "issue:45137", - "issue:45356", - "issue:45357", - "issue:45405", - "issue:45459", - "issue:45538", - "issue:45759", - "issue:45803", - "issue:45859", - "issue:46291", - "issue:46421", - "issue:46424" - ], - "soft_pairs": [ - "issue:43854|issue:44977", - "issue:43643|issue:45759", - "issue:43257|issue:43696", - "issue:43262|issue:44811", - "issue:45459|issue:45803", - "issue:46421|issue:46424", - "issue:43329|issue:44479", - "issue:43257|issue:43931", - "issue:43329|issue:43450", - "issue:43650|issue:43906", - "issue:42915|issue:43742", - "issue:43606|issue:45859", - "issue:43749|issue:44756", - "issue:34567|issue:40990", - "issue:44291|issue:45042", - "issue:42915|issue:44821", - "issue:43454|issue:43577", - "issue:29159|issue:34567", - "issue:44568|issue:45356", - "issue:43927|issue:44912", - "issue:43525|issue:46291", - "issue:44987|issue:45538", - "issue:43404|issue:45127", - "issue:43697|issue:45357", - "issue:28282|issue:34689", - "issue:42915|issue:45538", - "issue:45137|issue:45405" - ], - "prepared_review_unit_hash": "2d9039dbf04979a4393a4c8ac440246efeaecefd210b414180800f45ec0dca37", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35997, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4862,304 +9056,306 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 21, + "review_unit_index": 29, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:24643", + "issue:10000", + "issue:15354", + "issue:26413", "issue:27957", - "issue:28282", - "issue:29127", - "issue:29159", + "issue:28218", + "issue:29942", + "issue:31501", + "issue:32090", "issue:33357", - "issue:34567", - "issue:36331", + "issue:34689", + "issue:35141", "issue:38175", - "issue:41720", - "issue:42175", - "issue:42915", - "issue:43257", - "issue:43317", - "issue:43425", - "issue:43452", - "issue:43540", - "issue:43577", - "issue:43582", - "issue:43742", - "issue:43749", - "issue:43756", - "issue:43824", - "issue:44062", - "issue:44291", - "issue:44479", - "issue:44488", - "issue:44560", - "issue:44568", - "issue:44737", - "issue:44792", - "issue:44821", - "issue:44849", - "issue:44898", - "issue:44964", - "issue:44987", - "issue:44991", - "issue:45081", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43819", + "issue:43854", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", "issue:45381", - "issue:45488", - "issue:45538", - "issue:45701", - "issue:45907", - "issue:46291", + "issue:45478", + "issue:45823", + "issue:45920", + "issue:46192", "issue:46399", - "issue:46463", - "issue:46512", - "issue:46693" + "issue:46655", + "issue:46697" ], "soft_pairs": [ - "issue:33357|issue:34567", - "issue:43425|issue:46291", - "issue:44479|issue:46693", - "issue:42175|issue:43824", - "issue:28282|issue:29127", - "issue:44062|issue:44991", - "issue:43742|issue:44291", - "issue:43452|issue:43582", - "issue:43577|issue:46512", - "issue:43317|issue:45538", - "issue:44849|issue:45701", - "issue:42915|issue:43749", - "issue:41720|issue:43540", - "issue:43540|issue:44560", - "issue:44568|issue:45488", - "issue:44987|issue:45907", - "issue:24643|issue:29159", - "issue:44479|issue:45381", - "issue:43540|issue:44479", - "issue:27957|issue:28282", - "issue:38175|issue:44898", - "issue:42175|issue:44488", - "issue:43257|issue:43756", - "issue:34567|issue:36331", - "issue:44291|issue:44821", - "issue:44792|issue:44964", - "issue:44062|issue:45081", - "issue:44737|issue:46463", - "issue:43756|issue:46399" + "issue:42490|issue:43854", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:44617|issue:46697", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:27957|issue:34689", + "issue:40444|issue:43526", + "issue:43278|issue:43329", + "issue:44977|issue:45229", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:10000|issue:15354" ], - "prepared_review_unit_hash": "7e3c6856e6290fe072087b0b5d0777574a922fe4a1e98b0480cbad82ce8fd116", + "prepared_review_unit_hash": "2dfc36d2b7bbc86e54a0a02457a096d09bfbe30ea58cc8872d0e90c937fd8d60", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36490, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous: most items are isolated regression reports across different models, loaders, and APIs. I found no soft-edge pair that looks like the same underlying bug/change, so the cluster should not be merged on duplicate grounds.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45701 is the broadest, most cluster-like report: a version-dependent tokenization regression that could plausibly subsume some tokenizer-adjacent complaints. That said, the overall cluster is still heterogeneous, so this is only a weak canonical choice.", + "summary": "Mostly heterogeneous issues with one clear duplicate pair: the two Qwen3.5 MoE `from_pretrained` reports. The rest describe different models, subsystems, or failure modes and should not be merged.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45920 is the broadest, most central regression report in the set, affecting many model families and attracting inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the least specific, most generally framed issue in the set and is the best representative anchor for a mixed cluster of transformers-version regressions.", + "best_issue_reason": "issue:45920 is the best representative issue to keep because it captures a broad, user-visible tokenizer regression rather than a narrow one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Different subsystems and symptoms: a MacOS bus error in CLIP loading vs trainer state token-count bookkeeping." + "reason": "Different loading bugs: local-path trailing-slash import warning vs a specific unit-test model loading failure." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Torch version incompatibility is unrelated to kernels import-time requirements for pipelines." + "reason": "Docs/example errors in SigLIP2 are unrelated to BeitImageProcessorFast label reduction behavior." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Both are generation regressions, but one is a Qwen video-input bug and the other is an FA2 long-context performance regression; different code paths." + "reason": "Different code paths and symptoms: DAC latents mismatch vs position-id key issues during model loading." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Packaging/backend selection for TensorFlow vs a missing Qwen2.5-VL export are unrelated failures." + "reason": "Both involve training startup, but the concrete failures are different and not the same underlying bug." }, { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "Missing PyTorch environment dependency is not the same as a layoutlmv3 error-message clarity issue." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same model family, same version gate, and identical `from_pretrained` error report; these look like duplicate reports of the same bug." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer bugs with different failure modes." + "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR padding overrun in the image processor." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "KeyError loading MobileLLM-125M is unrelated to the new _is_hf_initialized argument in init_empty_weights." + "reason": "CPU offload device mismatch and float16 AMP loss crash are different failures in different code paths." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are different paths with no concrete overlap." + "reason": "Different models and regression types: Pegasus generation changes vs DeepSeek tokenizer output changes." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both mention dtype, but one is about model/qformer staying float32 on load and the other about config.dtype becoming stale in from_config; not the same bug." + "reason": "A SigLIP2 docs example issue is not the same as a broad position-id key warning across many models." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Device-map/offload load failure is unrelated to CLIPTokenizer's absurd model_max_length default." + "reason": "Unsupported feature-extractor argument and Gemma4 device-map mismatch are unrelated bugs." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Qwen3.5 hidden-state output behavior is a model forward-pass issue, not a general tokenization-version regression." + "reason": "Tokenizer spacing behavior and distributed broadcast NoneType errors are unrelated." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe failure and FSDP CPU RAM efficient loading breakage are both loading-related but not the same underlying bug." + "reason": "A missing ReLU in DSA indexer is not the same as removal of `is_torch_fx_available` breaking remote-code models." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and video-input ValueError in Qwen3OmniMoe are different failures." + "reason": "Both mention dtype issues, but they are different models and distinct failure mechanisms." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both involve video, but they hit different Qwen model families and likely different preprocessing/forward paths; insufficient evidence they are duplicates." + "reason": "Checkpoint key mismatches are unrelated to the qwen3_omni_moe feature-length helper bug." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "A special-token addition regression for mdeberta-v3 is unrelated to LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + "reason": "NoneType GPU broadcast and MacOS bus-error CLIP loading are different runtime failures." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Model loading regression for physical-intelligence/fast and a list_repo_files revision-forwarding CI issue are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as unexpected position-id keys in loading." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistencies." + "reason": "Trailing-slash local model warning is unrelated to Qwen2-57B-A14B-Instruct OOM during tensor-parallel loading." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Both are Qwen video-related, but one is a v5.3.0 multi-model video-input regression and the other is a qwen2.5-vl vision_position_ids bug; not clearly the same concrete defect." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper issue." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Same broad area, but the specific failure modes and model families differ too much to treat as one PR-worthy bug." + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are different bugs." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "XLMRoberta flash-attention support and missing PyTorch dependency are unrelated issues." + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are different multimodal code paths." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failures are different vision-model bugs." + "reason": "A broad tokenizer regression is not the same as `return_tensors` being ignored when `text_kwargs` is passed." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "TensorFlow backend packaging and inability to load a specific BERT model are unrelated." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failures are unrelated model-specific issues." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading and Smollm3 RoPE-layer mismatch are distinct model/configuration problems." + "reason": "Flash Attention 2 support for XLM-Roberta and Llama 3.2 Vision loading failures are different problems." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "TrainerState token accounting and CustomTrainer compute_loss signature mismatch are separate trainer API issues." + "reason": "Multimodal finetuning with iterable datasets is unrelated to a BeitImageProcessorFast label-reduction bug." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "init_empty_weights compatibility and AutoImageProcessor URL loading are unrelated." + "reason": "Training/eval dtype drift is unrelated to undefined video helper names in `_get_num_multimodal_tokens`." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "A failed janus image-generation test and a Phi-4 multimodal loading failure are different model-specific regressions." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different symptoms with different likely fixes." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "AddedToken duplicate-special-arg and Mistral regex patch crash are distinct tokenizer implementation bugs." + "reason": "Chat-template tool-call crash is unrelated to SmolVLM video padding calculation." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "XLNet device placement bug and T5 decoder-input validation error are unrelated." + "reason": "Python 3.13 IndentationError from scripted model import is not the same as a missing decorator registration error." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration failure are different model-family regressions." + "reason": "These are unrelated legacy issues: German DistilBert model error vs GeneratorExp unsupported by `torch.jit.script`." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:45920 is a broad tokenizer-regression report, and the only clearly duplicate-looking pair is the two identical Qwen3.5 MoE `from_pretrained` issues (45310/45478). The remaining soft-edge rejections are conservative and consistent with the titles/body signals provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5167,276 +9363,304 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 22, + "review_unit_index": 30, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:24643", - "issue:28282", + "issue:25251", "issue:29127", "issue:32090", + "issue:33290", "issue:33357", - "issue:43404", - "issue:43452", - "issue:43526", - "issue:43531", - "issue:43540", - "issue:43577", - "issue:43643", - "issue:43697", - "issue:43720", - "issue:43742", - "issue:43756", - "issue:43906", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", "issue:44466", - "issue:44488", + "issue:44561", "issue:44568", - "issue:44589", - "issue:44625", - "issue:44737", - "issue:44821", - "issue:44877", - "issue:44898", - "issue:44913", - "issue:45005", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45200", - "issue:45216", - "issue:45325", - "issue:45357", - "issue:45375", - "issue:45405", - "issue:45479", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", "issue:45588", - "issue:45600", + "issue:45698", + "issue:45803", "issue:45823", - "issue:45920", - "issue:45987", "issue:46121", - "issue:46463", - "issue:46468", - "issue:46491", - "issue:46693" + "issue:46209" ], "soft_pairs": [ - "issue:44568|issue:46491", - "issue:43756|issue:45325", - "issue:43742|issue:44589", - "issue:43577|issue:45072", - "issue:45042|issue:45081", - "issue:43906|issue:46468", - "issue:45823|issue:46463", - "issue:45405|issue:45600", - "issue:43906|issue:46693", - "issue:44737|issue:45588", - "issue:43531|issue:44821", - "issue:43404|issue:45987", - "issue:43452|issue:44488", - "issue:43526|issue:45479", - "issue:45357|issue:45920", - "issue:44625|issue:44877", - "issue:43540|issue:46693", - "issue:44913|issue:46121", - "issue:43720|issue:44898", - "issue:43697|issue:45216", - "issue:24643|issue:29127", - "issue:28282|issue:32090", - "issue:45200|issue:46463", - "issue:43643|issue:45375", - "issue:28282|issue:33357", - "issue:44466|issue:45005" + "issue:43927|issue:45698", + "issue:43278|issue:43381", + "issue:43746|issue:46209", + "issue:44857|issue:45588", + "issue:44561|issue:44779", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:42490|issue:43873", + "issue:45588|issue:45823", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43278|issue:43575", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:43653|issue:44743", + "issue:43412|issue:45588", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:45372|issue:45406", + "issue:42915|issue:42994" ], - "prepared_review_unit_hash": "0fe235eed661419161483964c61671cd883e80efaa27a5ecad3b499922f85de2", + "prepared_review_unit_hash": "05039e81b6c4dc1ebab974092e803c2fad35a008511bd0ed159d6c24ceba2e8c", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36003, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "soft_pair_count": 30, + "serialized_chars": 36809, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated v5 regressions across tokenization, config loading, model loading, and serialization. No soft pair looks like the same underlying bug closely enough to merge, so I\u2019d keep the cluster split and use the tied-weights serialization regression as the best anchor issue.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44466 is the clearest representative of the most concrete recurring theme in this set: v5 tied-weights / lm_head serialization regressions. It is explicit, reproducible, and broad enough to anchor closely related tied-weight reports better than the more model-specific issues.", + "summary": "A heterogeneous cluster of unrelated issues spanning tokenizers, loading, quantization, training, attention, and docs. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate target stands out; issue 43873 is only the broadest active report with the most discussion/inbound references, so it is the least-bad placeholder representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 has the strongest signal as a root regression report: it names the affected behavior, version boundary, and likely code path (tied weights / save_pretrained serialization).", + "best_issue_reason": "Issue 43873 is the best single representative by activity and breadth, but it should not be treated as a duplicate anchor for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Both are tokenizer regressions, but one is about add_special_tokens failing for mdeberta-v3-base and the other is a CodeLlama encode/decode space-stripping regression. Different model families and different failure modes." + "reason": "Both involve save/load behavior, but one is about preserving custom token IDs while the other is about loading the wrong custom module after save_pretrained; different bugs." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Both involve RoPE/position logic, but Smollm3 dropping RoPE layers is a configuration/model-definition bug, while Qwen2.5-VL scales temporal positions incorrectly. Not the same code path." + "reason": "Embedding dtype drift in eval and gradient-checkpointing disallowed in eval are unrelated failure modes." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "A MobileLLM loading key error and a Float8 storage lookup failure are distinct loader/runtime problems with no clear shared root cause." + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are different model/runtime paths with no shared concrete bug." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Both mention dtype mismatches, but BLIP2 staying float32 on load and SwitchTransformers/TimmWrapperModel mismatching in bf16 inference are different model-specific dtype paths." + "reason": "LwDetrImageLoss AMP crash and flash_attention s_aux=None crash affect different code paths and symptoms." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "One is an image processor dependency regression on torchvision; the other is a Mistral tokenizer regex crash. Different subsystems entirely." + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a DeepSeek tokenizer regression; not the same issue." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "The first is an isolated reproduction of an older referenced issue, while the second is a broken Nemotron example. No evidence they are the same bug." + "reason": "ImportError for flash attention utils and missing tensorflow in the torch extra are unrelated packaging/import problems." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Gemma4 device-map/forward device mismatch and T5 decoder-input validation messaging are unrelated behaviors." + "reason": "Trainer NoneType broadcast and Adafactor OOM in deepspeed are distinct runtime problems." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "A dependency version bump and stale auto_mappings references to removed configs are separate maintenance issues, not one bug." + "reason": "Both mention memory/quantization, but one is offloading with quantization and the other is Gemma4 multi-GPU OOM; different underlying bugs." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "One is a reproduction of a specific older issue; the other is a FA2 long-context performance regression. Different symptoms and likely different fixes." + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "XLNet CPU-bound relative position generation and flash_attention crashing on s_aux=None are unrelated code paths." + "reason": "Python version compatibility and DeepSeekV3MoE divergence from remote are unrelated issues." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and loading an AutoImageProcessor from URL are not the same underlying problem." + "reason": "Both are v4/v5 regressions, but one changes Pegasus generation output while the other is device-dependent lm_head.weight serialization." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "lm_head weight tying in Mistral3 and StaticCache.get_seq_length returning a tensor are unrelated issues." + "reason": "Qwen3 auto device-mapping cuda assert and Gemma4 multi-GPU OOM are different models and different failure modes." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Both concern loading models/tokenizers, but gguf_file support breaking from_pretrained and a specific model failing to load are not clearly the same defect." + "reason": "Tokenizer BOS/EOS insertion bug and Gemma3 NaN embeddings with sliding-window attention are unrelated." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "One is a BEiT image processor label-reduction bug; the other is a classification-loss issue when num_labels=1. Different layers of the stack." + "reason": "Trailing-slash import warning and quantization offloading are not the same bug." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Qwen3.5 save_pretrained saving wrong visual encoder keys and global AutoTokenizer token-ID regressions are different serialization/tokenization problems." + "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime problems." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are both config-related, but they affect different fields and different loaders." + "reason": "One is a Qwen3.5 flash-attention generation failure; the other is a stale warning in paged generate(). Different code paths." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe and FA2 long-context performance regression are distinct issues." + "reason": "Gemma4 processor import failure from mistral_common and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "GPTNeoX rotary_pct not persisting on reload and convert_rope_params_to_dict rejecting a JSON list are both rope-related, but they are different functions and failure modes." + "reason": "Embedding dtype switching and Qwen2-57B-A14B-Instruct TP OOM are unrelated." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver interpolation handling are unrelated model-specific bugs." + "reason": "MacOS bus error with a CLIP model and SigLIP2 docs/example issues are not the same underlying bug." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "RTDetrV2 output changes in v5 and Qwen3.5 save_pretrained checkpoint corruption are separate regressions with different code paths." + "reason": "Wav2Vec2 save/tokenization failures and FuyuBatchFeature's bare except swallowing errors are unrelated." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "DeepSpeed training weight-dimension errors and a LayoutLMv3 error-message clarity issue are not the same bug." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Missing PyTorch import vs. NoneType broadcast errors in Trainer are unrelated environment/runtime failures." + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation bug are different model-specific issues." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Gemma 4 token-type defaults for fine-tuning and T5 decoder-input validation error wording are different model behaviors." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state bugs." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code=True and a specific Qwen3_5MoeVisionConfig field being dropped by @strict are both config issues, but not the same one." + "reason": "BigBirdTokenizer special-token decode failure and Qwen3.5 recurrent-state reset with cache are unrelated." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "BitNet loading/unpacking and Perceiver image-classification interpolation are not the same underlying defect." + "reason": "Gemma3n executorch export failure and flash_attention s_aux=None crash are different subsystems and symptoms." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-param list validation TypeError are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both discuss tied weights in v5, but 44466 is about inconsistent lm_head.weight serialization by device while 45005 is a broader translation-model tied-weights issue. They may be related in theme, but the concrete bug reports are not identical enough to merge." + "reason": "Both involve Gemma4 processors, but one is an import/dependency problem and the other is a missing _tokenizer attribute in serve; not the same concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are different quantization issues." } ] }, @@ -5451,432 +9675,328 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 23, + "review_unit_index": 31, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:29159", + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", "issue:33357", - "issue:38175", - "issue:41762", - "issue:42898", - "issue:43295", - "issue:43452", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", "issue:43531", - "issue:43577", - "issue:43646", + "issue:43575", "issue:43653", - "issue:43688", - "issue:43697", - "issue:43742", - "issue:43749", + "issue:43701", "issue:43756", - "issue:43819", - "issue:43927", + "issue:43824", + "issue:43931", "issue:43994", - "issue:44361", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", "issue:44442", - "issue:44464", + "issue:44462", "issue:44479", - "issue:44484", - "issue:44493", - "issue:44568", - "issue:44625", - "issue:44704", - "issue:44743", - "issue:44811", - "issue:44843", - "issue:44898", - "issue:44936", - "issue:44991", - "issue:45356", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", "issue:45372", + "issue:45412", "issue:45440", + "issue:45459", "issue:45491", - "issue:45542", - "issue:45701", - 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A few pairs share broad tokenizer or loading themes, but none look like the same concrete bug.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 29159 is the broadest tokenizer-behavior report and best fits the small tokenizer-regression subset better than the many model-specific failures.", + "summary": "The items are a broad mix of unrelated issues; the soft-similarity links are mostly superficial title overlap rather than true duplicates. No PRs are present. If forced to pick a representative issue, the RT-DETR memory-leak report is the clearest concrete bug.", + "confidence": 0.21, + "canonical_issue_reason": "issue:45412 is the most concrete, well-scoped bug report in the set, with reproducible behavior (models not releasing memory) and follow-up discussion/inbound references. There is no strong evidence of a single thematic cluster, so this is only a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 29159 is the best representative issue for the cluster because it is the most general tokenizer inconsistency report; the rest are mostly narrower, unrelated bugs.", + "best_issue_reason": "issue:45412 is the best standalone issue because it describes a specific failure mode with clear user impact and likely actionable debugging value.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Different failures: Gemma3 ZeRO-3 load-time IndexError vs trainer.evaluate() after train. No shared code-path bug." + "reason": "Tokenizer error handling with missing protobuf is unrelated to leftover dummy classes and repo hygiene." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Both touch tokenizer loading, but one is gguf_file support and the other is offline model_info() fetching. Different root causes." + "reason": "Flash Attention 2 test failures are not the same bug as void segmentation map processing in an image processor." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Unrelated: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + "reason": "A feature extractor crash from an unsupported argument is different from a Qwen video-input regression." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Different tokenizer classes and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 implementation divergence are separate model-specific correctness issues." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "DAC.from_latents mismatch is unrelated to Whisper processor.batch_decode skipping special tokens." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs through AutoModel/pipeline." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both concern loading/serialization regressions, but the actual bugs differ: unexpected position-id keys vs sinq quantization save/load." + "reason": "Dummy layer scaffolding in Sam3PixelDecoder is not the same as RT-DETR memory not being released." }, { "left": "issue:43653", - "right": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer task-time AttributeError." + "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading of FastSpeech2ConformerTokenizer are different tokenizer bugs." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Both are model-output regressions, but for different vision models and distinct causes." + "reason": "Gemma3 NaN embeddings from all-padding windows are a correctness bug, while the other issue is a performance regression." }, { "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Completely different areas: Gemma 4 processor import breakage vs Windows/ROCm torch.distributed dependency issue." - }, - { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "Both mention processors/tokenizers, but one is a SigLIP2 output issue and the other is a custom-model API regression." - }, - { - "left": "issue:44936", - "right": "issue:45823", - "accept": false, - "reason": "Training/evaluation lifecycle issue vs Gemma4 device-map mismatch; not the same bug." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer behavior changes, but one is a v5 cleanup default change and the other is a CodeLlama encode/decode space regression." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both involve backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are separate issues." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Different regressions: processor.tokenizer/image passing vs Kimi-K2.5 codec handling and mistral regex warning." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both are special-token related, but one is missing mask-token registration and the other is BOS/EOS not added in a specific tokenizer." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load key error are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:43577", + "right": "issue:45459", "accept": false, - "reason": "Tokenizer/model gguf loading vs BLIP2 dtype propagation; no common code-path." + "reason": "mistral_common import failure for Gemma 4 processor loading is unrelated to protobuf-dependent tokenizer error masking." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "BLIP2 dtype bug and RTDetrV2 output drift are unrelated." + "reason": "A hard runtime limit on categories is not the same as a stale warning in paged generate()." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Both are tokenizer loading regressions, but the offline cached_file bug and est-roberta tokenizer failure are different problems." + "reason": "Wrong tokenizer decoder type in v5 is a different issue from AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Custom model initialization breakage is not the same as broken FSDP CPU RAM-efficient loading." + "reason": "torch.export failure around torch_compilable_check is unrelated to save_pretrained/tokenization failures in Wav2Vec2." }, { - "left": "issue:29159", + "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "General tokenizer inconsistency vs MacOS bus error on a CLIP model; unrelated." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Different issues: MoE auxiliary loss normalization vs T5/apex RMSNorm memory leak." - }, - { - "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-specific bugs." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Special-token registration bug vs config save/load losing custom token IDs; related area but not the same underlying defect." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both affect generation/caching, but compiled-forward chunked generation and recurrent-state reset are different code paths." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization is unrelated to a broad tokenization-change report." + "reason": "A clearer LayoutLMv3 error message is not the same as a MacOS bus error in a community CLIP model." }, { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "MoE loss normalization and DeepSeekV3 implementation divergence are not the same bug." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Both are Qwen-family regressions, but video-input handling and num_labels propagation are different issues." - 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"overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5888,310 +10008,297 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 25, + "review_unit_index": 32, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:33357", - "issue:33666", - "issue:39692", - "issue:43257", - "issue:43278", - "issue:43295", - "issue:43299", - "issue:43334", + "issue:27957", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", "issue:43493", - "issue:43504", - "issue:43572", - "issue:43575", - "issue:43606", + "issue:43525", + "issue:43611", "issue:43646", - "issue:43653", - "issue:43701", - "issue:43824", - "issue:43844", - "issue:43927", - "issue:43994", - "issue:44112", - "issue:44291", - "issue:44361", - "issue:44464", - "issue:44466", - "issue:44488", - "issue:44493", - "issue:44568", - "issue:44589", - "issue:44792", - "issue:44843", - "issue:44849", - "issue:44964", - "issue:45200", - "issue:45229", - "issue:45357", - "issue:45405", - "issue:45520", - "issue:45584", - "issue:45759", - "issue:45812", - "issue:45823", - "issue:46192", - "issue:46209", - "issue:46285", - "issue:46424", - "issue:46489" + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46234", + "issue:46697" ], "soft_pairs": [ - "issue:43994|issue:46192", - "issue:43493|issue:43844", - "issue:43278|issue:43844", - "issue:39692|issue:43295", - "issue:44849|issue:46209", - "issue:44568|issue:46489", - "issue:44488|issue:44843", - "issue:33357|issue:33666", - "issue:43646|issue:44466", - "issue:44568|issue:45812", - "issue:43278|issue:43701", - "issue:43927|issue:44361", - "issue:44849|issue:45357", - "issue:44792|issue:45405", - "issue:43504|issue:43606", - "issue:43575|issue:45405", - "issue:43257|issue:43299", - "issue:44589|issue:45520", - "issue:43334|issue:43572", - "issue:43606|issue:44112", - "issue:43824|issue:44589", - "issue:43334|issue:45759", - "issue:44493|issue:46285", - "issue:44464|issue:46424", - "issue:43504|issue:43653", - "issue:45200|issue:45229", - "issue:43572|issue:44291", - "issue:45229|issue:45823", - "issue:44464|issue:45584", - "issue:43844|issue:44964", - "issue:43994|issue:44493" + "issue:27957|issue:33290", + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44514|issue:45381", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:45325|issue:46697", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43873|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:43931|issue:45216" ], - "prepared_review_unit_hash": "f60388d8b6f36c631efd826e5b4f32cc07adfd66bf2f0b0c5087b927e8a29ccc", + "prepared_review_unit_hash": "c58e63def289462090fda04f675929e213cf19659ceff7fe4c15d72e710a2446", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36599, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers bugs across tokenizers, multimodal loading, model config regressions, training/ZeRO issues, and CI/device mismatches. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue #45812 is the broadest and clearest regression report (silent v4\u2192v5 tokenizer break across Granite models), but the rest of the cluster is too heterogeneous to treat as one duplicate family.", + "summary": "This cluster is very heterogeneous: it mixes unrelated bugs across loading, generation, audio/video processors, quantization/offload, and docs. I found no soft pair that clearly looks like the same underlying bug/change; most are only loosely similar by subsystem or model family.", + "confidence": 0.16, + "canonical_issue_reason": "If one issue must represent the set, 43646 is the broadest regression-style report and the most generic user-facing breakage. That said, the cluster is not actually cohesive, so this is a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "#45812 is the strongest representative issue: concrete, high-impact, and framed as a broad regression affecting many models rather than a one-off edge case.", + "best_issue_reason": "43646 is the best single representative because it is the most general and broadly framed failure among these issues. It is still not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:46192", - "accept": false, - "reason": "Both involve tokenizer/model input behavior, but one is wrong SigLIP2 inference output and the other is a return_tensors handling bug; different failure modes and code paths." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 implementation mismatch vs a ZeRO-3 gradient explosion bug; unrelated symptoms and subsystems." - }, - { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Embedding dtype drift during eval is not the same problem as abnormal gradients under HfDeepSpeedConfig + ZeRO-3." + "reason": "Different problems and code paths: Flash Attention support for XLM-Roberta vs OOM with Adafactor/DeepSpeed." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to the Qwen3.5 regression around processor.tokenizer and image-to-tokenizer calls." + "reason": "Both involve model internals, but one is a CLIP forward-output regression and the other is a Qwen3.5 MoE rotary/offload incompatibility." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8 inference on B200 are different model/runtime issues." + "reason": "Unrelated failures: optimizer memory use vs model loading regression for Llama 3.2 Vision." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both are tokenizer bugs, but for different models and different concrete failures: special-token handling vs incorrect DeepSeek-Coder tokenization." + "reason": "Different bug classes: optimizer OOM vs embedding resize/post_init reinitialization." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Model load failure for cjvt/sleng-bert is not the same as AutoTokenizer's offline-mode model_info() call bug." + "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding behavior and the other is wrong video position IDs; not the same concrete bug." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated model and platform problems." + "reason": "Different areas entirely: flash_attention sink handling vs stale auto_mappings references in CI." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Custom model initialization breakage is distinct from inconsistent lm_head.weight serialization behavior." + "reason": "Optimizer memory issue vs TrainerState token counter not updating." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Different tokenizer regressions affecting different models; the specific broken behavior and scope do not match." + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization offloading." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Embedding dtype mismatch in eval is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both are user-visible regressions, but one is Qwen3.5 flash-attention generation and the other is a categories cardinality limit error." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "DiaConfig save/load losing custom token IDs and MLukeTokenizer AttributeError are separate tokenizer/config bugs." + "reason": "Both touch audio processing, but apply_chat_template sampling-rate defaulting and a feature extractor center-argument crash are different bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Hidden_states behavior in Qwen3.5 does not match the visual-encoder key regression in save_pretrained." + "reason": "General custom initialization breakage vs a model-specific post_init policy issue; not the same fix." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "A janus generation test failure and a PEFT version bump issue have no underlying code-path overlap." + "reason": "Qwen3.5 recurrent-state reset bug vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "BEiT legacy-field loading and a CPU offload device mismatch are different bugs in different model paths." + "reason": "Tokenizer loading failure and Perceiver image-classification padding/interpolation failure are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct is unrelated to the PEFT minimum-version packaging issue." + "reason": "sys.modules access safety issue vs DeepseekV3MoE behavior divergence; different code paths and symptoms." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Both mention Qwen3 MOE, but one is about weight conversion under accelerate+deepspeed and the other about model loading with a text config issue." + "reason": "Local-path slash warning is unrelated to Qwen3.5 cache-state reset." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import-utils KeyError on Python 3.13 are different compatibility problems." + "reason": "Both are model-loading regressions, but they affect different mechanisms and versions; too broad to merge." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar names but separate config regressions." + "reason": "BitNet packed-weight loading bug vs tokenizer class loading failure; no shared underlying defect." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "A runtime device mismatch with CPU offload is unrelated to a GraniteSpeech CI test flake from stale overrides." + "reason": "Packaging/backend dependency issue vs missing import_utils helper; unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration and missing Float8 storage are different failures with no shared fix path." + "reason": "Tokenizer-loading regression and zero-loss classification bug are not the same underlying issue." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Qwen3-VL pad_token_id absence and AutoModelForCausalLM.from_config not unwrapping text_config are distinct composite-config bugs." + "reason": "Qwen2.5-VL rope index scaling bug vs Swin2SR over-padding bug; different processor/model paths." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Unexpected position-id keys across many models and CLIP text-model structure divergence are not the same underlying regression." + "reason": "Both mention config/API discrepancies, but Gemma3TextConfig inconsistency and missing Llama4Config pad_token_id are distinct schema issues." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and cache max length being honored only for quantized cache are separate generation/cache issues." + "reason": "Model post_init policy and Qwen video-input regression are unrelated." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Legacy-field loading in BEiT and BigBirdTokenizer special-token registration are unrelated model/tokenizer bugs." + "reason": "SigLIP2 implementation mismatch vs documentation still referencing removed pipeline() APIs." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different problems: one functional, one capacity-related." + "reason": "AddedToken special-flag construction bug vs list_repo_files revision forwarding; unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the init_empty_weights unexpected argument regression." + "reason": "Both concern outputs, but hidden_states being None and ModelOutput key assignment are different defects with different fixes." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Both concern Gemma4, but one is OOM in multi-GPU inference and the other is a device mismatch with device_map=\"auto\"; not the same bug." + "reason": "Quantization offload behavior and Gemma-3 eos_token_id configuration are unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Chunked generation under compiled forward and Whisper empty-transcription failure after align_special_tokens are unrelated code paths." + "reason": "CLIP hidden_states regression vs attention-kernel divergence under torch.compile are different code paths." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "ZeRO-3 gradient anomalies and loading Phi-4 multimodal are not the same underlying issue." + "reason": "Generation kwargs synchronization bug vs gather_for_metrics label truncation bug." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Wrong SigLIP2 outputs and widespread unexpected position-id keys are both regressions, but they are clearly different bugs." + "reason": "Both involve Qwen3/VL save-load behavior, but one is weight-shape mismatch on loading and the other is incorrect save_pretrained output; not mergeable as one PR." } ] }, @@ -6206,432 +10313,307 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 26, + "review_unit_index": 33, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:15354", - "issue:28218", - "issue:29159", - "issue:29942", - "issue:30333", + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", "issue:32090", - "issue:34567", - "issue:37428", - "issue:38175", - "issue:39692", - "issue:42490", - "issue:43065", - "issue:43232", + "issue:42175", + "issue:42617", + "issue:42907", "issue:43295", - "issue:43450", - "issue:43493", - "issue:43540", + "issue:43316", + "issue:43452", "issue:43550", - "issue:43572", "issue:43575", - "issue:43696", + "issue:43606", + "issue:43643", + "issue:43646", "issue:43701", - "issue:43844", - "issue:43873", - "issue:43957", - "issue:44186", - "issue:44423", - "issue:44554", - "issue:44610", - "issue:44734", - "issue:44849", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", "issue:44987", - "issue:45072", - "issue:45084", - "issue:45198", - "issue:45200", - "issue:45356", - "issue:45406", - "issue:45446", - "issue:45520", - "issue:45588", + "issue:45137", + "issue:45584", + "issue:45698", "issue:45759", - "issue:45823", + "issue:45803", "issue:46050", - "issue:46121", + "issue:46170", "issue:46178", - "issue:46192", - "issue:46369" + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506" ], "soft_pairs": [ - "issue:43873|issue:46050", - "issue:45588|issue:46050", - "issue:29942|issue:30333", - "issue:42490|issue:43696", - "issue:29159|issue:32090", - "issue:43065|issue:46369", - "issue:45084|issue:45520", - "issue:28218|issue:34567", - "issue:44423|issue:44734", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:45406|issue:46121", - "issue:43493|issue:43701", - "issue:45072|issue:45198", - "issue:45588|issue:45759", - "issue:37428|issue:43957", - "issue:43540|issue:45200", - "issue:43295|issue:43450", - "issue:45200|issue:45823", - "issue:44186|issue:46192", - "issue:45823|issue:46192", - "issue:43295|issue:44610", - "issue:43295|issue:43873", - "issue:45520|issue:46178", - "issue:43550|issue:43844", - "issue:43232|issue:44849", - "issue:43450|issue:43575", - "issue:43572|issue:44987", - "issue:44554|issue:45356", - "issue:43572|issue:43957", - "issue:39692|issue:46192" + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:44464|issue:46421", + "issue:43575|issue:43742", + "issue:25251|issue:28282", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46170" ], - "prepared_review_unit_hash": "913e0f24fabe843539885d557bbde33b74f56c037f7b21bb36adaca3bb5af72f", + "prepared_review_unit_hash": "94bb14fd24884230321cbed183e04c11f8ab20fd1f40b125d3aee64d8c7902ad", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37071, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "soft_pair_count": 30, + "serialized_chars": 36503, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose topical cluster of transformer issues, but the soft-edge pairs mostly describe different bugs in the same broad area rather than true duplicates. I would not merge any of the proposed pairs.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43873 is the best representative issue here: it is open, has the strongest discussion/reference activity, and is a concrete regression in quantization/offloading rather than a one-off repro. It is not a duplicate of the other candidates, but it is the most cluster-central issue.", + "summary": "This cluster is heterogeneous rather than a duplicate set. The soft pairs mostly share broad themes like loading, config, or runtime regressions, but they point to different code paths and different models/APIs, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the broadest and most central loader/regression report in the set, with active discussion and multiple inbound references, while most other issues are narrower, model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it is active, broadly worded, and has the most external attention; however, the rest of the items are too heterogeneous to treat as one duplicate group.", + "best_issue_reason": "issue:45698 is the strongest representative issue overall because it is open, actively discussed, and describes a general from_pretrained/save_pretrained custom-module loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Both involve quantization and memory/offload behavior, but one is about offloading with quantization and the other is about save/load corruption after quantization; different failure modes and likely different fixes." - }, - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to quantized model persistence." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Failing flash-attention tests and MLflow job-state reporting are unrelated subsystems and bugs." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Local-path import warning and CUDA OOM during model loading are not the same underlying issue." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer broadcast NoneType error." - }, - { - "left": "issue:43065", - "right": "issue:46369", - "accept": false, - "reason": "Both mention SAM3, but one is about a dummy Conv2d module while the other is a memory overflow in a specific model; not the same code-path bug." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "A compile error for template nodes and a flash_attn import backend KeyError are unrelated." - }, - { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Added-token spacing and num_input_tokens_seen bookkeeping are different tokenizer/trainer behaviors." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serve crashes, but one is continuous-batching multimodal input conversion and the other is KV-cache continuation indexing; different paths and fixes." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness and an AuxRequest version-check import bug are unrelated." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "TorchScript GeneratorExp support and unexpected zero probabilities in SigLIP2 are unrelated." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-validation TypeError on a JSON-loaded list." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bugs." - }, - { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Bfloat16 dtype mismatch in CI and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Different bugs: FSDP CPU RAM-efficient loading vs Qwen3-VL weight-shape mismatch on load." }, { - "left": "issue:45588", + "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sinkless-model crash and Qwen multimodal text_config unwrapping are different code paths." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Missing flash_supports_window_size import and meta-device loading breakage are distinct loading/import issues." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as mm_token_type_ids defaults for Gemma 4 fine-tuning." + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config unwrapping text_config for Qwen multimodal configs." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and batched video processor shape bug are different failures." + "reason": "Both are config-related reload issues, but the symptoms and fields differ: missing fields from trust_remote_code vs rotary_pct resetting on GPTNeoX reload." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 PLE device placement are unrelated." + "reason": "Unrelated failures: DebertaV2 import/JIT parsing on Python 3.13 vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and return_tensors being ignored with text_kwargs are different tokenizer API bugs." + "reason": "Different failures in different subsystems: a model-loading regression vs a backend-mapping error for tensorflow_text." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Device-map mismatch in Gemma4 forward is unrelated to return_tensors handling." + "reason": "Tokenizer loading failure and a bare-except bug in FuyuBatchFeature are not the same underlying issue." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo processor/model resolution mismatch are different multimodal issues." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config loading error." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Processor/tokenizer regression and quantization/offloading behavior are in different areas and do not share the same bug." + "reason": "Both touch save/load, but one is quantization-specific dequantized save failure and the other is wrong custom module selection after save_pretrained/from_pretrained." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING validation error for tensorflow_text are both import-utils related but clearly different backend-handling bugs." + "reason": "Checkpoint resume key mismatch and CPU/CUDA output differences are different problems." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient growth are unrelated training/runtime issues." + "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are distinct runtime problems." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states bug are different generation-path problems." + "reason": "Both involve generation/compilation performance, but one is inconsistent chunked generation outputs and the other is spurious recompilation from cache lazy initialization." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Different model-specific loading failures: tensor-parallel OOM vs key error on MobileLLM-125M." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and loading failure for physical-intelligence/fast are different regressions." + "reason": "Pipeline top_k output nesting and missing transformers.onnx are unrelated." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "FlashAttention2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are different code paths." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and meta-device loading breakage are not the same issue." + "reason": "torch.compile/SDPA failure on Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 documentation errors and return_tensors handling are different bugs; one is docs/example correctness, the other is API behavior." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 27, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:28218", - "issue:35141", - "issue:37428", - "issue:38175", - "issue:41720", - "issue:42490", - "issue:42915", - "issue:43262", - "issue:43278", - "issue:43334", - "issue:43388", - "issue:43450", - "issue:43452", - "issue:43493", - "issue:43525", - "issue:43526", - "issue:43653", - "issue:43819", - 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"issue:45200|issue:45325", - "issue:44792|issue:45563", - "issue:44479|issue:46192", - "issue:43819|issue:44112", - "issue:43388|issue:43526", - "issue:43827|issue:43901", - "issue:44561|issue:46234", - "issue:41720|issue:46209", - "issue:44610|issue:44857" - ], - "prepared_review_unit_hash": "47fbb7fa89c251fa08b83e3d9523b3798c82d4488d715b920c545b7a7aada40d", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35351, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility function in import_utils and kernels v0.15 dependency/version requirements are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as checkpoint resume key mismatches." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a regression in custom model code accessing processor.tokenizer; the other is an incorrect pipeline error message about translation support." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length handling for DeBERTa-V3 is unrelated to the transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression and Gemma eos_token_id inconsistency are different multimodal/config issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after align_special_tokens are separate bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch affect different models and paths." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backends dependency omission for pip install '.[torch]' is unrelated to the Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and junk-filled non-persistent buffers are different issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id configuration mismatch is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature and Trainer import failure caused by datasets are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage and GPTNeoX rotary_pct reload behavior are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained loading and an unrecognized model/config error are both loading-related but not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are different model-specific problems." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare-except error swallowing in FuyuBatchFeature is unrelated to the Windows ROCm torch.distributed dependency/import issue." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6643,318 +10625,269 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 28, + "review_unit_index": 34, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:29127", - "issue:29942", - "issue:32090", - "issue:34689", "issue:35141", - "issue:37428", - "issue:38175", - "issue:43278", - "issue:43335", - "issue:43425", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", "issue:43504", - "issue:43550", - "issue:43606", - "issue:43611", - "issue:43653", - "issue:43720", - "issue:43819", - "issue:43825", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", "issue:43931", - "issue:44112", - "issue:44206", - "issue:44351", - "issue:44448", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", "issue:44514", - "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", "issue:44743", - "issue:44855", - "issue:44857", - "issue:45083", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", "issue:45127", "issue:45200", - "issue:45245", - "issue:45290", - "issue:45412", - "issue:45459", - "issue:45520", - "issue:45584", - "issue:45588", - "issue:45593", - "issue:45759", - "issue:45859", - "issue:46170", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", "issue:46234", - "issue:46285", - "issue:46326", - "issue:46431", - "issue:46512", - "issue:46566" + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46697" ], "soft_pairs": [ - "issue:43335|issue:43550", - "issue:43819|issue:45083", - "issue:45759|issue:46285", - "issue:44206|issue:45584", - "issue:38175|issue:45412", - "issue:44857|issue:45593", - "issue:45520|issue:46170", - "issue:43606|issue:45083", - "issue:43335|issue:43653", - "issue:29942|issue:32090", - "issue:43550|issue:44112", - "issue:37428|issue:43425", - "issue:44448|issue:44743", - "issue:43611|issue:43931", - "issue:45759|issue:46512", - "issue:43335|issue:43504", - "issue:44514|issue:44521", - "issue:44855|issue:45083", - "issue:43278|issue:43825", - "issue:43720|issue:44112", - "issue:29127|issue:32090", - "issue:45290|issue:46326", - "issue:43335|issue:45083", - "issue:46431|issue:46566", - "issue:43335|issue:44112", - "issue:45127|issue:45245", - "issue:37428|issue:44351", - "issue:43335|issue:45593", - "issue:45588|issue:45859", - "issue:45200|issue:45588", - "issue:34689|issue:35141", - "issue:45459|issue:46234" + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43404|issue:43441", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:43352|issue:46640", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43673|issue:44743", + "issue:44792|issue:45600", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:46082|issue:46697", + "issue:35141|issue:42490", + "issue:43761|issue:44242", + "issue:43931|issue:44060" ], - "prepared_review_unit_hash": "50fed8434130859e0b133649342f93cf2209806279c8d2f2015e95818818336f", + "prepared_review_unit_hash": "088643272ab78ea51a03e33b53301fa69adbb03f75db3e98fc4fe375f0c5f881", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37638, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "soft_pair_count": 25, + "serialized_chars": 35137, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-duplicate pairs look like the same underlying bug. The set is heterogeneous across chat templates, loading, compiler, Flash Attention, and model-specific regressions, so there is no strong canonical issue.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue: the items span mostly unrelated bugs and regressions, so none clearly subsumes the rest as a duplicate target.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad keywords (cache, loading, flash attention, processor, etc.) but not the same concrete bug or fix path. No PRs are present. I\u2019d treat issue 45698 as the best representative issue only because it has the most activity and inbound references, not because it duplicates the others.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 has the strongest signal in the set (highest discussion activity, inbound refs, and an open regression around from_pretrained/save_pretrained custom-module loading), so it is the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If one representative issue must be picked, issue 44521 is the broadest and most active item in the chat-template/multimodal subset, with the most discussion and inbound references.", + "best_issue_reason": "issue:45698 is the most central/active item in this collection and is the only one with broad follow-on discussion and references; it is the best issue to anchor the cluster despite the cluster\u2019s overall heterogeneity.", "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "Different bugs: sparse-layer config construction vs torch.compile/SDPA failure in Bamba." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "Different code paths: DAC latent reconstruction mismatch vs qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Both concern multimodal/text model structure, but one is text_config unwrapping and the other is CLIP text-model attribute inconsistency." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated regressions: feature extractor unsupported arg vs Whisper empty transcription after special-token alignment." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory not freed." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "Different training issues: float16 AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss omission." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Both are import/dependency problems, but the platforms and root causes differ completely." - }, + "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length logic." + "reason": "Both mention cache/path behavior, but one is a local-model trust_remote_code path collision and the other is max_cache_length handling in quantized cache; different bugs." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Different model/tokenizer bugs: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." + "reason": "Image-size mismatch in OmDet-Turbo processor vs memory overflow in sam3-litetext; unrelated symptoms and code paths." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Flash Attention test failures vs Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Same model family, but one is tied lm_head weights and the other is Flash Attention support; not the same underlying fix." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Bamba torch.compile/SDPA bug is not the same as a stale GraniteSpeech CI test." + "reason": "No concrete overlap: one is a vague data request, the other is a Gemma pipeline roundtrip tokenization bug." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Flash-attention import symbol missing vs Torch 2.10 incompatibility are different failures." + "reason": "Different models and failures: CLIPVision hidden_states regression vs Qwen VL video-input regression." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Pegasus output drift and qwen3 modular recurrent-state reset are separate model behaviors." + "reason": "One is a dummy Conv2d in Sam3PixelDecoder, the other is Sam3Video OOM; different problems." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Generic base_model_prefix loading breakage vs Qwen3-VL shape mismatch are different load errors." + "reason": "Both involve multimodal/video processing, but they are different models and different failure modes (ValueError vs batched chat-template crash)." }, { - "left": "issue:45759", - "right": "issue:46512", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Both involve from_config, but one unwraps text_config for composite configs while the other leaves dtype stale." + "reason": "LoRA merge/collapse with tied embeddings is unrelated to mm_token_type_ids defaulting in Gemma 4 fine-tuning." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field loading bug are unrelated." + "reason": "Training/metrics issues in different subsystems; one drops last-batch labels, the other misnormalizes auxiliary loss." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Both touch apply_chat_template, but one is a batched padding=False crash and the other is assistant_masks being all zeros; too different to merge safely." + "reason": "Config attribute rename (`pad_token_idx`) vs backend registration error (`tensorflow_text`); not the same bug." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Python 3.13 torch.jit parsing issue is unrelated to qwen3_omni_moe output-length helper behavior." + "reason": "Both mention Flash Attention, but one is a model-specific unsupported feature warning and the other is a generic flash-attn issue; insufficiently specific." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Dtype mismatch between train/eval and pipeline translation messaging are unrelated issues." + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils helper for falcon mamba availability." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to GraniteSpeech CI device override flakiness." + "reason": "Both touch model loading, but one is a legacy preset field for Beit segmentation and the other is wrong custom-module resolution after save/load." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "LayoutLMV3 error-message clarity and Trainer NoneType broadcast failure do not share the same bug." + "reason": "Different models and behaviors: janus image-generation test failure vs Qwen3.5 flash-attention generation regression." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Both involve chat templates, but tool-call no-content crashes and continue_final_message tokenizer behavior are different code paths." + "reason": "Both involve cache/state handling, but one is GenerationMixin chunked_prefill cache and the other is Qwen3.5 recurrent state reset; not mergeable as one bug." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Sparse-layer config bug and qwen3_omni_moe helper-function behavior are unrelated." + "reason": "Janus generation test failure and Sam3LiteText auto_mappings CI break are unrelated." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Missing chat template error and DiffusionGemma meta-device loading issue are different problems." + "reason": "Video-classification processor mismatch vs Sam3 video encoder output missing an attribute; different layers and fixes." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different failures: SwitchTransformers config bug vs GraniteSpeech CI test drift." + "reason": "Missing pad_token_id in config and sliding_window behavior in Qwen3-MoE are separate configuration issues." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "LoRA/extended-vocab collapse and category-count overflow are unrelated model/data issues." + "reason": "Serve KV-cache tensor indexing crash is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Missing flash-support helper and missing HybridCache import are different import/export regressions." + "reason": "Local dataset loading in an image-classification script is unrelated to loading a multimodal Phi-4 model." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss handling." + "reason": "Both are reload/regression style issues, but one is non-persistent buffer initialization and the other is GPTNeoX config persistence; different fixes." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Flash-attention sink-less AttributeError and Qwen3_5Moe CPU-offload incompatibility are different code paths." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are completely unrelated." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash_attention s_aux=None handling." + "reason": "Token-embedding reinit during post_init is unrelated to local-path trailing-slash import warnings." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Model loading failure for Llama 3.2 Vision and output embedding reinit on resize are different bugs." + "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False are different model/subsystem bugs." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Tokenizer protobuf error handling and missing import_utils availability flag are unrelated." + "reason": "Qwen3-VL weight-shape mismatch during loading vs Qwen3-Next tied-weights warning; related model family but not the same concrete defect." } ] }, @@ -6969,427 +10902,306 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 29, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - 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If one representative is needed, issue 46489 is the best anchor for the only clearly related topic: the DeepSeek v5 tokenizer regression with an explicit link to an incomplete prior fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43873 is the best overall issue anchor only by activity/recency, not by semantic match: it is open, discussion-heavy, and user-facing. The rest of the set is too mixed to justify a stronger canonical choice.", + "best_issue_reason": "Issue 46489 is the most actionable representative for the only meaningful duplicate candidate: it is specific, concrete, and explicitly ties the regression to PR #44801\u2019s incomplete fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", + "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different components and symptoms: LwDetrImageLoss AMP/CUDA crash vs flash_attention integration AttributeError on sink-less models." + "reason": "Different subsystems and failures: Python 3.13 torch.jit parsing error vs flash-attention sink handling crash." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Different model families and failure modes: PEFT local checkpoint loading vs FP8 inference on B200." + "reason": "Both involve trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError while loading from cache; not the same concrete bug." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "One is a v5 API removal breaking trust_remote_code; the other is a DeepSeek tokenizer correctness regression." + "reason": "One is docs stale after pipeline removal; the other is a runtime correctness issue with SigLIP2 outputs." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Unrelated issues: flash-attention import error vs missing TensorFlow backend after installing the torch extra." + "reason": "Unrelated models and symptoms: Sam3Video OOM vs Whisper empty transcription after token alignment." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Both involve quantization/offsloading at a high level, but one is offloading behavior and the other is a multi-GPU OOM on a specific Gemma model; not the same bug." + "reason": "Both mention chunked prefill/cache, but one reports a missing cache in v5.0.0 and the other spurious recompilation from lazy init; not clearly the same bug." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Different trainer failures: NoneType broadcast error vs OOM with Adafactor + DeepSpeed." + "reason": "A stale warning about num_return_sequences is unrelated to Whisper generation failing on empty transcription." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "List nesting regression in pipeline output is unrelated to the trainer broadcast NoneType error." + "reason": "Both are multimodal/video-related in a broad sense, but one is a Qwen2.5-VL position-id bug and the other is Sam3-lite text memory overflow." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Python version support issue vs DeepSeekV3MoE implementation divergence; unrelated root causes." + "reason": "Non-persistent buffer initialization junk vs GPTNeoX rotary_pct reload bug are different configuration/state issues." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both affect v5 behavior, but one is generation output mismatch and the other is device-dependent serialization of lm_head.weight." + "reason": "Different code paths: a video-input regression for Qwen models vs a serve KV-cache indexing crash." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Different models and errors: Qwen3 auto device map cuda assert vs Gemma4 multi-GPU OOM." + "reason": "Sparse-layer construction bug in SwitchTransformers is unrelated to DebertaV2 import parsing on Python 3.13." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "No shared underlying bug; one is a missing import from image_utils, the other is a Qwen chat crash." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading behavior." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Flash-attention sink handling bug vs Gemma4 PLE device placement mismatch; different code paths." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to loading a local dataset in a training script." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation correctness vs a stale warning about num_return_sequences; not the same problem." + "reason": "Different errors and domains: Qwen3 device-mapping cudaErrorAssert vs category-count limit in dataset/processing." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Both involve Gemma4, but one is a dependency import error and the other is a missing _tokenizer attribute in serve." + "reason": "Both involve config handling, but they are different models and different strictness/optional-field problems." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Dtype regression during eval is unrelated to Qwen2 tp loading OOM." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are unrelated model/processor issues." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare except swallowing errors." + "reason": "Compiled forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both mention multimodal models, but one is a MacOS bus error and the other is a documentation/example error." + "reason": "SwitchTransformers sparse-layer bug and local dataset loading failure are unrelated." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." + "reason": "Both are video-processing related, but they affect different models and different bugs (vision_position_ids vs padding calculation)." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Gemma eos_token_id configuration mismatch vs Qwen3.5 flash-attention generation issue; different models and bugs." + "reason": "Same family name does not imply duplicate: one is video OOM, the other is litetext memory overflow, likely different code paths." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Executorch export failures are unrelated to flash_attention's s_aux=None crash." + "reason": "LoRA merge with tied embeddings is unrelated to Qwen3.5 save_pretrained visual encoder key serialization." }, { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe DeepSeek tokenizer regressions in v5+, and 46489 explicitly says the issue is a gap in PR #44801\u2019s fix, making them the same underlying bug." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset with cache." + "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding bug are unrelated image-processing issues." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Different tokenizers and different failures: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." + "reason": "SigLIP2 documentation/example failures are unrelated to local dataset loading in a training example." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization bug." + "reason": "Both mention CI, but one is a stale GraniteSpeech device override test and the other is broken auto_mappings references to removed configs." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Base_model_prefix loading regression and rope-param validation TypeError are separate code paths." + "reason": "XLNet device placement bug and a bare-except swallowing errors in FuyuBatchFeature are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Even within Gemma4, these are distinct failures: processor dependency import vs serve-side _tokenizer attribute missing." + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different bugs." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different phases and different bugs." + "reason": "All-zero assistant masks in apply_chat_template are not the same as wrong vision_position_ids in Qwen2.5-VL video inputs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Tokenizer error masking with protobuf missing is unrelated to leftover dummy classes leaking into the repo API." + "reason": "Qwen3OmniMoe video ValueError and serve KV-cache continuation indexing are different failures in different paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only accepted duplicate-like pair, issue:44779 with issue:46489, is well supported by the shared DeepSeek tokenizer regression context and 46489\u2019s explicit reference to a gap in PR #44801. No other pair is overstated as a duplicate." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7397,325 +11209,297 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 31, + "review_unit_index": 36, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:27957", - "issue:29127", - "issue:29942", - "issue:30064", - "issue:33290", - "issue:33357", + "issue:28282", + "issue:32090", "issue:35141", - "issue:42490", - "issue:42915", - "issue:43065", - "issue:43066", - "issue:43334", - "issue:43381", - "issue:43421", - "issue:43526", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", "issue:43531", - "issue:43575", - "issue:43653", - "issue:43701", - "issue:43756", - "issue:43824", - "issue:43931", - "issue:43994", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", "issue:44186", - "issue:44206", - "issue:44265", + "issue:44220", + "issue:44246", "issue:44279", - "issue:44387", - "issue:44442", - "issue:44462", - "issue:44479", - "issue:45072", - "issue:45198", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44898", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45083", + "issue:45216", "issue:45245", - "issue:45250", - "issue:45372", - "issue:45412", - "issue:45440", - "issue:45459", - "issue:45491", - "issue:45563", - "issue:45593", - "issue:45834", + "issue:45276", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46082", "issue:46121", - "issue:46369", - "issue:46399", - "issue:46640", - "issue:46693" + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46697" ], "soft_pairs": [ - "issue:29942|issue:30064", - "issue:44206|issue:44479", - "issue:43065|issue:45412", - "issue:43065|issue:43994", - "issue:43756|issue:45440", - "issue:43653|issue:44442", - "issue:45491|issue:46693", - "issue:45372|issue:45459", - "issue:45245|issue:45563", - "issue:43066|issue:44462", - "issue:44265|issue:45198", - "issue:29127|issue:33357", - "issue:45412|issue:46369", - "issue:43994|issue:45412", - "issue:27957|issue:29942", - "issue:45440|issue:45593", - "issue:43421|issue:45491", - "issue:43575|issue:43701", - "issue:29127|issue:35141", - "issue:42490|issue:43381", - "issue:43575|issue:44387", - "issue:43526|issue:45834", - "issue:43526|issue:46693", - "issue:44442|issue:45072", - "issue:42915|issue:43931", - "issue:43994|issue:46369", - "issue:43824|issue:44279", - "issue:43526|issue:44186", - "issue:46121|issue:46399", - "issue:45250|issue:46640", - "issue:43334|issue:43531", - "issue:27957|issue:29127", - "issue:27957|issue:33290" + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44898|issue:46697", + "issue:44246|issue:45003", + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:43643|issue:44496", + "issue:27957|issue:35141", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:45083|issue:46506" ], - "prepared_review_unit_hash": "de01fcb02f7f1b6d3e986ad6905b050357d440059dee37e57b9b5209b6d29d27", + "prepared_review_unit_hash": "75907eed1a521c5bbf14185da9f7d709515064f57a52b971a0a70b5807d7b248", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37353, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "soft_pair_count": 29, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose FA2/transformers similarity bucket with many unrelated bug reports; I did not find any soft pair that looks like the same underlying issue or mergeable PR-equivalent change.", - "confidence": 0.89, - "canonical_issue_reason": "No true duplicate candidate stands out; if forced to pick one representative issue, #29942 is the broadest Flash Attention 2-related report here.", + "summary": "The cluster is heterogeneous: mostly superficially similar Transformers issues, but the soft pairs describe different bugs, code paths, or model families. I would reject all soft edges as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#29942 is the most central representative for the FA2 subset, but it is still not a substitute for the other issues in this cluster.", + "best_issue_reason": "No single issue is a clear canonical representative; the cluster spans unrelated import errors, model-specific regressions, and notebook/CI bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different subsystems and failures: FA2 test regressions vs void segmentation map image processing." + "reason": "Different failure modes: Python 3.14 import/load problem vs missing TensorFlow backend when installing the torch extra." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Both are regressions, but one is a feature-arg crash in LasrFeatureExtractor and the other is a multi-model video-input regression; not the same bug." + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Different API paths." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "SAM3 pixel decoder dummy Conv2d vs RT-DETR memory leak; unrelated code paths and symptoms." + "reason": "Unrelated bugs: gemma4 resize_token_embeddings/output embeddings vs Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to SigLIP2 producing nonsense outputs through AutoModel/pipeline." + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import_utils availability symbol." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44898", + "right": "issue:46697", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are distinct model-implementation issues." + "reason": "Different image-processing bugs in different models: Perceiver interpolation vs Swin2SR over-padding." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a specific tokenizer; different failure modes." + "reason": "Slow import timing issue vs unsafe sys.modules access in modeling_utils; not the same code-path bug." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Gemma3 NaN embeddings from all-padding sliding-window batches is not the same as a FA2 long-context performance regression." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct config-validation problems." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "One is a missing import breaking Gemma 4 processor loading; the other is error masking when protobuf is absent." + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant_mask generation in apply_chat_template." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/validation problems." + "reason": "Different model-loading failures for different models; not the same broken loader or code path." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json during AutoTokenizer resolution." + "reason": "Phi-4 multimodal loading failure vs stale auto_mappings references to removed configs; distinct failures." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "torch.export failing on torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Category-count overflow and Whisper empty-transcription generation are unrelated bugs." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and CLIP bus errors on macOS are clearly different issues." + "reason": "Packaging/backend dependency complaint vs generic dependency issue; too broad and not the same underlying defect." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Both mention memory, but RT-DETR GC/leak behavior and SAM3-litetext memory overflow are different models and causes." + "reason": "CI stale-device override test in GraniteSpeech is unrelated to Phi-4 multimodal model loading." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "SigLIP2 nonsense outputs and RT-DETR memory release are unrelated." + "reason": "trust_remote_code missing fields and unrecognized-model/config.json model_type errors are different config-loading failures." }, { "left": "issue:27957", - "right": "issue:29942", - "accept": false, - "reason": "XLMRoberta FA2 support and failing FA2 tests are related only at a broad theme level, not the same concrete bug." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific changes." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime tokenizer post-processor updates vs Gemma3 NaN embeddings are different tokenizer/model behaviors." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and output embedding reinitialization after resize are different bugs." + "reason": "FlashAttention2 support for XLM-Roberta is unrelated to post_init reinitializing embeddings when resizing token embeddings." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Trailing-slash import warning is unrelated to gradient checkpointing being unusable in eval mode." + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression are different model-specific serialization/training issues." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Both are memory-related, but one is TP load OOM for Qwen2 and the other is int4 reserved-memory regression; not the same bug." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to transformers serve KV-cache continuation indexing." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long OCR index error are unrelated preprocessing failures." + "reason": "Missing Qwen2.5 VLImageProcessor export vs missing AutoImageProcessor import; different symbols and fixes." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "reduce_labels returning one label has no clear connection to FA2 long-context performance regression." + "reason": "The 'ADD THE DATA' issue is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are different layers of the stack." + "reason": "Different missing imports: Qwen2.5 image processor export vs layer_type_validation from configuration_utils." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model/load problems." + "reason": "position_ids buffer access error is not the same as CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "SigLIP2 incorrect outputs and SAM3-litetext memory overflow do not share the same code path." + "reason": "Video-classification pipeline image-processor lookup bug vs a notebook syntax error; not duplicates." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Missing Qwen2.5-VL import and a generic dependency issue are not the same underlying bug." + "reason": "Phi4MultimodalConfig default initialization with None is unrelated to Qwen3_5MoeVisionConfig dropping a field." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash are different tokenizer/image-processor issues." + "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization after resize_token_embeddings are different code paths." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Rope-parameter validation TypeError and missing apply_rotary_pos_emb decorator are different rotary-embedding bugs." + "reason": "Missing PyTorch ImportError for AutoModel is unrelated to the tied-embedding reinit bug." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "These are both FA2-themed but too vague and non-specific to treat as the same concrete change or bug." + "reason": "GenerationMixin cache missing in chunked_prefill vs max_cache_length only honored for Quantized Cache are related to caching broadly, but not the same concrete defect." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "pad_token_id missing on Qwen3-VL text config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references in auto_mappings are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "FA2/XLMRoberta support is unrelated to LayoutLMv3 box-validation error clarity." + "reason": "Notebook syntax error vs fbank feature extraction bug; no shared underlying issue." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + "reason": "Helper length calculation behavior in qwen3_omni_moe is unrelated to CPU/CUDA numerical differences in PPDocLayoutV3." } ] }, @@ -7730,302 +11514,312 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 32, + "review_unit_index": 37, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:33290", - "issue:34567", - "issue:34689", - "issue:35141", - "issue:42175", - "issue:42490", - "issue:43232", - "issue:43262", - "issue:43316", - "issue:43381", - "issue:43388", - "issue:43493", - "issue:43525", - "issue:43611", - "issue:43646", - "issue:43720", - "issue:43723", - "issue:43749", - "issue:43761", - "issue:43827", - "issue:43873", - "issue:43931", + "issue:39692", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", "issue:44062", - "issue:44077", - "issue:44079", - "issue:44188", - "issue:44206", - "issue:44442", - "issue:44479", - "issue:44514", - "issue:44743", - "issue:44811", - "issue:44871", - "issue:44898", - "issue:44977", - "issue:45003", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", "issue:45216", - "issue:45245", - "issue:45381", - "issue:45440", - "issue:45479", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45584", "issue:45588", - "issue:45600", + "issue:45593", "issue:45759", - "issue:45859", - "issue:45907", - "issue:46234" + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693" ], "soft_pairs": [ - "issue:43761|issue:45859", - "issue:33290|issue:34689", - "issue:44514|issue:45381", - "issue:33290|issue:35141", - "issue:45588|issue:45600", - "issue:33290|issue:34567", - "issue:43381|issue:43873", - "issue:44977|issue:45245", - "issue:43262|issue:44206", - "issue:43646|issue:44077", - "issue:44743|issue:44811", - "issue:44442|issue:44898", - "issue:45003|issue:45440", - "issue:42490|issue:44743", - "issue:34689|issue:43611", - "issue:43720|issue:44442", - "issue:42175|issue:46234", - "issue:43723|issue:45479", - "issue:43316|issue:43525", - "issue:44077|issue:44479", - "issue:43493|issue:43827", - "issue:44062|issue:45907", - "issue:43761|issue:44079", - "issue:43873|issue:44871", - "issue:43232|issue:43388", - "issue:43761|issue:44188", - "issue:43749|issue:43931", - "issue:43931|issue:45216", - "issue:43316|issue:45759" + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44496|issue:45759", + "issue:44792|issue:46424", + "issue:46123|issue:46369", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:43299|issue:45357", + "issue:44779|issue:45812" ], - "prepared_review_unit_hash": "d7520919df47ff874316b30695f30fc9abd46362389c19bce2479ace188b06fb", + "prepared_review_unit_hash": "5d0bbfd109ca3a0e5f079c34c3144fbc69a98435fbf2da0c64ca0072f986c0e3", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35993, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated bugs across loading, generation, processors, configs, audio/video, CI, and utilities. None of the soft pairs look like the same concrete bug or change, so no duplicates are accepted.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, model-loading, cache, attention, docs, and regression reports. I do not see any pair that describes the same concrete bug/change, so no soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the issues are mostly unrelated and do not form a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No strong global best issue for deduplication purposes; the cluster does not cohere around one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both involve model internals/performance regressions, but one is CLIP hidden states and the other is Qwen3.5 MoE rotary embedding offload; different code paths and symptoms." + "reason": "Different bugs: multimodal processor/tokenizer regression vs resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counting." + "reason": "Python version compatibility problem vs failure loading a specific model." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Both are Qwen2.5-VL input bugs, but one is batched chat template padding and the other is video vision_position_ids; different failures." + "reason": "Both mention flex_attention/PyTorch, but one is a compile failure on torch>=2.9 and the other is a version-check/import bug; not the same defect." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Adafactor/DeepSpeed OOM is not the same as embedding reinitialization during resize/post_init." + "reason": "BEiT image processor label reduction bug vs pipeline docs mentioning return_all_scores." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Flash-attention sink-less crash and stale auto_mappings CI break are separate issues in different modules." + "reason": "Unrecognized model/config loading error vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Optimizer memory blowup is unrelated to num_input_tokens_seen not updating." + "reason": "Saving dequantized Ministrals/Devstrals fails vs Ministral-3 flash-attention failure; different code paths." }, { "left": "issue:43381", - "right": "issue:43873", + "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are distinct behaviors with no shared concrete bug." + "reason": "Gradient checkpointing eval-mode issue vs D-FINE auxiliary-loss behavior when denoising is off." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to the 2^24 category limit error." + "reason": "GenerationMixin cache/chunked_prefill bug vs ANSI escape codes in loading_report." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Both are audio-related, but one is sampling-rate defaulting and the other is an unsupported `center` arg in a feature extractor." + "reason": "Docs mismatch for text-classification pipeline vs model/config loading error; unrelated." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Generic custom model initialization breakage is broader, but not the same concrete bug as patchtsmixer's `post_init` allowance." + "reason": "Specific Python version incompatibility vs generic dependency issue." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Cache recurrent-state reset and Whisper batch decoding token skipping are unrelated." + "reason": "Both are in flash_attention, but one is a Ministral flash-attention crash and the other is an s_aux=None AttributeError for sink-less models." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are different model/component bugs." + "reason": "Notebook syntax error vs AddedToken keyword argument conflict." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are unrelated implementation issues." + "reason": "Unrecognized model/config error vs AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "A path-trailing-slash import warning has nothing to do with recurrent state reset in generation." + "reason": "Janus image-generation test failure vs cache max length only honored for quantized cache." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both mention model loading regressions, but they affect different versions and different failure mechanisms (`base_model_prefix` vs Llama 3.2 Vision Instruct)." + "reason": "Partial-batch is_last bookkeeping bug vs SAM3-lite-text memory overflow." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "BitNet packed-weight loading is unrelated to tokenizer loading for FastSpeech2Conformer." + "reason": "Missing Qwen2.5-VL import vs nonexistent image_utils import; different symbols and paths." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "Missing TensorFlow in extras and missing import_utils symbol are unrelated packaging/API issues." + "reason": "Multimodal assistant_mask generation bug vs FA2 long-context performance regression." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer loading in v5 and single-label loss degeneracy are different subsystems and bugs." + "reason": "Qwen3VL MoE loading regression vs Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Both are config API inconsistencies, but one is Gemma3TextConfig shape/discrepancy and the other is a missing `pad_token_id` on Llama4Config." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too vague and not the same bug." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Patchtsmixer `post_init` policy and Qwen video input regression are unrelated." + "reason": "T5Gemma embedding resize bug vs Whisper empty-transcription failure after align_special_tokens." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "SigLIP2 implementation mismatch and stale docs referencing removed pipeline APIs are unrelated." + "reason": "LlamaConfig head_dim validation vs Qwen3.5 use_kernels registration/decorator crash." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "AddedToken constructor conflict is unrelated to `list_repo_files` not forwarding `revision`." + "reason": "Generic dependency issue vs PEFT minimum-version bump to an unreleased version." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "CLIP hidden_states regression and ModelOutput key assignment bug affect different code paths." + "reason": "BLIP2 dtype propagation issue vs Qwen3.5 save_pretrained visual-key regression." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Quantization offloading and Gemma-3 eos_token_id configuration mismatch are unrelated." + "reason": "SGD args being ignored vs Qwen warning about tie_word_embeddings; unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Generation kwarg sync and gather_for_metrics label truncation are distinct distributed-training bugs." + "reason": "SigLIP2 example errors vs pipeline docs mentioning return_all_scores; both docs-related but different topics." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "CLIP hidden states regression is unrelated to attention-kernel divergence under torch.compile." + "reason": "Processor/tokenizer regression for multimodal custom code vs Deepseek tokenizer output regression." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Tokenizer BPE-marker handling bug vs unrelated placeholder issue titled 'ADD THE DATA'." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "A weight-shape mismatch during loading is not the same as incorrect checkpoint saving in Qwen3.5." + "reason": "HybridCache import missing vs broad import errors after an update; not the same concrete failure." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Both concern config handling, but one is a Gemma3TextConfig API discrepancy and the other is unwrapping `text_config` for composite Qwen multimodal configs." + "reason": "LlamaConfig head_dim rejection vs from_config(dtype=...) leaving config.dtype stale." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:45357", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression vs Whisper generation failure after align_special_tokens." + }, + { + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "BitNet accelerate-loading unpacking and tokenizer loading are unrelated bugs." + "reason": "Deepseek tokenizer regression vs Granite tokenizer ID regression; different tokenizer/model families and failure modes." } ] }, @@ -8040,296 +11834,283 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 33, + "review_unit_index": 38, "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", - "issue:27957", - "issue:28282", - "issue:32090", + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:33290", + "issue:41950", "issue:42175", - "issue:42617", - "issue:42907", - "issue:43295", - "issue:43316", - "issue:43452", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43643", - "issue:43646", - "issue:43701", - "issue:43716", - "issue:43742", - "issue:43825", - "issue:44077", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", "issue:44162", - "issue:44190", - "issue:44442", - "issue:44464", - "issue:44496", - "issue:44534", - "issue:44610", - "issue:44792", - "issue:44855", - "issue:44871", - "issue:44913", - "issue:44987", - "issue:45137", - "issue:45584", - "issue:45698", - "issue:45803", - "issue:46050", - "issue:46170", - "issue:46178", - "issue:46234", - "issue:46291", - "issue:46365", - "issue:46369", - "issue:46421", - "issue:46506" + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" ], "soft_pairs": [ - "issue:43643|issue:44913", - "issue:44987|issue:46178", - "issue:44855|issue:45137", - "issue:44442|issue:45803", - "issue:44190|issue:44496", - "issue:43701|issue:46506", - "issue:42907|issue:45698", - "issue:42617|issue:43575", - "issue:44464|issue:46421", - "issue:43575|issue:43742", - "issue:25251|issue:28282", - "issue:43550|issue:43701", - "issue:27957|issue:32090", - "issue:46234|issue:46291", - "issue:43606|issue:43701", - "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:43295|issue:44871", - "issue:44871|issue:45584", - "issue:43316|issue:43716", - "issue:42175|issue:43316", - "issue:44077|issue:44534", - "issue:44871|issue:46050", - "issue:45803|issue:46365", - "issue:43452|issue:44496", - "issue:43646|issue:44913", - "issue:44162|issue:44792", - "issue:45803|issue:46170", - "issue:44610|issue:46369" + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43650|issue:46209", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:43723|issue:44162" ], - "prepared_review_unit_hash": "82288a00f7eac267d7d48c9fc69eed3362e0307e5eb11aa122275a3d4d35d89e", + "prepared_review_unit_hash": "dd48051f5f41812d33b4127dd8e7f9b8bb2d431dfb4df6a178a068772e455f29", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35619, - "estimated_input_tokens": 8905, - "estimated_eval_tokens": 18066 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a true duplicate cluster: they span unrelated loading, config, generation, backend, and runtime failures. All soft-similarity edges look like false positives, so none should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45698 is the broadest open loading/saving bug with the most discussion, so it is the closest thing to a cluster anchor, but the surrounding items are not true duplicates of it.", + "summary": "No duplicate cluster emerges here: the items span unrelated bugs, regressions, docs, and dependency issues. I rejected every soft edge as a false match.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best representative issue because it is open, actively discussed, and broadly about from_pretrained/save_pretrained behavior; however, it should not be treated as a true duplicate hub for this set.", + "best_issue_reason": "issue:44261 is the clearest standalone bug report: it names a specific code path (MLA q_a_layernorm), a concrete missing-config cause, and a measurable user-facing impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Both involve config/loading behavior, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting; different bugs." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "One is a model loading failure on transformers>=5.1.0, the other is a missing BACKENDS_MAPPING entry for tensorflow_text; unrelated causes." - }, - { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Python 3.13 torch.jit.script parsing error vs DeepSpeed ZeRO3 deque underflow; both runtime errors, but not the same code path." + "reason": "Different bugs and code paths: MoE load-balancing loss vs Gemma 4 text-only mm_token_type_ids defaulting." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "AutoTokenizer failing to load a specific tokenizer is unrelated to FuyuBatchFeature's bare except swallowing errors." + "reason": "Video-classification processor lookup and remote_code regressions are unrelated subsystems." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Local dataset loading in an example script and an unrecognized model/config.json error are different failures." + "reason": "Different models and failures: Qwen3VL MoE loading vs GLM-4.7-Flash unit-test loading." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Separate config bugs: Phi4Multimodal default sub-config initialization vs Llama4 missing pad_token_id." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Both touch save/load flows, but quantized model dequantization save bugs are different from wrong custom module loading after save_pretrained." + "reason": "No shared underlying bug; one is an \u0905\u0938\u094d\u092a\u0937\u094d\u091f data request, the other is FP8 inference on B200." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2 tensor-parallel OOM are distinct issues." + "reason": "Serialization of tied weights and resize_token_embeddings behavior are distinct issues." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Chunked generation output inconsistency and chunked prefill recompilation share terminology but not the same underlying bug." + "reason": "Different model/pipeline problems: video processor lookup vs Gemma4 PLE device mismatch." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "OOM while loading a large model with tp is not the same as a key error when loading MobileLLM-125M." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel missing PyTorch dependency detection." + "reason": "Torch 2.9 flex_attention failure is unrelated to TensorBoard-installed-without-TensorFlow backend errors." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "torch.compile with SDPA causing model failure is unrelated to resume_from_checkpoint key mismatches." + "reason": "Both involve tokenizers, but one is repository tokenizer file selection and the other is a Mistral regex/backend attribute crash." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are different problems." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Missing import_utils helper and pipelines import failing on kernels version/revision are both dependency issues, but not the same bug." + "reason": "Different model-specific failures: Ministral FlashAttention vs Kosmos2.5 OCR index error." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key mismatch." + "reason": "auto_docstring future-annotations crash and missing ReasoningEffort import are separate bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is different from a pipeline error message incorrectly implying translation support in v5." + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE training-loss behavior." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are different code paths." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "processor.tokenizer/image handling regression is not the same as Gemma eos_token_id configuration mismatch." + "reason": "Both mention deepspeed/optimizer, but OOM with Adafactor and double optimizer.step() are different failures." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate generation/config bugs." + "reason": "Completely different components: MLA layernorm epsilon handling vs GlmMoeDsaIndexer split outputs." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to the Mistral-3 image preprocessor dtype mismatch." + "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different stages/problems." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Missing tensorflow in the torch extra is a packaging/backend issue, not a config API discrepancy." + "reason": "Both are repo-maintenance/CI-ish, but they concern different files and defects." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "patchtsmixer optional post_init policy and non-persistent buffers being junk are different model initialization issues." + "reason": "Processor save_pretrained missing files is unrelated to the reported slowdown after upgrading Transformers." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Gemma token ID inconsistency and quantized model save/load breakage are not the same underlying defect." + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are distinct issues." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets." + "reason": "Package extra missing TensorFlow backend and Python-version compatibility are different dependency problems." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "gguf_file breaking from_pretrained loading and a missing model_type in config.json are both load failures, but with different root causes." + "reason": "Different models and symptoms: CamemBERT masked-LM predictions vs Deepseek tokenizer output correctness." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct not persisting." + "reason": "Documentation mismatch for return_all_scores is unrelated to SigLIP2 model output quality." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are not the same model/path." + "reason": "Model-specific FlashAttention regression and torch>=2.9 compiled flex_attention failure are not the same bug." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Fuyu's bare except bug is unrelated to Windows ROCm import/type errors from torch.distributed dependency handling." + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are unrelated." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are distinct issues." + "reason": "AutoTokenizer loading regression and ESM2 breakage are different underlying problems." } ] }, @@ -8344,234 +12125,307 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 34, + "review_unit_index": 39, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:35141", + "issue:36246", + "issue:41628", "issue:41950", - "issue:42490", - "issue:43065", - "issue:43352", - "issue:43388", - "issue:43404", - "issue:43441", - "issue:43475", - "issue:43504", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", "issue:43525", + "issue:43526", "issue:43531", - "issue:43540", - "issue:43572", - "issue:43650", - "issue:43673", - "issue:43688", - "issue:43761", - "issue:43931", - "issue:44060", - "issue:44190", - "issue:44242", - "issue:44479", - "issue:44514", - "issue:44534", - "issue:44617", - "issue:44734", - "issue:44743", - "issue:44792", - "issue:44855", - "issue:44913", - "issue:44964", - "issue:44977", - "issue:45127", - "issue:45200", - "issue:45406", - "issue:45542", - "issue:45584", - "issue:45588", - "issue:45600", - "issue:45632", - "issue:45698", - "issue:46178", - "issue:46202", - "issue:46234", - "issue:46424", - "issue:46640" - ], - "soft_pairs": [ - "issue:45632|issue:46424", - "issue:43404|issue:43441", - "issue:43650|issue:46202", - "issue:43761|issue:44479", - "issue:43540|issue:44514", - "issue:43065|issue:44617", - "issue:45127|issue:45200", - "issue:43388|issue:43688", - "issue:43572|issue:46178", - "issue:43352|issue:46640", - "issue:45542|issue:46234", - "issue:43504|issue:45698", - "issue:44792|issue:44977", - "issue:43673|issue:44743", - "issue:44792|issue:45600", - "issue:41950|issue:43475", - "issue:43525|issue:43531", - "issue:44734|issue:45406", - "issue:44190|issue:44964", - "issue:44534|issue:44913", - "issue:35141|issue:42490", - "issue:43761|issue:44242", - "issue:44617|issue:45584", - "issue:44855|issue:45588", - "issue:43931|issue:44060" - ], - "prepared_review_unit_hash": "b30b3575cdb0e75dfbc98e4d25a5e1a8ee5f75869cf9aa9587a7baff93181492", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34638, - "estimated_input_tokens": 8660, - "estimated_eval_tokens": 17576 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 35, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:25251", - "issue:27957", - "issue:39692", - "issue:41720", - "issue:43065", - "issue:43295", - "issue:43335", - "issue:43540", "issue:43550", - "issue:43644", - "issue:43673", - "issue:43827", - "issue:43994", - "issue:44077", - "issue:44112", - "issue:44190", - "issue:44462", - "issue:44464", - "issue:44479", - "issue:44521", - "issue:44610", - "issue:44617", - "issue:44734", - "issue:44737", - "issue:44779", - "issue:44855", - "issue:44877", - "issue:44913", - "issue:44933", - "issue:44938", - "issue:45127", - "issue:45245", - "issue:45276", - "issue:45357", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", "issue:45362", - "issue:45381", + "issue:45397", "issue:45542", + "issue:45561", "issue:45563", - "issue:45584", - "issue:45600", - "issue:45632", - "issue:45803", - "issue:45907", - "issue:46369", - "issue:46421", - "issue:46489", - "issue:46617", - "issue:46655" + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46665" ], "soft_pairs": [ - "issue:43827|issue:43994", - "issue:45632|issue:46617", - "issue:43673|issue:46421", - "issue:45563|issue:45584", - "issue:45381|issue:46369", - "issue:43644|issue:44913", - "issue:44479|issue:44734", - "issue:43335|issue:44855", - "issue:44933|issue:45362", - "issue:25251|issue:27957", - "issue:41720|issue:45245", - "issue:43550|issue:44190", - "issue:44077|issue:44877", - "issue:43065|issue:44610", - "issue:44464|issue:45563", - "issue:43335|issue:44190", - "issue:45381|issue:46655", - "issue:44617|issue:46369", - "issue:44779|issue:46489", - "issue:45127|issue:45357", - "issue:39692|issue:44190", - "issue:44112|issue:45600", - "issue:44737|issue:45803", - "issue:44521|issue:45381", - "issue:43295|issue:45276", - "issue:43540|issue:44734", - "issue:44938|issue:45542", - "issue:44462|issue:45907", - "issue:45276|issue:45584" + "issue:43901|issue:44246", + "issue:46291|issue:46399", + "issue:43525|issue:43881", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:42886|issue:46132", + "issue:44336|issue:46424", + "issue:43550|issue:46506", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "8bdcb4eef4a633acb4b5ce6bdc4f47e5fa6ba5bbb2836286d33c36ba040d6f9d", + "prepared_review_unit_hash": "93c60e3cd7c321bc86474df588fbfacdfb11e7c1f8b4f0eb9f6889c863adae3b", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36305, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "soft_pair_count": 30, + "serialized_chars": 36587, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated import errors, model-loading bugs, tokenizer/cache issues, docs, and test/utilities problems. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative; the cluster is too heterogeneous, so any choice would collapse distinct bugs into one bucket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs an intermittent import-time performance complaint; different problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "One is a kernels dependency/version import failure; the other is a Qwen3.5 registration/decorator crash. Different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model families and failures: Llama4 missing pad_token_id vs GLM-4V loading failure." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Tensorboard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device-mapping forward mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL symbol import failure is not the same as a Python version compatibility break." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel branching bug vs ANSI codes in loading_report; unrelated subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4 pad_token_id attribute error vs trust_remote_code missing fields; distinct config-loading issues." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug vs a wrong docstring; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility break are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs a missing TensorFlow backend error; different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-performance complaint is unrelated to an unrecognized-model/config.json loading error." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs stale generate() warning; different test/runtime behaviors." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs from_pretrained behavior inside Python classes; unrelated state bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash is unrelated to the Qwen3.5 use_kernels registration bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are different model-training conditions, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA hf4.x vs hf5.x incompatibility and the other is a sliding_window loading issue; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs Gemma-4 zero3 from_pretrained failure; different mechanisms." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code terminal output bug vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time performance issue is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs AttentionInterface.register changing function behavior; different areas." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache max length semantics are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors vs _torch_extract_fbank_features audio bug; different pipeline paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL import symbol failure vs huggingface_hub is_offline_mode import failure; different missing names/packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache import failure." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -8583,414 +12437,300 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 36, + "review_unit_index": 40, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:27957", - "issue:28282", - "issue:32090", - "issue:35141", "issue:36246", - "issue:38617", - "issue:41628", - "issue:41950", - "issue:42175", - "issue:42796", - "issue:43295", - "issue:43404", - "issue:43479", - "issue:43531", - "issue:43643", - "issue:43650", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", "issue:43673", - "issue:43854", - "issue:43976", - "issue:44016", - "issue:44112", - "issue:44186", - "issue:44220", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", "issue:44246", - "issue:44279", "issue:44295", + "issue:44466", + "issue:44479", "issue:44496", - "issue:44521", - "issue:44683", + "issue:44561", "issue:44734", - "issue:44964", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", "issue:44987", "issue:45003", - "issue:45083", - "issue:45216", - "issue:45245", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", "issue:45335", "issue:45375", - "issue:45446", + "issue:45412", + "issue:45459", + "issue:45561", "issue:45584", "issue:45600", - "issue:45632", - "issue:46082", - "issue:46121", - "issue:46234", - "issue:46424", - "issue:46506" - ], - "soft_pairs": [ - "issue:45632|issue:46234", - "issue:44246|issue:45003", - "issue:46082|issue:46121", - "issue:42796|issue:44521", - "issue:43854|issue:44964", - "issue:45245|issue:45584", - "issue:44964|issue:45600", - "issue:42175|issue:44279", - "issue:44112|issue:44964", - "issue:43643|issue:44496", - "issue:27957|issue:35141", - "issue:43404|issue:45216", - "issue:44186|issue:44734", - "issue:36246|issue:41628", - "issue:43650|issue:44220", - "issue:44295|issue:46506", - "issue:36246|issue:38617", - "issue:41950|issue:44016", - "issue:43479|issue:45375", - "issue:32090|issue:35141", - "issue:28282|issue:35141", - "issue:43531|issue:45600", - "issue:43673|issue:46424", - "issue:44016|issue:44220", - "issue:45083|issue:46506", - "issue:44683|issue:45446", - "issue:43295|issue:45335", - "issue:43976|issue:44987" + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:43540|issue:46655", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:44561|issue:46399", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44038|issue:46506", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "ac77b80e38a1afc7921e23525fde6a092d6d97c763f92d2a5468a1bd9a1a17eb", + "prepared_review_unit_hash": "ea83c22ef4215f75f17a1ee1c4959938dbafd06bcd66ed1fe4e1c52899f7b0a3", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35531, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not look like a duplicate cluster: it mixes unrelated Transformers issues across import errors, model/config loading, tokenizer behavior, training, cache/generation, and notebook/CI problems. I would not merge any of the soft-edge pairs.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not share the same underlying bug or code path.", - "canonical_pr_reason": "No PRs are present in the input, so there is no canonical PR candidate.", - "best_issue_reason": "No issue is a strong global representative of the cluster; the strongest-looking titles still describe different failure modes in different subsystems.", - "best_pr_reason": "No PRs are present in the input, so there is no best PR candidate.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (video, cache, config, DeepSpeed, embeddings) but not the same concrete bug or code path, so none should be merged as duplicates. The strongest standalone issue is the Qwen2_5_VL/Qwen3_VL video regression, which is broad, actionable, and clearly scoped.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the broadest and most concrete bug report in the set: it describes a specific v5.3.0 video-input regression across several Qwen VL variants with a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best representative issue because it names the affected model families, version range, and regression class clearly, making it the most useful anchor for triage.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both involve loading/import behavior, but one is a trust_remote_code cache-path collision and the other is a missing utility export; different bugs." + "reason": "Different bugs: tokenizer output mismatch vs resize_token_embeddings not updating output embeddings." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Import slowdown is not the same as unsafe sys.modules access; related area, but not the same defect." + "reason": "Both involve Qwen3.5, but the failures are different code paths: CPU offload rotary embedding vs kernel registration for apply_rotary_pos_emb." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "One is LlamaConfig head_dim validation, the other is rope-parameter JSON list handling; unrelated validation paths." + "reason": "Unrelated topics: sys.modules access in modeling_utils vs pytest-xdist file race in testing utilities." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different tokenization problems." + "reason": "Both mention cache behavior, but one is a tensor-indexing crash in /v1/responses continuation and the other is max_cache_length handling for quantized cache only." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Both are model-loading failures, but for different models and different root causes." + "reason": "Both are video-processing issues, but they affect different models and different failure points (Qwen3OmniMoe input processing vs SmolVLM padding calculation)." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Category-cardinality errors and Whisper empty-transcription generation failures are unrelated." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Phi-4 model loading and stale auto_mappings references are separate issues." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a Zero3 deque underflow." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "A packaging/backend dependency complaint is not the same as a generic dependency issue." + "reason": "Video-related, but not the same bug: Qwen VL video regression across several models vs SmolVLM padding error." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "A CI test flake in GraniteSpeech is unrelated to loading Phi-4 multimodal models." + "reason": "Different areas: chunked_prefill cache handling vs removal of is_torch_fx_available breaking trust_remote_code models." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both are config/loading related, but one is missing fields from trust_remote_code and the other is an unrecognized-model/model_type problem." + "reason": "Unrelated: model config loading failure vs sys.modules access issue." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are different model behaviors." + "reason": "Same SAM3 family, but distinct problems: missing output attribute vs memory overflow." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 save_pretrained checkpoint correctness are distinct bugs." + "reason": "Different model and loss bugs; no shared concrete code path." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer padding/NER crashes and serve KV-cache indexing errors affect different code paths." + "reason": "Unrelated model breakage: ESM2 regression vs Gemma 4 multimodal token IDs defaulting." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Specific Qwen2.5-VL import failure and missing AutoImageProcessor export are different import issues." + "reason": "Different failure modes: position_ids buffer access error vs general slowdown after upgrade." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "The placeholder title is unrelated to the audio feature extraction issue." + "reason": "Both concern Qwen 3.5/3.6 composite configs, but one is a missing strict-serialized field and the other is from_config not unwrapping text_config." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Reading registered position_ids and CPU/CUDA output divergence are unrelated runtime behaviors." + "reason": "Audio chat-template sampling-rate bug is unrelated to import performance." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Missing Qwen2.5-VL processor export and missing layer_type_validation are separate missing-symbol problems." + "reason": "resize_token_embeddings propagation bug is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "A pipeline looking for image processors is unrelated to a notebook syntax error." + "reason": "Different regressions: removed helper breaking remote-code models vs missing decorator for Qwen3.5 kernel registration." }, { - "left": "issue:43479", + "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Default config initialization with None and missing deepstack_visual_indexes under @strict are different config serialization bugs." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer broadcast NoneType handling and embedding reinitialization are unrelated." + "reason": "Both are config-related, but they involve different models and different strict-config behaviors." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Missing PyTorch dependency detection and post_init embedding reinitialization are unrelated." + "reason": "Embedding resize bug is unrelated to tokenization changes across versions." }, { - "left": "issue:43531", + "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings config references are not the same bug." + "reason": "DeepSpeed Zero3 deque issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Chunked-prefill cache missing and max_cache_length only applying to quantized cache are distinct cache issues." - }, - { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Notebook syntax and feature-extraction helper behavior are unrelated." + "reason": "ImportError for a missing Qwen2.5 VL processor is unrelated to DeepSpeed Zero3 with BertModel." }, { - "left": "issue:45083", + "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3_omni_moe feature-length calculation and PPDocLayoutV3 CPU/CUDA divergence are different defects." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "A torch>=2.9 flex_attention compile failure and an incorrect version check for AuxRequest import are related only by subsystem, not by the same bug." + "reason": "Different models and problems: Qwen3-VL-Moe bug vs CPU/CUDA result discrepancy in PPDocLayoutV3." }, { - "left": "issue:43295", + "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings behavior are different model APIs with different failures." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python-version compatibility and loading a specific model on transformers>=5.1.0 are not the same underlying issue." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 37, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:39692", - "issue:42796", - "issue:42907", - "issue:43295", - "issue:43299", - "issue:43381", - "issue:43441", - "issue:43526", - "issue:43577", - "issue:43650", - "issue:43673", - "issue:43824", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44062", - "issue:44075", - "issue:44242", - "issue:44279", - "issue:44336", - "issue:44351", - "issue:44368", - "issue:44496", - "issue:44521", - "issue:44779", - "issue:44792", - "issue:44933", - "issue:45042", - "issue:45200", - "issue:45216", - "issue:45278", - "issue:45335", - "issue:45357", - "issue:45405", - "issue:45584", - "issue:45588", - "issue:45593", - "issue:45759", - "issue:45812", - "issue:46082", - "issue:46123", - "issue:46369", - "issue:46399", - "issue:46424", - "issue:46512", - "issue:46515", - "issue:46693" - ], - "soft_pairs": [ - "issue:43526|issue:43901", - "issue:44496|issue:45042", - "issue:42907|issue:43441", - "issue:43901|issue:44496", - "issue:43381|issue:45593", - "issue:43976|issue:44279", - "issue:43673|issue:44336", - "issue:43441|issue:45588", - "issue:44016|issue:44062", - "issue:46123|issue:46369", - "issue:44496|issue:45759", - "issue:44792|issue:46424", - "issue:43824|issue:44933", - "issue:44521|issue:46693", - "issue:43299|issue:45216", - "issue:44279|issue:46515", - "issue:45335|issue:45584", - "issue:46082|issue:46399", - "issue:44279|issue:45405", - "issue:43577|issue:45216", - "issue:44075|issue:44368", - "issue:39692|issue:43901", - "issue:43295|issue:44779", - "issue:42796|issue:43650", - "issue:43976|issue:45405", - "issue:44351|issue:45278", - "issue:46082|issue:46512", - "issue:43299|issue:45357", - "issue:44779|issue:45812", - "issue:44242|issue:45200" - ], - "prepared_review_unit_hash": "ae0db99ffb9bcbaba21882a20356bdcec89e95b1d7c2fc9272b07382658f589a", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36092, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Unrelated: model loading failure vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory-release behavior for RT-DETR is unrelated to MaskGenerationPipeline batch handling." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "General Flash Attention topic is too broad; one is a specific Nemotron model support error, the other is only a generic FA2 issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen VL models is unrelated to Windows/ROCm torch.distributed import failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different Qwen/architecture issues: incorrect tied-weights warning vs patchtsmixer post_init validation." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -9002,431 +12742,310 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 38, + "review_unit_index": 41, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:33290", - "issue:38175", - "issue:41950", - "issue:42175", + "issue:42371", + "issue:42886", "issue:42994", - "issue:43299", - "issue:43317", - "issue:43441", - "issue:43479", - "issue:43525", - "issue:43650", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", "issue:43653", "issue:43673", - "issue:43723", - "issue:43761", - "issue:43854", - "issue:43901", - "issue:43976", - "issue:43994", - "issue:44016", + "issue:43701", + "issue:43906", + "issue:43931", "issue:44162", - "issue:44261", - "issue:44263", - "issue:44291", + "issue:44188", + "issue:44297", "issue:44361", - "issue:44462", - "issue:44466", - "issue:44617", + "issue:44368", + "issue:44483", "issue:44623", - "issue:44671", - "issue:44683", "issue:44749", - "issue:44779", - "issue:45020", - "issue:45081", - "issue:45103", - "issue:45276", - "issue:45372", - "issue:45397", - "issue:45542", - "issue:45593", - "issue:45600", - "issue:45656", - "issue:45712", - "issue:45823", - "issue:45834", - "issue:45907", - "issue:46209" - ], - "soft_pairs": [ - "issue:41950|issue:45020", - "issue:43299|issue:43854", - "issue:43479|issue:43525", - "issue:38175|issue:44617", - "issue:43650|issue:46209", - "issue:44466|issue:45276", - "issue:41950|issue:45823", - "issue:44683|issue:45542", - "issue:43653|issue:45593", - "issue:44462|issue:45081", - "issue:44016|issue:44291", - "issue:43441|issue:45834", - "issue:45103|issue:45372", - "issue:45081|issue:45907", - "issue:44361|issue:45593", - "issue:33290|issue:45656", - "issue:42994|issue:43317", - "issue:44261|issue:44263", - "issue:45600|issue:45712", - "issue:44623|issue:44749", - "issue:44623|issue:45397", - "issue:42175|issue:43976", - "issue:44671|issue:44779", - "issue:43901|issue:43994", - "issue:43441|issue:44683", - "issue:43673|issue:43761", - "issue:43723|issue:44162" - ], - "prepared_review_unit_hash": "56f82b556427b1f2825fdfda90a41e52d1bb6f4b293854f58a2398cbd22f9ef2", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35739, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 39, - "review_unit_count": 56, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:36246", - "issue:41628", - "issue:41950", - "issue:42491", - "issue:42757", - "issue:42886", - "issue:43299", - "issue:43525", - "issue:43526", - "issue:43531", - "issue:43550", - "issue:43643", - "issue:43784", - "issue:43824", - "issue:43881", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44188", - "issue:44220", - "issue:44242", - "issue:44246", - "issue:44295", - "issue:44297", - "issue:44336", - "issue:44351", - "issue:44373", - "issue:44485", - "issue:44496", - "issue:44589", + "issue:44869", "issue:44871", - "issue:45003", - "issue:45103", - "issue:45362", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45200", + "issue:45229", + "issue:45356", "issue:45397", - "issue:45542", - "issue:45561", "issue:45563", - "issue:45593", - "issue:45800", - "issue:45823", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", "issue:46132", - "issue:46291", - "issue:46399", - "issue:46424", - "issue:46506", - "issue:46614", - "issue:46665" + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" ], "soft_pairs": [ - "issue:43901|issue:44246", - "issue:46291|issue:46399", - "issue:45542|issue:45800", - "issue:43525|issue:43881", - "issue:44016|issue:45823", - "issue:43824|issue:43976", - "issue:44188|issue:44336", - "issue:43525|issue:43643", - "issue:44589|issue:45362", - "issue:44336|issue:44373", - "issue:44297|issue:45397", - "issue:41628|issue:43976", - "issue:43784|issue:45542", - "issue:44246|issue:44496", - "issue:45561|issue:45563", - "issue:46614|issue:46665", - "issue:45103|issue:46399", - "issue:44242|issue:45593", - "issue:43526|issue:45003", - "issue:42491|issue:43299", - "issue:44295|issue:45397", - "issue:43531|issue:45362", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:42886|issue:46132", - "issue:43550|issue:46506", - "issue:44336|issue:46424", - "issue:41950|issue:44220", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:45003|issue:45561" + "issue:44995|issue:45200", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:45685|issue:46431", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:43701|issue:44749", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:43475|issue:43643", + "issue:42371|issue:45092" ], - "prepared_review_unit_hash": "25dcd773231e6e2afa973c6ee637aa21af4d0d152ff792bef513499497d127f8", + "prepared_review_unit_hash": "403fbfa03d30896b4878067ea341d952e4d51a7d10e128d43e31e2a8794a44ce", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "serialized_chars": 36387, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely a set of false-positive soft matches: most items are unrelated model-specific import/load bugs, dependency/version issues, doc/test issues, or performance regressions. I found no pair that clearly looks like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span unrelated regressions across imports, model loading, pipelines, docs, and testing. If one issue must be chosen as the closest representative, issue 43824 is the best fit because it is a concrete, well-scoped import failure and has the strongest signal among the reports.", + "summary": "The cluster is mostly a grab-bag of unrelated closed issues across tokenizers, generation, model loading, SAM3, Gemma, Qwen, and backend/runtime regressions. I did not find any soft pair that clearly describes the exact same underlying bug/change. If a single issue must represent the cluster, 43646 is the broadest v5-regression umbrella.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression report in the set: Transformers 5.0.0 breaking custom model initialization. It can act as an umbrella for several v5-related breakage reports, even though the rest are largely model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43824 is the strongest standalone bug report here: it is concrete, reproducible, and has explicit inbound references. It is still not a true umbrella for the rest of the items, but it is the closest representative issue.", + "best_issue_reason": "issue:43646 is the best single representative because it is broad, version-oriented, and closer to a cross-cutting compatibility regression than the narrower model-specific tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Docs/behavior mismatch for text classification vs intermittent import slowness; different code paths and symptoms." + "reason": "Different failure modes: stale indexer cache vs. Gemma4 mm_token_type_ids defaults. No shared code path." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both involve kernels, but one is a pipelines import/version problem and the other is a Qwen3.5 registration crash; not the same bug." + "reason": "Tokenizer special-token registration bug vs. ESM2 breakage; same broad area, but not the same defect." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Different failures: missing TensorFlow backend handling vs torch/transformers version incompatibility." + "reason": "A warning about tie_word_embeddings in LoRA fine-tuning is unrelated to flash-attention generation failure." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError and GLM-4V-9B loading failure are distinct model-specific issues." + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video input validation are different bugs." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + "reason": "ZeRO/from_pretrained loading issue is unrelated to deepspeed double optimizer stepping." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Specific import error for a Qwen2.5 VL class vs Python version compatibility issue; unrelated root causes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; completely different subsystems." + "reason": "Granite speech config strictness and Windows/ROCm torch.distributed import failure are different subsystems." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Missing config attribute in Llama4 vs trust_remote_code returning incomplete AutoConfig fields; not the same bug." + "reason": "Stale indexer cache vs. flash_attention s_aux=None AttributeError; no common underlying bug." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Missing storage class vs Qwen3.5 chat crash; different symptoms and likely different code paths." + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same issue as the sam3_video/sam3_tracker config warning." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Terminal ANSI output bug vs wrong docstring for position_ids; unrelated." + "reason": "LoRA tie_word_embeddings warning is unrelated to the stale num_return_sequences warning in paged generate()." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma-4 ZeRO3 from_pretrained failure; not the same issue." + "reason": "Isolated reproduction of an external issue and Gemma pipeline roundtrip on \u2581 are unrelated." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "AutoImageProcessor import failure vs Python 3.9/3.10 compatibility problem; unrelated." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "sentence-transformers import NameError vs undefined tf backend from tensorboard-only install; distinct causes." + "reason": "StaticCache return type mismatch and LlamaConfig head_dim validation are different problems." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Missing load-balancing loss when router logits are off vs Gemma-3 eos_token_id inconsistency; different model logic." + "reason": "torch.compile branching causing diverging attention kernels is unrelated to Gemma roundtrip token handling." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "pytest-xdist race on captured_info.txt vs stale generate() warning; unrelated testing issues." + "reason": "Chat completions API compatibility failure is not the same as Gemma pipeline roundtrip failure." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Stale phonemizer language backend vs from_pretrained behavior inside Python classes; different state-management bugs." + "reason": "MPS histogram error in moe code is unrelated to missing chat template in a processor." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "auto_docstring crash with future annotations vs missing decorator in Qwen3.5 kernels registration; unrelated." + "reason": "Attention-kernel divergence under torch.compile and cache lazy init causing recompilation are different defects." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Both mention auxiliary losses, but one is router/load-balancing loss and the other is D-FINE denoising auxiliaries; not the same concrete bug." + "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated." + "reason": "SAM3 dummy Conv2d and MaskGenerationPipeline dropping final partial batch are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is hf4.x/hf5.x LoRA compatibility and the other is Qwen3VL MoE loading breakage; different failures." + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are both serialization regressions, but not the same code path." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained failure; different code paths." + "reason": "MLukeTokenizer task AttributeError and a 10x filtering slowdown after upgrade are unrelated." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Sliding_window bug in Qwen3-MoE vs Qwen3.5 chat crash; not the same issue." + "reason": "Data filtering slowdown and deepspeed double optimizer stepping are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Load-balancing loss omission and eos_token_id inconsistency are unrelated model/config bugs." + "reason": "Both mention v5 breakage, but custom model initialization and ESM2 breakage are not the same concrete bug." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "ANSI-code output bug vs GLM-5 RoPE implementation discussion; no shared underlying defect." + "reason": "resume_from_checkpoint key mismatch is unrelated to dataset filtering performance regression." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Offline cache loading failure vs AttentionInterface.register changing function behavior; unrelated." + "reason": "Missing processor save_pretrained files and double optimizer steps are unrelated." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Bamba SDPA torch.compile failure vs PPDocLayoutV3 CPU/CUDA divergence; different models and mechanisms." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Terminal output formatting bug vs cache max length semantics; unrelated." + "reason": "sync_gpus generation kwargs update issue and missing GenerationMixin cache during chunked_prefill are different generation bugs." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Video-classification pipeline using image processors vs _torch_extract_fbank_features issue; different pipeline components." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite-direction serialization/loading issues, not the same bug." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Importing a Qwen2.5 VL image processor vs missing is_offline_mode from huggingface_hub; different imports and libraries." + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 tokenizer regression are distinct tokenizer/decoding problems." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Different missing symbols: Qwen2.5 VL image processor vs HybridCache." + "reason": "SAM3 vision encoder missing attribute and AutoConfig missing fields with trust_remote_code are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Unsafe sys.modules access vs test-worker file race; unrelated implementation areas." + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." } ] }, @@ -9441,427 +13060,328 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 40, + "review_unit_index": 42, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:36246", - "issue:43257", - "issue:43262", - "issue:43352", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", "issue:43475", - "issue:43540", - "issue:43596", - "issue:43673", - "issue:43901", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", "issue:44038", - "issue:44060", - "issue:44077", - "issue:44162", - "issue:44242", - "issue:44246", - "issue:44295", - "issue:44466", - "issue:44479", + "issue:44188", + "issue:44222", + "issue:44351", "issue:44496", - "issue:44561", - "issue:44734", - "issue:44749", - "issue:44779", - "issue:44857", - "issue:44877", - "issue:44987", - "issue:44995", - "issue:45003", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", "issue:45137", - "issue:45200", - "issue:45250", - "issue:45292", - "issue:45335", + "issue:45230", + "issue:45310", "issue:45375", - "issue:45412", - "issue:45459", - "issue:45584", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45561", "issue:45600", - "issue:45701", - "issue:45759", - "issue:45859", - "issue:46123", - "issue:46170", - "issue:46369", - "issue:46399", - "issue:46424", - "issue:46506", - "issue:46655" + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399" ], "soft_pairs": [ - "issue:44779|issue:45292", - "issue:45859|issue:46399", - "issue:43901|issue:45003", - "issue:43540|issue:46655", - "issue:44734|issue:46424", - "issue:43257|issue:45137", - "issue:44479|issue:46655", - "issue:44496|issue:45003", - "issue:43673|issue:44561", - "issue:43475|issue:46369", - "issue:44242|issue:44857", - "issue:44162|issue:45200", - "issue:44295|issue:44749", - "issue:43262|issue:44246", - "issue:45375|issue:45759", - "issue:45292|issue:45584", - "issue:44561|issue:46399", - "issue:45292|issue:45701", - "issue:44877|issue:45375", - "issue:45137|issue:45600", - "issue:36246|issue:43596", - "issue:44038|issue:46506", - "issue:44466|issue:45335", - "issue:44987|issue:45459", - "issue:45412|issue:46123", - "issue:43352|issue:45250", - "issue:44479|issue:46170", - "issue:44060|issue:44077", - "issue:44995|issue:45200" + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:41628|issue:44933", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:44964|issue:45137", + "issue:43475|issue:45381", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:42175|issue:45712" ], - "prepared_review_unit_hash": "c04822faaff47cbc9afe95dacc6ae74f2068794c22cbdb468f88d2ae60159f75", + "prepared_review_unit_hash": "65bf83f5a8a85a5171d04d79a35669115861b76ca3d6cff25dd3833517a53add", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36457, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 32, + "serialized_chars": 36974, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster in any strong sense: most items are distinct regressions or docs/config issues across different models and code paths. The apparent overlap is mostly superficial (Qwen, video, cache, DeepSpeed, config strictness), so none of the soft edges should be merged.", - "confidence": 0.21, - "canonical_issue_reason": "Issue 44479 is the best anchor because it is a concrete, user-facing regression with a clear version boundary and a broad impact across several related video-capable Qwen model variants.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest share broad keywords but do not look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is an exact duplicate of issue:43704 (same title and same Qwen3ForCausalLM multi-dataloader VRAM leak). It is the earlier report and the better canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest representative issue in the set: it is specific, reproducible, and spans multiple affected models, making it more suitable as a cluster anchor than the narrower single-model or infrastructure-only bugs.", + "best_issue_reason": "issue:42673 is the strongest issue to represent the cluster because it is a precise duplicate pair with a concrete, well-scoped bug report and earlier discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Both mention token/embedding behavior, but one is a DeepSeek tokenizer regression and the other is resize_token_embeddings not updating output embeddings; different bug and code path." + "reason": "Same Qwen3.5/Moe family, but one is a missing config field and the other is a broader from_pretrained failure; not clearly the same underlying bug." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Both are Qwen3.5/rotary-related, but one is CPU-offload incompatibility and the other is a missing decorator causing kernel registration failure; not the same fix." + "reason": "Both are loading-related, but one is a missing PyTorch import error and the other is Sentence Transformers getting stuck loading; different failure modes." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Docs about return_all_scores vs a sys.modules access bug are unrelated." + "reason": "No meaningful evidence of the same bug; one is a placeholder issue title and the other is a ZeRO3 from_pretrained problem." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both involve video processing, but they affect different models and different failures: Qwen3OmniMoe video input handling vs SmolVLM padding calculation." + "reason": "Both mention missing imports, but they concern different symbols and different code paths; too broad to be the same bug." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Both touch cache behavior, but one is KV-cache continuation indexing in serve and the other is max_cache_length handling in cache config; not the same bug." + "reason": "One is a Qwen3-VL-Moe bug and the other is processor.save_pretrained missing files; not the same underlying change or defect." }, { - "left": "issue:43257", + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5/Moe area, but the reports are about different errors and likely separate fixes." + }, + { + "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed/ZeRO3, but the failures are different: missing weight conversion vs deque underflow during ZeRO3 init." + "reason": "A model-loading failure and a DeepSpeed ZeRO3 deque IndexError are unrelated bugs." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Both are video regressions, but they target different models and different preprocessing paths." + "reason": "Different multimodal model families and different symptoms; no sign of a shared root cause." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Unrecognized model config loading and unsafe sys.modules access are unrelated." + "reason": "Quantized model saving and a missing Llama4Config attribute are distinct issues." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Chunked prefill cache handling and removal of is_torch_fx_available are separate compatibility issues." + "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading issue and the other is continue_final_message logic for mistral_common tokenizers." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Same SAM3 family, but one is a missing attribute on vision output and the other is a memory overflow in sam3-litetext; different bugs." + "reason": "Importing sentence-transformers with latest transformers and a Qwen3.5 kernel registration error are unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Load-balancing loss gating and an AMP/CUDA image loss crash are unrelated." + "reason": "Gemma4 processor attribute error and Gemma pipeline roundtrip failure are different bugs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific issues." + "reason": "One concerns generation kwargs after sync_gpus, the other attention kernel divergence under torch.compile; different code paths." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a performance regression after upgrading Transformers." + "reason": "Offloading/quantization behavior and incorrect output under pipeline parallelism are not the same defect." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Audio chat-template sampling-rate default and slow import times are unrelated." + "reason": "Pipeline parallelism output corruption and an infinite loop on a specific image are separate model-behavior bugs." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both concern composite Qwen configs, but one is a missing vision config field under strict validation and the other is auto-model unwrapping of text_config; different failures." + "reason": "Tokenizer regex patch crash and auto_docstring annotation crash are unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "resize_token_embeddings/output_embeddings and Whisper empty-transcription generation are unrelated." + "reason": "Both are import errors, but for different missing names and likely different release regressions." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate reports with the same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "A v5 compatibility break in trust_remote_code is not the same as a Qwen3.5 kernel registration decorator bug." + "reason": "Quantized model saving and a missing Qwen2_5_VLForConditionalGeneration import are different problems." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "A token embedding resize bug and a general tokenization version-change report are not the same underlying issue." + "reason": "Different Qwen model variants and different failure descriptions; too broad to merge." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Both involve config validation, but one blocks granite_speech loading while the other silently drops a Qwen3_5MoeVisionConfig field; not the same bug." + "reason": "FP8 save_pretrained on moe and Qwen3.5 Moe from_pretrained failure do not clearly share a single root cause." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "DeepSpeed deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + "reason": "Both are import errors from transformers, but they involve different missing APIs and are not the same bug." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "ImportError for Qwen2_5_VLImageProcessor and an IndexError during ZeRO3+BertModel init are unrelated." + "reason": "Accuracy issues with FineGrainedFP8 and FP8 save_pretrained failures are unrelated." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Qwen3-VL-Moe regression and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + "reason": "Embedding dtype drift during evaluate and a DeepSpeed ZeRO3 deque error are unrelated." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both concern embedding/serialization behavior, but one is tied-weight serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens; different code paths." + "reason": "Different functionality entirely: generation kwargs after sync_gpus versus a janus image-generation test failure." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Loading failure for physical-intelligence/fast and tokenizer error masking when protobuf is absent are separate issues." + "reason": "A pretrained-model loading bug and a pytest-xdist file race are unrelated." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "RT-DETR memory retention and MaskGenerationPipeline dropping final partial batches are unrelated." + "reason": "Packaging/backend dependency issue versus a missing import from image_utils; different bugs." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "A specific Nemotron Flash Attention 2 support error and a generic Flash Attention 2.0 issue title are not enough to establish the same bug or change." + "reason": "Unrecognized model config and a test utility race condition are unrelated." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Video input regression and a Windows/ROCm torch.distributed import problem are unrelated." + "reason": "Both are CI/testing related, but one is an xdist race and the other is stale auto_mappings references; not the same defect." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are different model/config issues." + "reason": "Python version compatibility and a missing import from image_utils are unrelated." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward pass and Gemma 4 mm_token_type_ids defaults are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 41, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:42371", - "issue:42886", - "issue:42994", - "issue:43065", - "issue:43232", - "issue:43408", - "issue:43475", - "issue:43482", - "issue:43540", - "issue:43643", - "issue:43646", - "issue:43653", - "issue:43673", - "issue:43701", - "issue:43906", - "issue:43931", - "issue:44162", - "issue:44188", - "issue:44297", - "issue:44361", - "issue:44368", - "issue:44483", - "issue:44623", - "issue:44749", - "issue:44869", - "issue:44871", - "issue:44877", - "issue:44977", - "issue:44995", - "issue:45092", - "issue:45229", - "issue:45230", - "issue:45356", - "issue:45397", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45656", - "issue:45685", - "issue:45987", - "issue:46082", - "issue:46123", - "issue:46132", - "issue:46170", - "issue:46202", - "issue:46421", - "issue:46431" - ], - "soft_pairs": [ - "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:45397|issue:45656", - "issue:43475|issue:43540", - "issue:42886|issue:45229", - "issue:44877|issue:46170", - "issue:44995|issue:45588", - "issue:43065|issue:43408", - "issue:44368|issue:45563", - "issue:43906|issue:46202", - "issue:43931|issue:44368", - "issue:45987|issue:46082", - "issue:44188|issue:46202", - "issue:45685|issue:46431", - "issue:44483|issue:46202", - "issue:44188|issue:46421", - "issue:45584|issue:46170", - "issue:43065|issue:46123", - "issue:44297|issue:44623", - "issue:44361|issue:44749", - "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44871|issue:46132", - "issue:43232|issue:43673", - "issue:42994|issue:43482", - "issue:44869|issue:45356", - "issue:43475|issue:43643", - "issue:45230|issue:45397", - "issue:42371|issue:45092" - ], - "prepared_review_unit_hash": "3d464a347c076226ca3f3668f5c90c0a886b5550c034849763712090dfcba8e6", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "reason": "MLFlow reporting after failed training and OOM with Adafactor in DeepSpeed are different issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Torch backend packaging and leftover dummy class cleanup are separate maintenance problems." + } + ] }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36328, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clear merge/canonical choice is the identical Qwen3ForCausalLM VRAM leak pair (42673/43704), and the rest are reasonably treated as unrelated or at least not clearly the same bug based on the available titles." }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9869,120 +13389,314 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 42, + "review_unit_index": 43, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ + "issue:22355", + "issue:27957", "issue:28282", "issue:30333", "issue:30990", - "issue:33290", - "issue:36010", - "issue:41628", - "issue:42175", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", "issue:42673", - "issue:42831", - "issue:42994", - "issue:43232", - "issue:43278", - "issue:43475", - "issue:43504", - "issue:43525", - "issue:43704", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", "issue:43723", "issue:43784", "issue:43824", - "issue:43873", - "issue:43976", - "issue:44038", - "issue:44188", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", "issue:44222", - "issue:44351", - "issue:44496", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44568", "issue:44623", - "issue:44792", + "issue:44734", + "issue:44779", + "issue:44869", "issue:44933", - "issue:44945", - "issue:44964", - "issue:45081", + "issue:45092", "issue:45103", - "issue:45137", + "issue:45125", + "issue:45200", "issue:45310", - "issue:45375", - "issue:45381", - "issue:45406", - "issue:45478", - "issue:45561", - "issue:45600", + "issue:45356", + "issue:45405", + "issue:45656", "issue:45712", - "issue:45753", + "issue:45812", "issue:46077", "issue:46123", - "issue:46202", - "issue:46326", - "issue:46399" + "issue:46231", + "issue:46693" ], "soft_pairs": [ - "issue:45375|issue:45478", - "issue:28282|issue:30990", - "issue:41628|issue:44933", - "issue:44038|issue:44623", - "issue:45310|issue:45375", - "issue:43475|issue:45381", - "issue:44964|issue:45137", - "issue:42994|issue:43525", - "issue:43723|issue:46326", - "issue:43784|issue:46399", - "issue:45406|issue:46202", - "issue:43232|issue:44188", - "issue:43873|issue:44945", - "issue:44945|issue:45753", - "issue:45081|issue:45103", - "issue:41628|issue:44351", - "issue:42673|issue:43704", - "issue:42994|issue:43824", - "issue:44038|issue:45310", - "issue:44222|issue:45310", - "issue:36010|issue:41628", - "issue:42831|issue:44222", - "issue:43278|issue:45137", - "issue:43232|issue:44792", - "issue:44496|issue:45561", - "issue:43504|issue:45561", - "issue:45561|issue:45600", - "issue:42175|issue:44933", - "issue:43976|issue:44933", - "issue:30333|issue:33290", - "issue:42175|issue:45712", - "issue:46077|issue:46123" + "issue:46077|issue:46123", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:44016|issue:46231", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:43874|issue:45092", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:43784|issue:43824", + "issue:42898|issue:45356", + "issue:45405|issue:45712", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:30333|issue:34689", + "issue:43116|issue:44190", + "issue:44933|issue:45712", + "issue:30333|issue:36331", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44297|issue:45656" ], - "prepared_review_unit_hash": "cd776e6b539aa7642b834119a5ed7480855bc90d02ec120ea9e07c0636941c4a", + "prepared_review_unit_hash": "1065b48e055df1114ae44f8a49473aced54c6abdcb3d3d8dfd686393b4cc6d27", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37107, - "estimated_input_tokens": 9277, - "estimated_eval_tokens": 18810 + "soft_pair_count": 31, + "serialized_chars": 37217, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span many unrelated Transformers bugs/regressions across tokenizers, model loading, training, multimodal configs, serving, and example scripts. The soft-similarity pairs are mostly broad theme matches, but they do not describe the same concrete underlying bug or mergeable fix.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue stands out as a duplicate anchor; the set is heterogeneous and the reported failures affect different subsystems and code paths.", + "canonical_pr_reason": "No pull requests are present.", + "best_issue_reason": "Issue 42898 is the clearest standalone bug report in the set: it describes a specific v5 tokenizer behavior change with direct user impact and a concrete regression surface.", + "best_pr_reason": "No pull requests are present.", + "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: bidirectional attention mask construction vs final partial-batch handling in a pipeline." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated failures: loading hang in sentence-transformers vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean-up spacing behavior and the other is BOS/EOS insertion for a specific model." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different code paths: padding-mask consistency in MIMI vs missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: processor save/export file omission vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is not the same as FA2 long-context generation slowdown/regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization bug vs Whisper timestamp decode crash; separate components and fixes." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal model problems: broken VitPose models vs Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer load issue in v5 is distinct from add_special_tokens behavior on mdeberta-v3." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a processor is separate from InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug and ModelOutput key assignment bug are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both affect tokenizers, but the reported defects are different regressions for different models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import error for sentence-transformers internals is unrelated to a missing Qwen2.5-VL export." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: spacing cleanup vs codec-handling/warning behavior for Kimi-K2.5." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer clean-up behavior change is not the same as processor.tokenizer/image-passing regression." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLM-R FA2 behavior and MLflow reporting on failed jobs are entirely different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to Deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting bug is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script returning empty multi-label results is not the same as local dataset loading failure." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and leftover dummy classes are separate packaging/import cleanup issues." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-state reporting and CustomTrainer compute_loss signature mismatch are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer config are unrelated save/export issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and training-doc parameter naming are not the same underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting failure and embedding reinitialization are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import/setup errors: missing transformers.onnx module vs missing PyTorch dependency for AutoModel." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Deepspeed double optimizer stepping." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -9994,310 +13708,339 @@ "label": "issue", "component_index": 1, "component_count": 22, - "review_unit_index": 43, + "review_unit_index": 44, "review_unit_count": 56, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28282", - "issue:30333", "issue:30990", - "issue:34689", - "issue:35141", - "issue:36331", - "issue:42222", - "issue:42673", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", "issue:42831", - "issue:42898", - "issue:43116", - "issue:43295", - "issue:43377", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", "issue:43479", + "issue:43644", "issue:43723", - "issue:43784", - "issue:43824", - "issue:43874", - "issue:44016", - "issue:44060", - "issue:44075", - "issue:44079", "issue:44190", + "issue:44206", "issue:44222", - "issue:44242", + "issue:44261", + "issue:44263", "issue:44295", "issue:44297", - "issue:44568", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", "issue:44623", "issue:44734", - "issue:44779", - "issue:44869", - "issue:44933", + "issue:44871", + "issue:44977", + "issue:45071", "issue:45092", "issue:45103", - "issue:45125", - "issue:45200", + "issue:45245", "issue:45310", - "issue:45356", - "issue:45405", - "issue:45656", - "issue:45712", - "issue:45812", - "issue:46231", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46665", "issue:46693" ], "soft_pairs": [ - "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:43377|issue:44242", - "issue:44623|issue:45310", - "issue:42673|issue:46693", - "issue:43479|issue:44869", - "issue:42222|issue:45200", - "issue:44016|issue:46231", - "issue:43723|issue:44568", - "issue:42898|issue:45812", - "issue:43874|issue:45092", - "issue:43479|issue:44079", - "issue:42898|issue:44779", - "issue:44734|issue:45103", - "issue:43784|issue:43824", - "issue:42898|issue:45356", - "issue:44295|issue:45656", - "issue:42898|issue:43295", - "issue:45405|issue:45712", - "issue:27957|issue:30333", - "issue:44060|issue:45125", - "issue:30333|issue:34689", - "issue:43116|issue:44190", - "issue:44222|issue:44297", - "issue:44933|issue:45712", - "issue:30333|issue:36331", - "issue:44075|issue:46231", - "issue:30333|issue:35141", - "issue:22355|issue:28282", - "issue:44297|issue:45656", - "issue:42831|issue:44623" + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:43723|issue:44977", + "issue:46132|issue:46693", + "issue:44222|issue:44484", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:45381|issue:46305", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "53dde4ab11b97c71891c75106e7aac0ac3cd072b470fe11ca0f013d7200c67c9", + "prepared_review_unit_hash": "a2f76af5718cde29057fb90f78dfd95d2d38d86ca5e5c79422b09d8cd2b5a58d", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36590, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37872, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports; the only apparent commonality is several tokenizer/v5 regressions, but the soft pairs still describe different bugs and code paths, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42898 is the broadest, highest-signal regression report in the set (v5 tokenizer behavior change) and sits closest to several of the other tokenizer-related candidates.", + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers issues; none of the soft pairs look like true duplicates. I\u2019d use the broad v5 buffer-regression report as the best issue anchor, but only as a representative, not a merged duplicate target.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43644 is the broadest, most cross-cutting regression here (v5.0 non-persistent buffer initialization) and is a reasonable anchor for nearby v5 regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue: it is user-facing, regression-focused, and general enough to anchor the cluster without overfitting to one model or example.", + "best_issue_reason": "issue:43644 best represents the cluster because it describes a general Transformers v5 runtime regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Different failures: Sentence Transformers loading hang vs token-embedding resize/reinit bug; no shared code path." + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; same quantization/save area, but different bugs and code paths." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is about clean-up spacing behavior and the other about BOS/EOS insertion for a specific tokenizer." + "reason": "Different-output regression for Pegasus vs AttentionInterface behavior change; both are behavior regressions, not the same defect." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Different subsystems: MIMI padding-mask batching mismatch vs MoE load-balancing loss gating on router logits." + "reason": "Tokenizer BPE-marker handling vs AutoTokenizer.from_pretrained load failure; related subsystem, but not the same bug." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "One is missing files in processor.save_pretrained, the other is a Qwen3.5 MoE from_pretrained regression; unrelated behavior." + "reason": "FP8 moe save_pretrained bug vs processor save_pretrained missing files; both involve saving, but on different objects and failure modes." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4Multimodal config default initialization vs v5.0 buffer junk; both are initialization issues, but not the same underlying problem." + }, + { + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Both performance-related, but one is VRAM leakage in dataloader threads and the other is long-context FA2 generation slowdown." + "reason": "Category-limit RuntimeError vs AttentionInterface.register behavior change; no shared concrete code path." }, { "left": "issue:43479", - "right": "issue:44869", + "right": "issue:46665", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug vs Whisper decode crash on trailing replacement character; unrelated code paths." + "reason": "Config None-handling bug vs from_pretrained behavior inconsistency inside Python classes; both are construction/loading issues, but distinct." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "VitPose model breakage is separate from Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Import errors from different symbols and packages; similar symptom, but different API breakages." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Notebook syntax error and docs parameter-name mismatch are different classes of issues." + "reason": "tokenizer.save_pretrained mismatch vs Qwen3.5 Moe from_pretrained error; both involve config/save/load, but not the same bug." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "AutoTokenizer loading failure and add_special_tokens/BOS-EOS behavior are distinct tokenizer problems." + "reason": "PretrainedConfig type checking regression vs LlamaConfig head_dim validation; both config-related, but unrelated defects." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Both tokenizer regressions, but one concerns clean_up_tokenization_spaces and the other wrong token IDs for Granite models." + "reason": "Wrong docstring for position_ids vs GLM-5 RoPE implementation discussion; documentation issue vs implementation issue." }, { - "left": "issue:43874", + "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method vs remote-code/meta-init incompatibility; not the same bug." + "reason": "DSA indexer torch.split return issue vs InternVL2 meta-init incompatibility; different models and different failure points." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading bug vs Qwen3.5 flash-attention generation bug; same broad library area, not the same defect." + }, + { + "left": "issue:46132", + "right": "issue:46693", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FA2 long-context performance regression; not the same concrete code-path problem." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained moe bug vs max_shard_size default question; one is a correctness bug, the other is a configuration/design question." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are unrelated implementation bugs." + "reason": "feature extractor center-arg crash vs auto_docstring crash under future annotations; both are crashes, but unrelated subsystems." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Different tokenizer regressions: clean-up spacing behavior vs Deepseek codec/tokenization correctness." + "reason": "Tokenization differences across versions vs FP8 inference failure on B200; both version/hardware regressions, but different issues." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Serve KV-cache continuation crash is unrelated to auto-docstring crashes under future annotations." + "reason": "Local dataset loading in an example script vs LlamaConfig head_dim validation; no shared underlying bug." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Different import errors in different packages/models; no shared underlying fix." + "reason": "Generation kwargs update after sync_gpus vs cache max_cache_length handling; both generation/cache adjacent, but distinct behaviors." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Both are tokenizer regressions, but one is spacing cleanup and the other is Kimi-K2.5 codec handling/warning behavior." + "reason": "FP8 inference failure on B200 vs missing chat template error; completely different failure domains." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Position_ids buffer read error is unrelated to double optimizer stepping under deepspeed." + "reason": "Generation kwargs update bug vs Kosmos2.5 OCR index error; unrelated model paths." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Tokenizer v5 behavior change vs processor.tokenizer/image-passing regression; distinct API breakages." + "reason": "KV-cache continuation crash in serve vs chunked-prefill cache lazy-init recompilation; both cache-related, but not the same bug." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Dependency version pin issue and leftover dummy-class cleanup are unrelated maintenance problems." + "reason": "Sliding-window off-by-one in masking vs video padding calculation; both sequence-layout bugs, but different implementations." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and MLflow reporting on failed jobs are completely different concerns." + "reason": "Missing fpn_position_embeddings attribute vs sliding-window mask off-by-one; different model components and symptoms." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Wrong tied-weights warning and missing tensor-parallel plan are separate Qwen3 model issues." + "reason": "Tokenizer loading failure vs Gemma-3 eos_token_id inconsistency; both tokenizer/config issues, but not the same bug." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "MLflow failure-reporting bug vs Llama 3.2 Vision model-loading regression; unrelated." + "reason": "torch.split return handling in DSA indexer vs missing ReLU in DSA indexer; same area, but clearly different defects." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Example-script multi-label output bug and local dataset loading failure are different pipeline issues." + "reason": "position_ids buffer read error vs processor save_pretrained missing files; unrelated save/load behaviors." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "FP8 save_pretrained issue and tokenizer config mismatch involve different serialization paths." + "reason": "MLA rms_norm_eps precision issue vs remote-code checkpoint/meta-init incompatibility; both model-loading/regression reports, but different root causes." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Missing import from image_utils and leftover dummy PT classes are not the same defect." + "reason": "qwen2.5-vl vision_position_ids bug vs MoonshineStreaming sliding-window bug; both position-related, but different models and logic." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "MLflow tracking/reporting bug vs CustomTrainer compute_loss signature breakage; unrelated." + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints vs Qwen3.5 save_pretrained visual-key regression; different checkpoints and different failure modes." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Optimizer args ignored and docs parameter-name mismatch are not the same underlying problem." + "reason": "Sentence Transformers loading hang vs SIGLIP2 zero probabilities; both model-usage issues, but unrelated bugs." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Failed-job MLflow reporting and post_init embedding reinitialization are unrelated issues." + "reason": "DSA indexer return-value issue vs wrong position_ids docstring; code bug vs documentation bug." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are distinct import/setup errors." + "reason": "v5.0 non-persistent buffer junk vs MoonshineStreaming masking off-by-one; both implementation regressions, but different components and causes." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to deepspeed optimizer stepping." + "reason": "Saving dequantized Ministrals/Devstrals vs sinq quantization save/load breakage; both save-related quantization bugs, but not the same artifact." }, { "left": "issue:42831", - "right": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression and processor.save_pretrained missing files are different bug classes." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error; same quantized-model theme, but different symptoms and paths." } ] }, @@ -10308,131 +14051,6 @@ "error_kind": null, "error_message": null }, - { - "label": "issue", - "component_index": 1, - "component_count": 22, - "review_unit_index": 44, - "review_unit_count": 56, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", - "nodes": [ - "issue:30990", - "issue:38175", - "issue:41628", - "issue:42757", - "issue:42796", - "issue:42907", - "issue:43122", - "issue:43232", - "issue:43475", - "issue:43479", - "issue:43644", - "issue:43723", - "issue:44190", - "issue:44206", - "issue:44222", - "issue:44261", - "issue:44263", - "issue:44295", - "issue:44297", - "issue:44360", - "issue:44373", - "issue:44448", - "issue:44484", - "issue:44485", - "issue:44623", - "issue:44734", - "issue:44871", - "issue:44977", - "issue:45071", - "issue:45092", - "issue:45103", - "issue:45245", - "issue:45310", - "issue:45357", - "issue:45381", - "issue:45834", - "issue:46050", - "issue:46082", - "issue:46132", - "issue:46209", - "issue:46305", - "issue:46421", - "issue:46424", - "issue:46431", - "issue:46655", - "issue:46665", - "issue:46693" - ], - "soft_pairs": [ - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:44222|issue:44623", - "issue:43479|issue:43644", - "issue:45245|issue:46132", - "issue:43479|issue:46665", - "issue:41628|issue:42757", - "issue:44297|issue:45310", - "issue:45071|issue:46082", - "issue:44373|issue:44485", - "issue:43723|issue:44977", - "issue:44263|issue:45092", - "issue:46132|issue:46693", - "issue:44222|issue:44484", - "issue:44206|issue:45103", - "issue:44190|issue:46082", - "issue:43232|issue:46424", - "issue:43122|issue:46209", - "issue:43232|issue:45834", - "issue:46209|issue:46431", - "issue:44734|issue:46421", - "issue:43475|issue:46305", - "issue:46305|issue:46655", - "issue:44295|issue:44623", - "issue:43723|issue:44871", - "issue:44263|issue:44360", - "issue:45381|issue:46305", - "issue:44261|issue:45092", - "issue:30990|issue:38175", - "issue:45092|issue:45357", - "issue:43644|issue:46305", - "issue:44263|issue:44373", - "issue:42907|issue:46050" - ], - "prepared_review_unit_hash": "8cf0dc50e2b097bdaa31a999f6030f3aede15f8770cce222c7a10b8d7bf68f05", - "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36735, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, { "label": "issue", "component_index": 1, @@ -10444,7 +14062,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:22355", "issue:27957", @@ -10472,6 +14090,7 @@ "issue:43976", "issue:44038", "issue:44060", + "issue:44117", "issue:44188", "issue:44261", "issue:44263", @@ -10482,10 +14101,10 @@ "issue:44483", "issue:44488", "issue:44568", + "issue:44704", "issue:44829", "issue:44945", "issue:45278", - "issue:45310", "issue:45406", "issue:45593", "issue:45753", @@ -10495,12 +14114,11 @@ "issue:46402" ], "soft_pairs": [ - "issue:44279|issue:46328", - "issue:42831|issue:45310", "issue:44829|issue:46002", + "issue:44279|issue:46328", "issue:44483|issue:45406", - "issue:42831|issue:44038", "issue:22355|issue:27957", + "issue:42831|issue:44038", "issue:41628|issue:43824", "issue:43408|issue:46402", "issue:42831|issue:45753", @@ -10511,222 +14129,223 @@ "issue:27957|issue:30990", "issue:42886|issue:42994", "issue:43232|issue:45593", - "issue:43408|issue:46369", "issue:44188|issue:44373", + "issue:43408|issue:46369", "issue:42796|issue:43122", "issue:44261|issue:44373", - "issue:43646|issue:46002", "issue:42371|issue:44263", + "issue:43646|issue:46002", "issue:42907|issue:44945", "issue:43756|issue:44060", "issue:30990|issue:33357", - "issue:44295|issue:44297", "issue:43576|issue:43784", + "issue:44295|issue:44297", "issue:43976|issue:44945", - "issue:39401|issue:44488" + "issue:39401|issue:44488", + "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "80cb21a171d0fee90006d286629ff2713f883a28503b4cba4ebd00539fc1a08b", + "prepared_review_unit_hash": "b3c415e091c64b10a648ef6212bcd4c39ae698280d85575e067451b749e8062b", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35286, - "estimated_input_tokens": 8822, - "estimated_eval_tokens": 17900 + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated tokenizer, import, serving, quantization, or model-specific regressions. The soft-similarity edges do not describe the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem overlap (tokenizers, imports, model loading) but not the same concrete bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated failures and none of the soft pairs describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44297 is the most self-contained and actionable report: a narrow tokenizer save/load mismatch with a clear symptom and likely localized fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "Different problems: a generic dependency issue vs a tokenizer padding performance regression." - }, - { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Different code paths and symptoms: FP8 accuracy vs a Qwen3.5 MoE from_pretrained load error." + "reason": "Different failure modes: flash_attention_3 training degeneration vs NaNs after checkout/init. Same broad area, not the same bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Both mention training instability, but the affected mechanisms differ: flash_attention_3 behavior vs checkpoint/init NaNs." + "reason": "Unrelated performance/memory concerns: a dependency issue vs a padding conversion inefficiency." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "One is an API request handling rejection, the other is a serve-time AttributeError in a processor class." + "reason": "Different APIs and symptoms: chat/completions request handling vs serve crashing on Gemma4Processor _tokenizer." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Different model/runtime issues: FP8 accuracy regression vs Qwen3-VL-Moe compatibility/load failure." + "reason": "One is an import/module packaging error; the other is a Flash Attention 2 model-specific compatibility issue." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Completely different areas: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + "reason": "Both mention precision/quantization, but one is a FineGrainedFP8 accuracy problem and the other is a Qwen3-VL-Moe bug in transformers 5.0." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different model families." + "reason": "Both are import errors, but they involve different missing symbols and different code paths." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same SAM3 umbrella, but different bugs: wrong model type warning vs missing text encoder weights loading." + "reason": "Different model-mismatch problems: sam3_video/sam3_tracker warning vs sam3 text-encoder weights not loading." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different symptoms: FP8 accuracy issue vs image-specific infinite loop." + "reason": "Different issues despite both involving model behavior: FP8 accuracy degradation vs a Qwen3_5 image-specific infinite loop." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No overlap in code path: ONNX import failure vs tokenizer spacing after added tokens." + "reason": "Completely different bugs: missing transformers.onnx module vs tokenizer adding an extra space after an added token." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior bugs, but the specific failure modes differ: offset mappings vs BOS/EOS insertion." + "reason": "Both are tokenizer correctness bugs, but one is wrong offset_mapping and the other is add_special_tokens not adding BOS/EOS for a specific model." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "One missing hub symbol is a specific import regression; the other is a broad post-upgrade import breakage." + "reason": "The latter is a broad upgrade-related import breakage, while the former is a specific offline-mode import failure from huggingface_hub." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Cache/offline loading failure is unrelated to a wrong tokenizer decoder type in v5." + "reason": "Different tokenizer problems: cache/offline loading failure vs wrong decoder type selected in v5." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different subsystems: Flash Attention 2 model behavior vs Sentence Transformers load hang." + "reason": "One is XLMRoberta Flash Attention 2 behavior, the other is Sentence Transformers hanging during load." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Both involve saving/loading or quantized artifacts, but the concrete failures are different." + "reason": "One is offline cache loading; the other is quantized model saving failure. No shared code-path bug." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation kwargs handling and auxiliary-loss behavior are unrelated problems in different subsystems." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Different SAM3 issues: type warning vs memory overflow in a specific model call." + "reason": "torch.compile attention-kernel divergence is a runtime bug; wrong docstring for position_ids is documentation-only." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Attention-kernel divergence under compile is unrelated to a docstring-only issue." + "reason": "Both mention sam3, but one is a model-type warning and the other is memory overflow when calling a specific model." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer bug in one model vs broader version-to-version tokenization change; too different to be duplicates." + "reason": "Tokenizer marker handling for Ministral-3-8B-Instruct is distinct from version-to-version tokenization differences." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision/config bug in MLA layernorm vs documentation error for position_ids." + "reason": "Precision mismatch from missing rms_norm_eps is a runtime/config bug, not a docstring issue." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." + "reason": "TF32 settings warning/breakage is unrelated to torch.split return values in GlmMoeDsaIndexer." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "TF32 configuration guidance/regression is unrelated to torch.split return values." + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model save failure and pipeline-parallel output corruption are different bugs." + "reason": "Quantized model saving and incorrect outputs under pipeline parallelism are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific configuration mistakes: RoPE layer loss vs incorrect tied-weights warning." + "reason": "Different Qwen/Smollm bugs: RoPE layer dropping vs tied-weights warning misbinding dt_bias." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different failure modes: loading hang vs MacOS bus error on CLIP model." + "reason": "Different load/runtime failures: Sentence Transformers loading hang vs MacOS bus error on a CLIP community model." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Position_ids buffer read error is unrelated to tokenizer save_pretrained metadata mismatch." + "reason": "Broken env command and a NameError while importing sentence-transformers are separate issues." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "CLI env command regression is not the same as a NameError during sentence-transformers import." + "reason": "Both concern tokenizers, but one is reading a bufferized position_ids tensor and the other is tokenizer_class metadata mismatch on save_pretrained." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." + "reason": "Python version compatibility and pipeline-parallel output correctness are different failure classes." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug is not the same as failing to load a specific model." + "reason": "Wrong offset_mapping and failing to load a specific model are unrelated tokenizer vs model-loading bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Mapping-name None handling in from_pretrained is unrelated to AutoProcessor not forwarding kwargs to cached_file." } ] }, @@ -10748,7 +14367,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:22355", "issue:29127", @@ -10761,6 +14380,7 @@ "issue:42757", "issue:42898", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", "issue:43278", @@ -10772,7 +14392,6 @@ "issue:43824", "issue:43937", "issue:44038", - "issue:44117", "issue:44188", "issue:44222", "issue:44295", @@ -10800,28 +14419,27 @@ "issue:46614" ], "soft_pairs": [ - "issue:44117|issue:44704", "issue:42907|issue:44964", "issue:41628|issue:45278", "issue:42907|issue:43937", "issue:43784|issue:45600", "issue:44360|issue:44485", + "issue:44704|issue:45290", "issue:44625|issue:44829", "issue:39401|issue:44521", - "issue:44704|issue:45290", "issue:43122|issue:46326", "issue:43122|issue:44521", - "issue:44038|issue:44297", "issue:43408|issue:43475", + "issue:44038|issue:44297", "issue:43116|issue:45200", "issue:39401|issue:46614", - "issue:44038|issue:44295", "issue:42907|issue:43452", + "issue:44038|issue:44295", "issue:44038|issue:44222", "issue:22355|issue:29159", "issue:45216|issue:45478", - "issue:43122|issue:44779", "issue:43824|issue:44351", + "issue:43122|issue:44779", "issue:36296|issue:43116", "issue:43278|issue:44945", "issue:42757|issue:44351", @@ -10831,228 +14449,229 @@ "issue:44188|issue:46328", "issue:42898|issue:46614", "issue:43937|issue:44485", - "issue:38617|issue:45278" + "issue:38617|issue:45278", + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "12f591a6bcb5a238cf663706eaacf3cb228ca54ab561b50e9cd5e944f02b7b40", + "prepared_review_unit_hash": "db9c966c8b89a30465dfefd949481a5afc6b836db3fb9e8707a421c9508f02fd", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37025, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues: import failures, tokenizer regressions, model-specific bugs, and runtime/configuration problems. The soft links mostly share broad vocabulary or subsystem names, not the same underlying defect.", - "confidence": 0.76, - "canonical_issue_reason": "No clear canonical issue; the items span multiple unrelated bug classes, so none safely subsumes the whole cluster.", + "summary": "Mostly unrelated issues: several are broad v5 regressions or import failures, but the concrete bugs and code paths differ too much to treat as duplicates. No PRs are present; the best umbrella issue here is the broad import-regression report.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45278 is the closest umbrella candidate because it explicitly describes multiple import failures after upgrading to Transformers 5.5.0, which makes it the broadest representative of the import-regression subset in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s import/regression theme, but it should still be treated as a representative issue rather than a duplicate umbrella.", + "best_issue_reason": "Issue 45278 is the best global issue candidate since it is the most general and could reasonably cover several import-related reports, unlike the more narrowly scoped model/tokenizer bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping None handling and cached_file kwargs forwarding are different model-loading code paths." - }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different model families and operations: save/dequantize failure vs multimodal model loading failure." + "reason": "Different failure modes and code paths: saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing import and the other is a broad version-upgrade regression; not the same bug." + "reason": "45278 is a broad umbrella import-regression report, but 41628 is a specific AutoImageProcessor import error; not the same concrete bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Save_pretrained/dequantization issue vs GLM-5 GenerationConfig validation error." + "reason": "Unrelated model-specific save/load issues: dequantized save failure vs invalid GenerationConfig." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and removed Sam3LiteText config references are separate failure points." + "reason": "Both are import-time failures, but they involve different symbols and causes: sentence-transformers nn NameError vs stale auto_mappings references." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer/ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "Completely different topics: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different APIs and bugs: cached_file kwargs forwarding vs apply_chat_template crashing on tool-call messages." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are different problems." + "reason": "Different model/config paths: num_labels propagation vs flash_attention_3 training degeneration." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping bug and multimodal assistant_masks bug are different code paths." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "cached_file kwargs forwarding and tool-call assistant-message crash are unrelated APIs." + "reason": "Different tokenizer issues: offset_mapping bug vs assistant_masks being all zeros for multimodal chat templates." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenization, but one is a version-to-version behavior change and the other is a mistral_common continue_final_message bug." + "reason": "Both are tokenizer-related regressions, but one is a general v4-to-v5 behavior change and the other is a specific continue_final_message bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Generic tokenizer regression and multimodal assistant_masks failure are not the same underlying defect." + "reason": "Different subsystems: generic tokenization regression vs multimodal chat-template masking." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are separate subsystems." + "reason": "Same SAM3 video area, but one is a model-type warning and the other is a missing attribute on a vision encoder output." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "SAM3 warning and missing fpn_position_embeddings attribute are related to the same area but not the same concrete bug." + "reason": "Different bugs: Qwen3-VL-Moe compatibility issue vs tokenizer_class mismatch in tokenizer_config.json." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label example output and mm_token_type_ids defaults are unrelated." + "reason": "Different examples and failure points: classification example returning empty results vs mm_token_type_ids defaulting behavior." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and Wav2Vec2 phonemizer backend state are different components." + "reason": "Different tokenizer implementations and bugs: Qwen3 offset mapping vs Wav2Vec2PhonemeCTCTokenizer phonemizer language state." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer access error are distinct defects." + "reason": "Different model-loading/saving paths: dequantized save_pretrained vs gguf_file loading failures." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Dequantized save_pretrained failure and gguf_file load failure are unrelated loading/saving paths." + "reason": "Unrelated issues: Qwen3-VL-Moe behavior vs position_ids buffer read error." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE/FP8, but the concrete failures are different enough that they should not be merged." + "reason": "Same broad model family, but one is a generic bug report and the other is specifically FP8 save_pretrained; not clearly the same defect." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "onnx module import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "No module transformers.onnx is an import/path issue, while this is slow-vs-fast tokenizer inconsistency." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family, but save_pretrained checkpoint corruption and from_pretrained error are different operations and not clearly the same root cause." + "reason": "Related Qwen3.5/version regression context, but save_pretrained corruption and from_pretrained import error are different concrete problems." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Both are tokenization regressions, but one is generic and the other is Deepseek-specific." + "reason": "Both are missing imports, but for different symbols and packages; not the same underlying bug." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Missing Qwen2.5-VL class import and missing HybridCache import are different missing symbols." + "reason": "Both concern tokenizer regressions in v5, but they affect different models and code paths." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and classification example empty results are unrelated." + "reason": "Different domains entirely: tensor-parallel training bug vs multi-label classification example output." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift in eval and incorrect output under pipeline parallelism are different runtime issues." + "reason": "Different training/evaluation and parallelism issues: dtype drift vs incorrect output under pipeline parallelism." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate dependency breakages." + "reason": "Different import failures from different libraries/symbols: huggingface_hub offline mode vs transformers HybridCache." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Torch-only install missing TensorFlow backend and Python 3.14 load failure are unrelated environment issues." + "reason": "TensorFlow backend packaging issue and Python 3.14 load failure are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx import error and layoutlmv3 error-message clarity issue are unrelated." + "reason": "No module transformers.onnx is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop on a specific image are different model bugs." + "reason": "Different bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad slowdown are unrelated." + "reason": "Different code paths: torch.compile attention-kernel divergence vs a pad-time conversion inefficiency." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer backend state are different tokenizer subsystems." + "reason": "Different behaviors: tokenization cleanup change in v5 vs stale phonemizer language state." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are distinct bugs." + "reason": "Both are GLM-5-related, but one is GenerationConfig validation and the other is RoPE implementation; not the same bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific layer_type_validation import error and broad many-import-errors regression are only loosely related by symptom class." + "reason": "Both are import-related, but 38617 is a single missing export while 45278 is a broad multi-import regression report." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and failure signatures." } ] }, @@ -11069,12 +14688,12 @@ "component_count": 22, "review_unit_index": 47, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:28348", "issue:33453", @@ -11084,7 +14703,6 @@ "issue:42673", "issue:42796", "issue:43064", - "issue:43066", "issue:43116", "issue:43441", "issue:43493", @@ -11102,11 +14720,11 @@ "issue:44291", "issue:44355", "issue:44380", - "issue:44466", "issue:44625", "issue:44704", "issue:44779", "issue:44936", + "issue:44995", "issue:45071", "issue:45072", "issue:45083", @@ -11123,18 +14741,18 @@ "issue:46328", "issue:46614", "issue:46640", - "issue:46655" + "issue:46655", + "issue:46697" ], "soft_pairs": [ - "issue:43066|issue:44779", "issue:42673|issue:45072", "issue:43611|issue:46002", - "issue:43116|issue:43493", "issue:44355|issue:46231", - "issue:43976|issue:45446", + "issue:43116|issue:43493", "issue:42371|issue:43874", - "issue:44625|issue:46002", + "issue:43976|issue:45446", "issue:44038|issue:45478", + "issue:44625|issue:46002", "issue:45357|issue:45478", "issue:45083|issue:45446", "issue:42222|issue:43441", @@ -11142,44 +14760,233 @@ "issue:44075|issue:44936", "issue:43992|issue:44704", "issue:28348|issue:46640", + "issue:44995|issue:46697", "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:42673|issue:42796", "issue:43827|issue:45446", "issue:33453|issue:39401", - "issue:42673|issue:46655", "issue:45356|issue:46614", + "issue:42673|issue:46655", "issue:44380|issue:46077", "issue:43673|issue:46328", "issue:44117|issue:45588", "issue:44291|issue:45071", "issue:45071|issue:46614", - "issue:45405|issue:45446", "issue:39401|issue:44779", - "issue:44466|issue:46002" + "issue:45405|issue:45446" ], - "prepared_review_unit_hash": "ef2c1fca19d14b80eaee55bad74a9b7ff30b59c4d192194cf3e47cf6611d134d", + "prepared_review_unit_hash": "1f6907624067fbcd6adbe6ee38f6293cb5641ed132b6c82162c8327cbe2b92ce", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36858, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 30, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes (tokenizers, v5 regressions, attention, loaders) but not the same concrete bug or change. I reject all soft edges; none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.66, + "canonical_issue_reason": "No single canonical duplicate stands out; the items span unrelated bugs across tokenization, generation, training, attention, and docs, so the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest standalone report: it names a specific failing path (`from_pretrained`) plus a concrete model/version combination, making it the most actionable representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: VRAM leak across dataloader threads vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different code paths: model loading with `base_model_prefix` vs NaNs in classification heads after init/checkout." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Unrelated: compiled Python-file errors vs a docs/parameter name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different bugs: empty multi-label example output vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "One is TF32 API guidance; the other is a missing image-processor method causing an AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both involve version checks, but they affect different imports/platform constraints and different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same family name, but different concrete failures and versions; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation issue is distinct from NaNs in classification heads." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-path visual-encoder key corruption vs load-time `from_pretrained` failure are different problems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor helper behavior is unrelated to a PyTorch version guard bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different models and failures: vitpose breakage vs Ministral FlashAttention error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification behavior is unrelated to a pipeline error message/docs issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling and post-train evaluation failure are separate training bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "`from_pretrained` weight loading vs `AutoProcessor` forwarding kwargs to `cached_file` are different call paths." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention FlashAttention, but one is GPT-2 support request and the other is a generic crash report." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale cache crash in GLM MoE vs image over-padding in Swin2SR are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP/PEFT is unrelated to missing generation cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and a stale warning for `num_return_sequences` are different generation issues." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in threaded loading is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipelines vs a PyTorch version check bug are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression and Qwen3 offset mapping bug are different concrete failures." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer regression and stale phonemizer backend state are unrelated tokenizer/phoneme bugs." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in multi-threaded inference is unrelated to video padding logic." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention semantics and models: GPT2 scaling config vs Gemma4 bidirectional mask construction." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and slow feature-extractor padding are different performance/logic issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash-attention crash on `s_aux=None` are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "`init_empty_weights` argument mismatch and `PretrainedConfig` type checking are distinct API breakages." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "Config type checking and phonemizer language caching are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer families and failure modes: offset mapping vs incorrect overall results." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue is unrelated to a flex_attention import/version guard." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -11198,22 +15005,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", "issue:42371", "issue:42617", "issue:43066", - "issue:43097", "issue:43122", "issue:43408", "issue:43450", "issue:43673", "issue:43742", + "issue:43874", "issue:43937", "issue:43986", "issue:44075", @@ -11222,9 +15028,9 @@ "issue:44261", "issue:44263", "issue:44410", + "issue:44466", "issue:44484", "issue:44485", - "issue:44493", "issue:44496", "issue:44829", "issue:44877", @@ -11241,6 +15047,7 @@ "issue:45542", "issue:45561", "issue:45656", + "issue:46002", "issue:46178", "issue:46209", "issue:46231", @@ -11250,19 +15057,20 @@ "issue:46617" ], "soft_pairs": [ + "issue:44466|issue:46002", "issue:43937|issue:44977", "issue:44410|issue:45310", "issue:43450|issue:43986", "issue:45341|issue:45561", - "issue:45071|issue:46512", "issue:45341|issue:46328", + "issue:45071|issue:46512", "issue:44829|issue:45216", "issue:44117|issue:45081", "issue:42617|issue:45341", "issue:38617|issue:41628", "issue:43122|issue:46298", - "issue:42222|issue:46178", "issue:42371|issue:44261", + "issue:42222|issue:46178", "issue:45362|issue:46328", "issue:43408|issue:43742", "issue:44877|issue:46231", @@ -11277,218 +15085,217 @@ "issue:43066|issue:43122", "issue:44263|issue:44485", "issue:42222|issue:45542", - "issue:42175|issue:42222", "issue:43673|issue:45341", - "issue:43097|issue:44493" + "issue:43874|issue:44261" ], - "prepared_review_unit_hash": "f63ab2f9524241455b9876046c2b74b436afa18797888f0b3277bf1e384314f1", + "prepared_review_unit_hash": "2b94dee4cb326234c3038f1c0643fd4d0d629d04c9bd9e2b008b2502de5c31c8", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a few near-neighbor regression reports around tokenizer/model loading, config handling, and import breakage. I did not find any soft pair that clearly describes the same concrete bug or fix path.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45278 is the best umbrella representative here: it describes broad import breakage after upgrading, which matches the main regression-oriented theme in the set better than the narrower one-off reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. I found one strong duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` error reports (#45310 and #45478). The rest are only loosely related by subsystem/theme and should not be merged.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and exactly matches issue:45478 in title and bug description (Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the clearest and most generally useful issue in the group: it is user-facing, version-specific, and broad enough to stand in for the import-regression subset.", + "best_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s only clear duplicate pair, with a concrete, reproducible model-loading regression and an exact twin in issue:45478.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: serialization of `lm_head.weight` vs NaNs in classification heads after checkout/init." + }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both are generation failures, but they involve different models and different failure modes; not the same concrete bug." + "reason": "Both involve generation/model behavior, but they describe different failures in different models and code paths." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3-related loading/model-shape problems; too broad to treat as the same bug." + "reason": "Different Qwen-family issues: missing projections in qwen3next layer 0 vs Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "One is a batched video-processor shape issue, the other is a missing-torchvision crash in AutoProcessor." + "reason": "Different root causes: batched video processor shape bug vs crash loading video model without torchvision." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utilities, but one is a small bug and the other is an xdist race in captured_info handling." + "reason": "Both touch testing utils, but one is a general bug while the other is a specific xdist race on `captured_info.txt`." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Config dtype/type-checking regression vs stale config.dtype after from_config are different code paths and symptoms." + "reason": "Unrelated: testing utils bug vs `SequenceFeatureExtractor.pad` performance issue." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Unrelated testing-utils bug versus a padding performance issue in SequenceFeatureExtractor." + "reason": "Both concern config handling, but one is type checking in v5.4.0 and the other is stale `config.dtype` after `from_config`." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct problems." + "reason": "Different failures: flash_attention_3 causes degenerate training, while `save_pretrained` has a checkpoint serialization regression." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is a None mapping assumption and the other is a Mistral regex patch crash." + "reason": "Both are tokenizer-related, but one is a mapping fallback bug and the other is a Mistral regex patch crash." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Different subsystems entirely; no shared bug path." + "reason": "Completely different issues: 3d_parallel execution failure vs testing utils bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; not enough to merge as one bug." + "reason": "Both are import errors, but they concern different missing symbols and different failure points." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression versus a noisy logging message; unrelated." + "reason": "Different scope: tokenizer output regression vs a noisy logging message." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "VitPose model breakage and tensorflow_text backend registration are unrelated." + "reason": "No same underlying bug: TF32 API behavior vs MLA layernorm epsilon precision error." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "TF32 API guidance and MLA layernorm epsilon precision are different concerns." + "reason": "Different problems: broken vitpose models vs backend mapping error for `tensorflow_text`." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Chat-generation crash for Qwen3.5-35B versus a padding efficiency issue; not the same bug." + "reason": "Unrelated: Qwen3.5 chat crash vs a padding performance inefficiency." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning and key error while loading a different model are separate loading issues." + "reason": "Different model-loading issues with different symptoms and affected models." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and documentation parameter mismatch are unrelated." + "reason": "Different artifacts entirely: strict config loading vs documentation parameter mismatch." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings and trust_remote_code cache loading have no shared code path." + "reason": "Different bugs: TF32 settings vs cache FileNotFoundError for trust-remote-code models." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Unrelated: a `max_shard_size` question vs a Qwen3.5 MoE loading error." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8/B200 inference are unrelated." + "reason": "Different model areas and failures: tokenizer offset mapping vs FP8 inference on B200." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig invalid and unrecognized model/config.json errors are different failure modes." + "reason": "Different errors: invalid GenerationConfig vs unrecognized model/config `model_type` missing." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but 45278 is a broad upgrade report and 44933 is a specific image_utils import issue; not the same concrete bug." + "reason": "Both mention import problems, but one is a specific nonexistent import and the other is a broad upgrade regression." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/Qwen3Next model-loading bugs with different symptoms." + "reason": "Different Qwen reports: missing projections in qwen3next vs the exact Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored and optimizer step called twice under deepspeed are distinct optimizer bugs." + "reason": "Both concern optimizers, but one is unused SGD args and the other is double optimizer stepping with deepspeed." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing symbol versus an audio-feature extraction issue; unrelated." + "reason": "Different failures: import error in configuration utils vs audio feature extraction issue." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output; not clearly the same fix." + "reason": "Related to tokenizer behavior in v5, but not clearly the same concrete bug or fixable in one change." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Torch.split return-value handling and GLM-5 RoPE implementation are different model internals." + "reason": "Different GLM-5 issues: `torch.split` return handling vs RoPE implementation discussion." }, { "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "VitPose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "TensorFlow backend packaging and VitPose model breakage do not share the same bug." + "reason": "Different subsystems and symptoms: vitpose model breakage vs backend detection error for TensorFlow." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache regression and a testing-utils bug are unrelated." + "reason": "Generation cache regression vs an unrelated testing utils bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Removed config attribute and unexpected position-id key handling are different regression classes." + "reason": "Different GLM-related bugs: missing image patch count method vs missing `rms_norm_eps` in q_a_layernorm." } ] }, @@ -11510,11 +15317,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:27957", "issue:38617", "issue:41628", + "issue:42175", + "issue:42222", "issue:42757", "issue:43012", "issue:43064", @@ -11538,6 +15347,7 @@ "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44933", "issue:44987", @@ -11545,14 +15355,12 @@ "issue:45071", "issue:45341", "issue:45372", - "issue:45375", "issue:45440", "issue:45464", "issue:45478", "issue:45542", "issue:45588", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", "issue:46231", @@ -11561,14 +15369,15 @@ "issue:46664" ], "soft_pairs": [ - "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:42175|issue:42222", "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:44483|issue:45464", "issue:43931|issue:44410", "issue:44263|issue:46172", - "issue:43012|issue:43577", "issue:44360|issue:46172", + "issue:43012|issue:43577", "issue:44484|issue:45478", "issue:27957|issue:43352", "issue:43441|issue:44829", @@ -11576,244 +15385,222 @@ "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", - "issue:45753|issue:46369", - "issue:44933|issue:46231", "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:45753|issue:46369", "issue:44261|issue:44485", "issue:44117|issue:44987", "issue:43531|issue:45341", - "issue:43673|issue:46123", "issue:45440|issue:46172", + "issue:43673|issue:46123", "issue:43986|issue:45372", "issue:43097|issue:45588", "issue:43064|issue:44315", - "issue:46655|issue:46664", "issue:38617|issue:42757", - "issue:44410|issue:45375", - "issue:43097|issue:46050", - "issue:44038|issue:44410", - "issue:43986|issue:44484" + "issue:46655|issue:46664" ], - "prepared_review_unit_hash": "93878241df6ca828fbfae4d997685e4bf9c483b06aa2a07c83f0581c06d800d7", + "prepared_review_unit_hash": "672c5d98198c710bfa420ed9c3ecc4cde8890d23190b8a4ee130489ef8339bda", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36518, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36159, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly superficial title similarity across unrelated bugs and regressions (imports, version breaks, model-specific issues, and video/processor problems). I would not merge any of the soft pairs as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue is a safe canonical: the items span many independent code paths. If forced, issue:45071 is the cleanest, most broadly scoped regression report, but it does not represent the rest of the cluster.", + "summary": "These are mostly separate, model-specific regressions or dependency/import failures rather than duplicates. I rejected all soft pairs because they do not appear to share the same concrete bug path. For a representative issue, 43097 is the strongest cluster anchor due to its broad v5 regression impact and downstream references.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43097 is the best representative because it\u2019s a concrete, broadly relevant v5 breaking-change report with downstream references, making it a stronger duplicate anchor than the more niche model-specific bugs here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the best-written standalone issue here because it is a clear, specific regression with broad applicability; however, it is not a strong representative for the full set.", + "best_issue_reason": "issue:43097 is the most suitable issue to keep as the representative report for this set; it is actionable, broadly impactful, and better positioned as a canonical duplicate target than the other isolated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5-era model-loading regressions, but the failure modes differ: removed embeddings tie logic vs unexpected position-id keys." + }, + { + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Different bugs in different components: missing image-patch API vs MLA q_a_layernorm epsilon precision issue." + "reason": "One is a packaging/dependency-extra issue; the other is a VitPose model breakage. Same area, not the same bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Both are v5-related breakages, but one is an import error and the other is type-checking behavior; not the same underlying bug." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking break are unrelated code paths." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Unrelated failures: PreTrainedConfig type checking vs tensorboard/TensorFlow backend detection." + "reason": "Both involve backend/import behavior, but one is config typing and the other is TensorBoard/TensorFlow backend detection." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both affect chat/completions, but one is API acceptance behavior and the other is streaming inference on Qwen3.5; not the same concrete bug." + "reason": "Both mention chat/completions, but one is request acceptance and the other is streaming inference on Qwen3.5; not the same concrete defect." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family model loading issues, but one is weight-shape mismatch and the other is missing attention projections." + "reason": "Both are Qwen-family model issues, but one is a VL weight-shape mismatch and the other is missing projections in Qwen3Next." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Both mention tensor ops, but one is a torch.split return-value issue and the other is a dtype/transpose bug in deepseek-v4." + "reason": "Different math/code paths: torch.split return handling in GlmMoeDsaIndexer vs a DeepSeek comb transpose bug." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Different precision/dtype problems in different models; not the same failure mode." + "reason": "DSA indexer missing ReLU and DeepSeek transpose behavior are unrelated implementation bugs." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Both are tensor-indexing style complaints, but the concrete bugs and affected code paths differ." + "reason": "Both are dtype/precision complaints, but one is a PyTorch warning during bfloat16 compilation and the other is a loading bug leaving Blip2 components in float32." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Both are version/regression complaints, but max_shard_size documentation behavior is unrelated to Qwen3.5-Moe from_pretrained loading errors." + "reason": "A max_shard_size question and a Qwen3.5-MoE from_pretrained error are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they target different models and likely different support gaps." + "reason": "Both concern Flash Attention 2 support, but they are different models with different support/status issues." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Different FlashAttention problems: one is a model-specific incompatibility, the other is degenerate training under flash_attention_3." + "reason": "Different FlashAttention problems: unsupported/failed inference for Ministral-3 vs degenerate training with flash_attention_3." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen/VL loading issues, but one is a shape mismatch and the other is a different Transformers v5/Qwen3-VL-Moe bug." + "reason": "Same model family, but one is a loading shape mismatch and the other is a Qwen3-VL-Moe issue; not the same failure path." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "An API removal warning is not the same bug as gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "A removed-tie-embeddings regression and a gguf_file loading regression are separate issues." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different scopes: unsafe sys.modules access vs a small bug in testing_utils.py." + "reason": "sys.modules access in modeling_utils and a testing_utils bug do not share the same underlying defect." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A processor-load crash without torchvision is unrelated to a testing_utils bug." + "reason": "AutoProcessor/torchvision loading failure is unrelated to the testing_utils issue." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both are performance/behavior issues, but one is an infinite loop on a specific image and the other is a memory overflow problem." + "reason": "Missing get_number_of_image_patches and torch.split return handling are different multimodal helper bugs." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Unrelated: a nonexistent image_utils import versus a documentation mismatch in set_training()." + "reason": "A nonexistent import from image_utils and a docs parameter-name mismatch are unrelated." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Both are small implementation bugs, but in different GLM code paths with different symptoms." + "reason": "Qwen3_5 infinite-loop behavior and SAM3 LiteText memory overflow are different model failures." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different math bugs: RMS norm epsilon precision issue versus GLM-5 RoPE implementation." + "reason": "Both are model-implementation precision issues, but one is missing rms_norm_eps in MLA layernorm and the other is a GLM-5 RoPE implementation question." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both involve from_pretrained, but one is a mapping-name None bug and the other is a model-loading failure for a specific checkpoint." + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast are not the same bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A model sliding_window bug is unrelated to a testing utility bug." + "reason": "Qwen3-MoE sliding_window behavior and the testing_utils bug are unrelated." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Both affect generation/prefill or batching, but they are distinct issues in different parts of the pipeline." + "reason": "Different DeepSeek generations and different defects: remote parity divergence vs a dtype/transpose expression bug." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Different model-family implementation problems: DeepseekV3MoE divergence vs deepseek-v4 tensor conversion/transpose behavior." + "reason": "GenerationMixin cache handling during chunked prefill and MaskGenerationPipeline final-batch handling are distinct pipeline bugs." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different import/runtime failures: missing torchvision vs missing ReasoningEffort from mistral_common." + "reason": "Both are import/dependency-related, but they fail through different missing symbols and different loading paths." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Both are regressions in v5-era code, but one is an API removal notice and the other is a flash_attention.py AttributeError on s_aux=None." + "reason": "Tie-embeddings removal and flash_attention.py crashing on s_aux=None are unrelated issues." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training bugs: optimizer state corruption under FSDP2/PEFT vs Liger Kernel not being applied with model_init." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics; not clearly the same fix." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training-stack problems." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different packages, symbols, and failure causes." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3_5/MoE config or architecture issues, but one is missing attention projections and the other is a missing config field." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "A removed embedding-tie API and a quantization save/load bug are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen3-VL/Moe-related, but one is a load bug and the other is missing layer projections; different underlying defects." + "reason": "Both are import errors, but they involve different symbols from different packages and different breakages." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "A processor import crash without torchvision is unrelated to a save_pretrained shard-size question." + "reason": "Both hit SmolVLM video processing, but one is padding calculation and the other is the meaning of num_frames; not the same bug." } ] }, @@ -11835,16 +15622,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:36683", "issue:38617", - "issue:42175", - "issue:42490", "issue:42890", "issue:42907", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", @@ -11859,6 +15643,7 @@ "issue:43986", "issue:43992", "issue:44016", + "issue:44038", "issue:44062", "issue:44077", "issue:44117", @@ -11867,17 +15652,20 @@ "issue:44351", "issue:44368", "issue:44380", + "issue:44410", "issue:44484", "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", + "issue:45375", "issue:45478", "issue:45479", "issue:45584", "issue:45712", "issue:45753", + "issue:46050", "issue:46132", "issue:46172", "issue:46178", @@ -11886,6 +15674,10 @@ "issue:46421" ], "soft_pairs": [ + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:43986|issue:44484", "issue:42890|issue:46298", "issue:38617|issue:44351", "issue:44062|issue:44117", @@ -11894,8 +15686,8 @@ "issue:43502|issue:43992", "issue:44704|issue:45103", "issue:44380|issue:46421", - "issue:43986|issue:44117", "issue:44938|issue:46178", + "issue:43986|issue:44117", "issue:43986|issue:44016", "issue:43208|issue:43550", "issue:43825|issue:44655", @@ -11915,225 +15707,234 @@ "issue:44077|issue:46365", "issue:44222|issue:45478", "issue:44380|issue:45479", - "issue:36683|issue:43582", - "issue:42175|issue:46365", - "issue:43064|issue:44380", - "issue:42490|issue:43012" + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "6d37978ecda2e4f1b631a03a0f4cdf6ff83542ef3e225e45051e4fb9e4757cc6", + "prepared_review_unit_hash": "5587e734875a329815994b5244c8a8360bb837479de6545aaaae6a520bf692b4", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36881, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37652, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated reports across different subsystems. None of the soft pairs looks like the same underlying bug/change closely enough to merge, so I\u2019d reject all soft edges. As a standalone anchor, issue 44380 is the clearest and most concrete report in the set.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44380 is the most narrowly scoped, technically specific bug report here, with a clear backend/model interaction and actionable symptom description.", + "summary": "Mostly a loose collection of unrelated Transformers bug reports; the soft links are driven by broad topical similarity (tokenizers/config/imports/save-load/backend quirks) rather than true duplicate-level sameness. I did not find any PRs in the set.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active open report with the highest discussion/inbound traffic, so it is the best representative anchor among these issues, though it does not actually subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "It is the best overall triage anchor because it is precise, reproducible, and focused on one concrete code path, unlike the broader or noisier reports in the set.", + "best_issue_reason": "issue:43873 has the strongest engagement and is user-facing, making it the most suitable single issue to anchor triage for this loose cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: missing layer projections in qwen3next vs missing config field dropped by strict config handling." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a v5 tie_embeddings API/removal complaint; the other is quantized save/load corruption after from_pretrained." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Generic Qwen3-VL-Moe/v5 issue vs a specific qwen3next missing-projection bug; not the same code path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision import crash vs a save_pretrained shard-size question." + }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "One is a flaky test seeding problem, the other is a noisy logging message; unrelated symptoms and fixes." + "reason": "Test flakiness from missing set_seed vs a noisy logging message; unrelated symptoms and fixes." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules; not the same bug." + "reason": "Both are import errors, but for different missing symbols and different API regressions." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different tokenizer failures: duplicate AddedToken kwargs versus TOKENIZER_MAPPING_NAMES returning None." + "reason": "AddedToken kwarg collision vs tokenizer mapping returning None; distinct tokenizer loader failures." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removal of a config option and a quantization offloading issue are different code paths and problems." + "reason": "API removal/tie-embeddings warning is not the same concrete bug as quantization offloading behavior." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failing after train is unrelated to importing Trainer being blocked by datasets." + "reason": "trainer.evaluate failure after train is unrelated to failing to import Trainer because of datasets." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens weight are different loading issues." + "reason": "local_files_only still causing network requests vs missing embed_tokens.weight on UMT5Encoder load." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file and an auto-docstring crash from future annotations are unrelated." + "reason": "cached_file kwargs forwarding bug vs docstring processing crash under future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling being ignored is not the same as lazy cache init causing recompilation." + "reason": "GPT2 attention scaling ignored by backend vs cache lazy init causing recompilation; different mechanisms." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Missing torchvision for AutoProcessor video loading is unrelated to tokenizer mapping returning None." + "reason": "Python 3.14 import/load failure vs unsupported backend tensorflow_text; not the same bug." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Python 3.14 load failure and an unsupported tensorflow_text backend mapping are different root causes." + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to tokenizer mapping None handling." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "A video-model dependency crash and a notebook syntax error are unrelated." + "reason": "AutoProcessor crash vs notebook syntax error; different layers of the stack." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different models and code paths." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are separate model-specific issues." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation support messaging and saving Pipeline objects are different behaviors." + "reason": "Wrong pipeline error message vs inability to save Pipeline objects; not the same change." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects do not share the same underlying bug." + "reason": "Dequantized model save failure vs Pipeline save_pretrained failure; different objects and code paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and an infinite-loop image bug are unrelated." + "reason": "Model save/load bug vs Qwen3_5 image infinite loop; unrelated failures." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compile warning is not the same issue as a compile failure with SDPA." + "reason": "PyTorch bfloat16 warning during compile vs a Bamba SDPA compile error; different failure modes." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup and noisy logging are unrelated maintenance issues." + "reason": "Leftover dummy classes in dir(transformers) vs a noisy logging message; unrelated cleanup/logging issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A PyTorch precision warning and a tie_word_embeddings warning are different warnings with different causes." + "reason": "Both mention warnings, but one is compile precision and the other is tie_word_embeddings; not the same bug." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." + "reason": "Wrong tokenizer decoder type in v5 vs an isolated reproduction of a different issue." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weights and the 50GB shard-size question are unrelated save/load concerns." + "reason": "Missing pretrained weight during load vs why save_pretrained uses 50GB shard size; different concerns." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention unsupported for one model and GPT2 attention scaling ignored are different backend/model bugs." + "reason": "Flash Attention 2 not supported yet vs GPT2 scaling ignored under SDPA/FlashAttention; unrelated backend/model bugs." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "A model backend limitation and a Python version compatibility issue are unrelated." + "reason": "Model-specific FA2 support issue vs Python version compatibility regression." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config API and noisy logging are unrelated; no shared failing path." + "reason": "Tie_embeddings API removal/warning is unrelated to a noisy logging message." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are different model-specific problems." + "reason": "ESM2 breakage vs DeepSeek tensor dtype/transpose issue; different models and code paths." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation on empty transcription and importing Trainer being blocked by datasets are unrelated." + "reason": "Whisper empty transcription bug is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Both touch attention code, but one is backend config being ignored while the other is a registration behavior change; not the same bug." + "reason": "GPT2 backend scaling bug vs AttentionInterface.register behavior change; different APIs." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading; different operations and symptoms." + "reason": "patchtsmixer post_init policy issue vs Trainer import failure; no shared underlying defect." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Attention scaling ignored under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification issue." + "reason": "Both involve Qwen3.5/Moe save/load, but the versions, failure points, and concrete bugs differ." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Backend packaging for pip install .[torch] and importing Trainer after uninstalling datasets are unrelated dependency issues." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling behavior are unrelated training versus attention issues." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; unrelated issues." } ] }, @@ -12155,11 +15956,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:36010", "issue:36683", "issue:38617", + "issue:42175", + "issue:42490", "issue:42757", "issue:42898", "issue:42994", @@ -12188,7 +15991,6 @@ "issue:44380", "issue:44483", "issue:44485", - "issue:44492", "issue:44514", "issue:44625", "issue:44655", @@ -12206,15 +16008,18 @@ "issue:46365" ], "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:43208|issue:43526", "issue:43012|issue:44683", - "issue:45600|issue:46298", + "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:43618|issue:43761", + "issue:45600|issue:46298", "issue:43618|issue:44380", - "issue:44038|issue:44230", "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43618|issue:43761", "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43299|issue:43867", @@ -12226,8 +16031,8 @@ "issue:44483|issue:45290", "issue:36010|issue:42757", "issue:43901|issue:44655", - "issue:43611|issue:44655", "issue:43352|issue:43937", + "issue:43611|issue:44655", "issue:36683|issue:44077", "issue:43976|issue:44938", "issue:43867|issue:45216", @@ -12235,229 +16040,234 @@ "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:36683|issue:44625", - "issue:43064|issue:44492" + "issue:36683|issue:44625" ], - "prepared_review_unit_hash": "4fd534b132225aee46317093081ea8a5f8c4fdcf6d35d23da274cd783a129861", + "prepared_review_unit_hash": "2884808e298c410320613dab9c3933823f3d7bab567fc7df2ba86bead4ca518b", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35980, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers/HF issues that happen to share broad keywords like import, loading, saving, chat templating, or attention. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous and does not form a clean duplicate cluster. Most soft pairs are only superficially similar (same subsystem, same model family, or same broad API area) but describe different bugs or feature requests, so I rejected all of them.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45698 is the strongest representative by discussion volume and inbound references, and it describes a concrete user-facing save/load regression. There is no single duplicate hub across the full set, but this is the best anchor among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a clear canonical for the cluster because the reports are heterogeneous. If triage needs one anchor, issue 45698 is the most broadly actionable serialization/loading report, but it does not subsume the others.", + "best_issue_reason": "Issue 45698 is the most suitable global representative: it has the most activity/inbound references and a clear, actionable bug in the save/load path. It is still not a duplicate of the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; they do not look like the same underlying bug." + "reason": "Both mention import/backend setup, but one is about torch extra installs not pulling TensorFlow and the other is about Trainer import breaking with datasets installed; different failures." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths: FSDP2/PEFT optimizer state mismatch vs GPT-2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-model-path slash warning is unrelated to a bfloat16 compilation precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug are unrelated code paths." + "reason": "Both are ImportErrors, but for different missing symbols from different packages and different root causes." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both involve PyTorch/precision behavior, but one is a compile-time warning and the other is a torch>=2.9 flex_attention failure; different bugs." + "reason": "One is a PyTorch warning about float32 precision in bfloat16 compilation; the other is a torch>=2.9 flex_attention failure." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "CI breakage from removed config references and a noisy logging message are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and failure modes." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both are chat-related, but one is /v1/chat/completions request handling and the other is apply_chat_template crashing on batched input." + "reason": "One is server-side /v1/chat/completions request rejection; the other is client-side chat template batching crash with padding=False." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Both touch CLIP outputs, but missing attentions and missing hidden_states are different regression surfaces and not the same concrete bug." + "reason": "Sam3LiteText auto-mapping breakage is not the same as a noisy logging message." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-field regression and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + "reason": "CLIP output field regression and GPT-2 attention scaling under alternative attention backends are different bugs." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "save_pretrained/from_pretrained custom-module mixup is unrelated to the deepseek-v4 transpose/dtype bug." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "These are different Qwen3-VL/Qwen3.5 feature requests/bugs around fp8 support, not the same failure." + "reason": "Same Qwen3-VL/Moe family, but one is a loading regression and the other is an fp8 support request; not the same bug." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Model custom-module loading after save_pretrained and a deepseek-v4 dtype/transpose bug are unrelated." + "reason": "Both are CLIP v5 regressions, but they affect different returned fields (attentions vs hidden_states) and are not clearly the same defect." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing layer_type_validation import and local_files_only still triggering network calls are different bugs." + "reason": "Missing import from configuration_utils and local_files_only still making API requests are unrelated issues." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is a Smollm3 layer-selection bug and the other is a GLM-5 RoPE implementation discussion." + "reason": "Both mention RoPE, but one is about Smollm3 dropping RoPE layers and the other is a GLM-5 RoPE implementation discussion." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but one is specific to Qwen3VL MoE models and the other is a generic state_dict sorting issue." + "reason": "Both are model-loading problems, but with different symptoms and causes; not enough evidence for a single underlying bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained problems with different object types." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different object types and save paths." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated attribute regressions." + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated missing-attribute bugs." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and importing Trainer being blocked by datasets are unrelated." + "reason": "Qwen3.5 config propagation and Trainer import interference with datasets are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "One is embedding resize propagation, the other is Gemma4 bidirectional attention mask construction; different bugs." + "reason": "Both are Gemma4 issues, but one is resizing embeddings and the other is bidirectional attention mask construction; different code paths." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenizer cleanup behavior and decoder-type mismatch are different tokenizer regressions." + "reason": "Tokenizer v5 behavior changes are broad, but these are distinct regressions: clean_up_tokenization_spaces vs decoder type selection." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are chat/template adjacent, but they fail in different layers and with different inputs." + "reason": "Chat completions request validation and apply_chat_template tokenization crash are different layers and different failure conditions." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors for different symbols/modules; not the same underlying issue." + "reason": "Different import symbols from different modules; no shared underlying bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores and inability to save Pipeline objects are unrelated." + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization failure." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Base-model-prefix loading regression and Pipeline save_pretrained failure are distinct save/load bugs." + "reason": "FlashAttention 2 unsupported for Nemotron and GLM-5 generation config validation are different issues." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Unsupported Flash Attention 2 for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Base_model_prefix loading regression and pipeline save_pretrained failure are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "A missing config attribute and a post_init validation rule are different model-definition issues." + "reason": "Different configs and different failures: missing vocab_size vs patchtsmixer post_init policy." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are both platform/version compatibility reports, but Python 3.9/3.10 vs Python 3.14 failures are not the same bug." + "reason": "Both are Python-version compatibility complaints, but they target different interpreter versions and likely different packaging issues." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic sorted state_dict loading error and Qwen3.5 save_pretrained checkpoint corruption are different checkpoint bugs." + "reason": "A sorted-state_dict load error is not the same as a Qwen3.5 checkpoint-save regression." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 attention masking are unrelated." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are unrelated." + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are separate config behaviors." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing vocab_size and missing pad_token_id are both config-attribute regressions, but in different models and code paths." + "reason": "Both are missing config attributes, but in different model families and on different fields." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP hidden-field regression and Qwen3.5 checkpoint saving corruption are unrelated." + "reason": "CLIP output field regression is unrelated to Qwen3.5 checkpoint corruption." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Missing Gemma3Config.vocab_size and Qwen3.5 num_labels propagation do not share an underlying bug." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "Loading models with base_model_prefix and saving Pipeline objects are separate serialization problems." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "A distributed training optimizer-state bug and a typo in cache-strategy text are completely unrelated." + "reason": "Different model families and different missing config propagation bugs." } ] }, @@ -12479,7 +16289,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:28282", "issue:33453", @@ -12506,7 +16316,7 @@ "issue:44246", "issue:44355", "issue:44360", - "issue:44387", + "issue:44492", "issue:44556", "issue:44734", "issue:44855", @@ -12531,6 +16341,7 @@ "issue:46664" ], "soft_pairs": [ + "issue:43064|issue:44492", "issue:43992|issue:45310", "issue:44075|issue:46365", "issue:43010|issue:45278", @@ -12553,230 +16364,229 @@ "issue:44360|issue:45440", "issue:42890|issue:44964", "issue:42890|issue:44112", - "issue:42890|issue:45600", "issue:42898|issue:46664", + "issue:42890|issue:45600", "issue:43874|issue:46617", "issue:43502|issue:44062", "issue:43723|issue:44556", "issue:44222|issue:45125", - "issue:44734|issue:46617", - "issue:44387|issue:44556" + "issue:44734|issue:46617" ], - "prepared_review_unit_hash": "5c98dc5e47a34c3f01295f5ab824a16e498c098eba1e2af6c747ec4cb7171b16", + "prepared_review_unit_hash": "e51d9b18f95750252831f8f368453b663fb4f82df44aa4c73e42f4f1aadd64e5", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36322, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regressions and model-specific loading/training issues, with only one plausible duplicate pair around import-time slowdown.", - "confidence": 0.27, - "canonical_issue_reason": "issue:45278 is the broadest representative here: it summarizes the general v5 upgrade/import-regression theme that best fits the cluster\u2019s overall shape.", + "summary": "The set is mostly a collection of unrelated transformer issues that are only loosely similar by topic. I found one true duplicate pair: the two Qwen3.5 MoE from_pretrained regression reports. The rest should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the cleanest canonical for the only exact duplicate pair: it states the concrete Qwen3.5 MoE from_pretrained regression, while 45478 is essentially the same report later on.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to anchor the set because it is the most general umbrella for the many v5-related import/load breakages, rather than a narrow model-specific bug.", + "best_issue_reason": "45310 is the best representative issue overall because it is specific, actionable, and matches the only confirmed duplicate edge in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Different bugs: one is a Trainer/FSDP2 optimizer-state problem, the other is a typo in cache strategy docs/code." + }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are model loading failures, but they involve different architectures and different failure modes; not the same underlying bug." + "reason": "Different model/code paths: UMT5Encoder missing embed_tokens.weight versus Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling and Trainer import failures are unrelated code paths." + "reason": "Unrelated symptoms: SGD args ignored versus Trainer import depending on datasets presence." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "`update()`/`no_grad` behavior is a cache-layer bug, while the other issue is about widespread import errors after a version upgrade." + "reason": "Both are broad v5 complaints, but they describe different problems and no shared concrete code path." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is about compiled Python files and the other is a Python 3.13 `torch.jit.script` parsing/indentation issue." + "reason": "Both involve loading/importing Python files, but one is compiled-file errors and the other is a JIT parsing/IndentationError issue." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regressions." + "reason": "Different failures: Python 3.14 import/load breakage versus PretrainedConfig type-checking regression." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "A sorted-state-dict load error and a Gemma pipeline roundtrip issue are not the same bug." + "reason": "State_dict loading versus Gemma pipeline roundtrip token handling are different bugs." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different models, different failures: sorted state-dict loading vs missing Qwen vision config field." + "reason": "One is a model load/state_dict issue; the other is a missing config field silently dropped by strict handling." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "A missing config attribute in Gemma3 is unrelated to the FSDP2/PEFT optimizer-state bug." + "reason": "Gemma3Config vocab_size attribute error and FSDP2 optimizer-state corruption are unrelated." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-related, but one is seed-driven flakiness and the other is an xdist file race; different root causes." + "reason": "One is missing set_seed in integration tests; the other is a pytest-xdist file race in testing utilities." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "These both point to the same top-level problem: `transformers` import is slow. Issue 41669 suggests a concrete cause (`import *` in models), and 44246 reports the same import-time slowdown symptom." + "accept": false, + "reason": "Both concern import performance, but one targets import * bloat and the other reports intermittent slow imports more generally." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache/layer `update()` bug is not the same as a broad complaint that v5 breaks many models." + "reason": "Generic v5 regressions, but not the same underlying defect." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training issues and Qwen2 TP OOM are both TP-adjacent, but they are not the same concrete bug." + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM during tp load are not the same code-path problem." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading failure from a sorted state dict is unrelated to incorrect visual encoder keys during save_pretrained." + "reason": "Different issues: load failure with sorted state_dict versus incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and PatchTSMixer `post_init` handling are unrelated model regressions." + "reason": "Different model behaviors: CLIPOutput attentions regression versus patchtsmixer post_init policy change." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update semantics and Python version compatibility are unrelated." + "reason": "No shared bug: cache/layer no_grad decoration versus Python version compatibility regression." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Two Qwen-related loading errors, but they concern different models and different missing pieces." + "reason": "Different model families: UMT5Encoder missing weights versus Qwen3.5 MoE from_pretrained error." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "A missing PyTorch dependency error is unrelated to tokenizer-loading regression." + "reason": "PyTorch missing ImportError for AutoModel is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-family issues, but one is about attentions output and the other is a structural `.text_model` inconsistency; not the same bug." + "reason": "Different CLIP-related issues: attentions assignment versus inconsistent class structure after v5." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions assignment and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "CLIP attentions regression and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in DSA indexing is unrelated to DeepSeekV3MoE divergence." + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are different implementation issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flakiness is unrelated to a Phi-4 multimodal load failure." + "reason": "Test seeding failure is unrelated to loading Phi-4 multimodal model." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test failures, but the causes differ completely." + "reason": "Different CI/test problems: missing set_seed versus stale device override test on GraniteSpeech." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Seed-related test flakiness and removed-config references in auto_mappings are different issues." + "reason": "Tokenization cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer cleanup behavior changes and SmolVLM frame-count semantics are unrelated." + "reason": "Different test/CI bugs with no shared failing code path." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "A missing image-processor method and a cache FileNotFoundError are unrelated load-time failures." + "reason": "Image processor token counting bug versus trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "`local_files_only` network requests and `AddedToken` argument duplication are unrelated tokenizer/runtime bugs." + "reason": "local_files_only network leakage and AddedToken keyword collision are distinct tokenizer/loading bugs." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but one is specifically tokenizer loading and the other is checkpoint reload compatibility; not the same bug." + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload incompatibility after upgrade." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained and missing tensor-parallel plan are unrelated." - }, - { - "left": "issue:44734", - "right": "issue:46617", - "accept": false, - "reason": "KV-cache continuation indexing and trust_remote_code cache lookup failures are unrelated." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different features and failures." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Int4 CUDA memory growth and checkpoint reload incompatibility are different regressions." + "reason": "KV-cache indexing crash in transformers serve is unrelated to loading a trust_remote_code model from cache." } ] }, "evaluator_result": null, - "evaluator_used": true, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12791,7 +16601,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:27957", "issue:30333", @@ -12821,6 +16631,7 @@ "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", "issue:44556", "issue:44655", @@ -12830,11 +16641,9 @@ "issue:44961", "issue:45071", "issue:45125", - "issue:45362", "issue:45375", "issue:45468", "issue:45478", - "issue:45850", "issue:46132", "issue:46143", "issue:46144", @@ -12843,6 +16652,7 @@ "issue:46664" ], "soft_pairs": [ + "issue:44387|issue:44556", "issue:43010|issue:43065", "issue:43824|issue:46617", "issue:43502|issue:44485", @@ -12869,289 +16679,288 @@ "issue:31795|issue:38617", "issue:43576|issue:43824", "issue:44961|issue:45468", - "issue:44351|issue:46617", "issue:44485|issue:44961", + "issue:44351|issue:46617", "issue:44908|issue:44961", "issue:43576|issue:44938", "issue:36296|issue:43901", - "issue:44222|issue:44230", "issue:46143|issue:46144", + "issue:44222|issue:44230", "issue:36296|issue:43526", "issue:43475|issue:46617", "issue:44315|issue:46209", "issue:41628|issue:42548", - "issue:44485|issue:46664", - "issue:45362|issue:45850" + "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "399ddb768558e117870655eaea8d1caaca32b03d3d754989a5557e003918631d", + "prepared_review_unit_hash": "c6361879d710beb6b1fd277f0aaf232c5d548dfc1a06ae063c1bb2673626d5b4", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 38603, - "estimated_input_tokens": 9651, - "estimated_eval_tokens": 19558 + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are broad topical similarities rather than true duplicates. The clearest duplicate candidates are the Qwen3.5 MoE loading reports and the RoFormer attention/kwargs reports.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45125 is the most concrete root-cause report, naming the missing `_tp_plan` needed for Qwen3_5MoeForConditionalGeneration tensor-parallel/model loading.", + "summary": "These are mostly soft title-similarity false positives: import errors, loading regressions, docs, quantization, tensor-parallel, and model-specific bugs. None of the candidate pairs looks like the same concrete underlying bug or a single mergeable fix.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43576 is the broadest, most user-facing regression in the set and has some inbound references, so it is the best representative if one must be chosen. It is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45125 is the best representative issue because it is specific, actionable, and likely describes the underlying fix target rather than a downstream symptom.", + "best_issue_reason": "Issue 43576 is the strongest general triage candidate: clear regression report, broad impact, and enough discussion/reference signal to anchor follow-up. The rest are largely unrelated, model-specific, or API/import issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 regressions and loading, but one is an int4 memory/OOM problem while the other is checkpoint reload compatibility. Different failure modes and likely different fixes." + }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different subsystems: cache/layer update decoration vs. Sam3PixelDecoder dummy Conv2d." + "reason": "One is about decorating cache/layer update methods with no_grad; the other is about a dummy Conv2d in Sam3PixelDecoder. Unrelated code paths." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Both involve loading/imports, but one is a missing Qwen2.5-VL class import and the other is a trust_remote_code cache FileNotFoundError." + "reason": "Both are import/loading themed, but 43824 is a missing exported class, while 46617 is a FileNotFoundError when loading a trust_remote_code model from cache. Different root causes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Unrelated problems: local_files_only still triggering network calls vs. GLM-5 RoPE implementation." + "reason": "43502 is about unwanted network API requests despite local_files_only=True; 44485 is a RoPE implementation discussion. No shared bug." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Both touch v5 behavior, but one is the env command and the other is AttentionInterface.register semantics." + "reason": "43576 is a broken CLI env command in v5; 46132 is an attention registration behavior change. Different features and fixes." }, { "left": "issue:45125", "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE loading failure family; the later from_pretrained error is plausibly the symptom of the missing `_tp_plan` reported in 45125." + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but 45125 is missing tensor-parallel plan metadata while 45478 is a from_pretrained error in transformers>=5.4.0. Not the same concrete defect." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "30333 is MLFlow reporting after training failure; 33453 is tokenizer loading regression. Only generic failure wording overlaps." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors and a data-filtering slowdown after upgrade are different issues." + "reason": "Both mention errors after running compiled/code paths or upgrading, but one is compiled Python file handling and the other is a slowdown in data filtering. Different bugs." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different bugs in Qwen3.5 MoE: tensor-parallel loading vs. a missing vision config field silently dropped by @strict." + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel support and the other is a missing config field silently dropped by strict parsing. Separate issues." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Separate import errors for different symbols: PreTrainedModel vs. HybridCache." + "reason": "Both are import errors, but one is missing PreTrainedModel and the other is missing HybridCache. Different symbols and likely different export paths." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "One is about cache/layer update decoration, the other about generation kwargs after sync_gpus." + "reason": "Cache update decoration versus generation kwargs propagation after sync_gpus are distinct generation internals." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang is not the same as confusing forward-doc parameter documentation." + "reason": "Sentence Transformers loading hang and documentation confusion around input_ids/past_key_values are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network access despite local_files_only is unrelated to the racoon issue." + "reason": "API requests despite local_files_only=True has nothing to do with a placeholder/nonsense issue title." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Different failures: unwanted API calls vs. FP8 save_pretrained moe behavior." + "reason": "Local-only network leakage and FP8 save_pretrained moe are different subsystems and bugs." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to racoon." + "reason": "Docs still referencing pipeline() after removals is a documentation cleanup issue; 'racoon' is not a meaningful matching bug report." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow job reporting and tensor parallel training are unrelated." + "reason": "MLFlow reporting failure and tensor parallel training bug are unrelated training concerns." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both concern version upgrades and loading, but they describe different models and different failure modes." + "reason": "Both concern v5 model compatibility, but 43299 is Qwen3VL MoE loading and 44556 is reload of older checkpoints after upgrade. Different model families and failure conditions." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking in v5.4.0." + "reason": "Compiled Python file errors and PretrainedConfig type checking regression are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file execution errors are not the same as inability to save Pipeline objects." + "reason": "Compiled file loading errors versus inability to save Pipeline objects are different code paths." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are distinct." + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are both loading-related but not the same bug." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and tokenizer loading regression are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing `is_offline_mode` import from huggingface_hub is unrelated to the broken env command." + "reason": "Missing is_offline_mode import from huggingface_hub and broken transformers env command are separate CLI/import issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Env command breakage and PretrainedConfig type-checking are different regressions." + "reason": "Broken env command and PretrainedConfig type checking regression do not share a code path or fix." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel not applied with model_init and a DSA indexer lacking ReLU are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an ImportError for layer_type_validation are different problems." + "reason": "Docs confusion in model.forward and an ImportError for layer_type_validation are different classes of problems." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and Qwen2_5_VL import failure are unrelated." + "reason": "CLI env regression and missing Qwen2.5-VL export/import symbol are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The racoon placeholder issue and Gemma-4 audio positional encoding are unrelated." + "reason": "The generic/placeholder issue title does not match a Gemma-4 audio positional encoding bug." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Different import/cache failures with no shared code path." + "reason": "RoPE implementation discussion and an unrelated placeholder title are not duplicates." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + "reason": "Missing HybridCache import and cache loading FileNotFoundError are both cache-related only at a very high level; the bugs are different." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler lr kwarg handling is unrelated to racoon." + "reason": "Scheduler kwargs bug and an unrelated placeholder title are not the same issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different issues." + "reason": "Broken env command in v5 and Python 3.14 loading failure are different compatibility problems." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug is unrelated to old pipeline docs." + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "FP8 save_pretrained behavior and FP8 inference support are related by theme only, not the same bug." + "reason": "RoFormer kwargs not passed through methods and RoFormer attention not using attention interface are adjacent but distinct bugs; the fixes would not plausibly be one PR." }, { - "left": "issue:46143", - "right": "issue:46144", - "accept": true, - "reason": "Both point to the same RoFormer forwarding/interface regression: kwargs not propagating because the attention implementation bypasses the attention interface." + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug and FP8 inference support request are related to FP8 but concern different operations and failure points." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction are unrelated." + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 Video is unrelated to a trust_remote_code cache FileNotFoundError." + "reason": "SAM3 video attribute error and trust_remote_code cache FileNotFoundError are different loading/runtime issues." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are different bugs." + "reason": "Liger Kernel application under model_init and FP8 inference on B200 are unrelated accelerator/backend issues." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing-symbol issues." + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are both export/import problems, but for different symbols and likely different packaging fixes." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Qwen3.5-35B chat crashes and a broad 'since 5.0 breaks too many models' report are too generic to be the same concrete bug." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated model-specific bugs." } ] }, "evaluator_result": null, - "evaluator_used": true, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13161,12 +16970,12 @@ "component_count": 22, "review_unit_index": 54, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:31795", "issue:33453", @@ -13206,6 +17015,7 @@ "issue:45230", "issue:45278", "issue:45341", + "issue:45362", "issue:45381", "issue:45478", "issue:45542", @@ -13217,14 +17027,15 @@ "issue:46664" ], "soft_pairs": [ + "issue:45362|issue:45850", "issue:43673|issue:44492", - "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44360|issue:46664", + "issue:44623|issue:45230", "issue:44038|issue:45125", "issue:44273|issue:45003", - "issue:44393|issue:45753", "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:45381|issue:46664", "issue:43576|issue:44556", "issue:41669|issue:43673", @@ -13232,22 +17043,22 @@ "issue:43572|issue:45850", "issue:44556|issue:45092", "issue:44230|issue:46095", - "issue:44492|issue:45850", "issue:45278|issue:45850", + "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:43408|issue:44315", "issue:42890|issue:44908", + "issue:43408|issue:44315", "issue:44246|issue:44273", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:43976|issue:44393", "issue:44704|issue:44908", + "issue:43976|issue:44393", "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:44297|issue:45230", - "issue:44492|issue:46328", "issue:41669|issue:44351", + "issue:44492|issue:46328", "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:44393|issue:45478", @@ -13255,30 +17066,286 @@ "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", - "issue:44315|issue:44829" + "issue:44315|issue:44829", + "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "73e0cc4a99871749e72ac74b07b7062fdb742cc09ee343b97c44c8c8844bb2ff", + "prepared_review_unit_hash": "81e96a71e8d0df65da989fa4827159f6c52eb90415ef3fbff5db23479e1d7b4e", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38303, - "estimated_input_tokens": 9576, - "estimated_eval_tokens": 19408 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39439, + "estimated_input_tokens": 9860, + "estimated_eval_tokens": 19976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly mixed: most items are separate v5 regressions, model-specific loading issues, or documentation/test cleanup reports. The only coherent theme is import/lazy-loading and model loading behavior, but most soft pairs are not the same underlying bug.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44273 is the most representative and actionable issue here: it is open, concrete, and sits closest to the import/lazy-loading regression theme that overlaps several other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best single issue to keep because it is specific enough to act on and broader/more central than the many vague version-level complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different scope: a specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache prefill regression and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression is not the same bug as the TensorFlow/tensorboard backend import error." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion and video num_frames semantics are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor.save_pretrained file-loss bug vs an unspecified bug report." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a general bug and the other is a tensor-parallelism-specific missing _tp_plan issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and sys.modules access safety are related to imports, but not the same concrete defect." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output issue is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms in different Qwen3-VL/Qwen3.5 paths; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Video position_ids mismatch and num_frames meaning mismatch are different processor bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate v5 issues." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star/lazy-loading performance regression and chunked_prefill cache regression are different problems." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id error is model-specific, not the same as broad v5 breakage." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is distinct from the general v5 complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading old checkpoints in v5, but the generic reload breakage and InternVL2 meta-init incompatibility are not the same concrete issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request and weight-conversion-script request are unrelated feature asks." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Import errors after upgrade is too broad to be the same bug as the vague v5-breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as broad model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star/lazy-loading slowdown and a specific missing module import are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel model_init behavior are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowdown is not the same as lazy-loading correctness failure." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box errors are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and scheduler kwargs handling are separate code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor.from_pretrained kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access bug and an unspecified bug report are not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and an unspecified bug report are not duplicates." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are different issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star/lazy-loading cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression and broad v5 breakage are not the same concrete issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box error and Qwen3.5 MoE from_pretrained failure are different model paths." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights list crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading failure are related to v5 imports only at a high level, not the same bug." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13297,7 +17364,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:28348", "issue:30333", @@ -13349,7 +17416,6 @@ ], "soft_pairs": [ "issue:43519|issue:46655", - "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:44655|issue:44861", "issue:44273|issue:44908", @@ -13369,8 +17435,8 @@ "issue:43519|issue:44623", "issue:43606|issue:45468", "issue:44263|issue:45468", - "issue:43298|issue:46095", "issue:44261|issue:45468", + "issue:43298|issue:46095", "issue:43519|issue:43704", "issue:44351|issue:46218", "issue:43352|issue:46218", @@ -13385,156 +17451,150 @@ "issue:43525|issue:44861", "issue:31515|issue:38617", "issue:43572|issue:44861", - "issue:44230|issue:44623", "issue:28348|issue:43352", + "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:44230|issue:45310", "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "b121cca0ffacb0ea89cd4bec3b8433670161377c661725ba5602b3a34a7774f1", + "prepared_review_unit_hash": "ddd710366c25d2004227b111b1d3a1ee6371b58cb703ff13712306286d1cfa61", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 44, - "serialized_chars": 39313, - "estimated_input_tokens": 9829, - "estimated_eval_tokens": 19914 + "soft_pair_count": 43, + "serialized_chars": 39011, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated one-off issues, with only loose thematic overlap around Transformers v5 regressions and model-loading/tokenizer problems. No soft pair looks like a true duplicate or mergeable same-fix target.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45850 is the broadest umbrella regression report in the set and the closest thing to a cluster representative, even though the surrounding issues are mostly unrelated.", + "summary": "This cluster is mostly a set of unrelated issues that only share broad Transformers/v5 vocabulary. I found one plausible duplicate-like pair around tokenizer behavior in v5; the rest are too different in symptom or code path to merge as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43066 is the most concrete, self-contained tokenizer-v5 bug description here, and it best captures the likely root cause behind the nearby v4-to-v5 tokenizer behavior report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most general, cluster-like issue and the best anchor for triage among these otherwise disparate bug reports.", + "best_issue_reason": "issue:43066 is the strongest canonical anchor among these issues because it names a specific tokenizer-v5 defect rather than a broad symptom or a generic request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different model and bug path: Qwen3VL timestamp math vs SmolVLM video padding calculation." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "One is the v5 env command; the other is a lazy-loading regression. Same ecosystem, different failures." + "reason": "Different models and different failure modes: Qwen3VL timestamp math vs SmolVLM video padding calculation." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU issue is unrelated to Gemma-4 audio positional encoding." + "reason": "Unrelated model internals: DSA indexer ReLU discussion vs Gemma-4 audio positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects is a different path from `_get_tied_weight_keys` crashing on list handling." + "reason": "Both involve save/load plumbing, but one is pipeline serialization and the other is tied-weight key handling; not the same bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regression and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are separate subsystems and separate defects." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same concrete bug." + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained failure; not enough to treat as the same issue." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Env command failure and import error for Qwen3_5ForCausalLM are different v5 issues, not one fix." + "reason": "One is the env command, the other is importing Qwen3_5ForCausalLM; distinct command/import failures." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation is unrelated to GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Video processor timestamp math and scheduler kwarg handling are unrelated." + "reason": "Timestamp computation in a processor vs scheduler keyword propagation are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star refactor/perf issue is unrelated to Qwen3ForCausalLM VRAM leakage." + "reason": "Import-star cleanup/perf issue vs VRAM leak in Qwen3ForCausalLM; different code paths." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-V4, but one is shared-expert gating and the other is a transpose/dtype conversion bug." + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose bug are distinct model issues." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward args is unrelated to a model-loading regression for Llama 3.2 Vision." + "reason": "Documentation confusion for forward args is not the same as a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow from_pretrained loading and forward-doc confusion are different issues." + "reason": "Slow checkpoint loading and forward-pass documentation are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + "reason": "Memory leak in Qwen3ForCausalLM vs GLM-5 RoPE math; different defects." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model-specific implementations." + "reason": "Different model families and different math layers; no shared underlying bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and timestamp calculation are unrelated bugs." + "reason": "local_files_only network leakage is unrelated to timestamp calculation in a processor." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API settings and Qwen3 VRAM leakage are unrelated concerns." + "reason": "TF32 config guidance and a VRAM leak are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage complaint and Qwen3_5 import failure are not the same code path or fix." + "reason": "Broad complaint that 5.0 breaks many models is not the same as a specific Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Qwen3VL timestamp bug is unrelated to missing files on processor save_pretrained." + "reason": "Processor save_pretrained missing files is a serialization bug, not timestamp computation." }, { "left": "issue:43606", @@ -13546,61 +17606,61 @@ "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer is a different issue from Gemma-4 audio positional encoding." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 conversion-script discussion are different problems." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a distinct precision/config bug." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "MLA q_a_layernorm precision issue is unrelated to Gemma-4 audio positional encoding." + "reason": "Continuous batching audio support and a DeepSeek-V4 weight conversion question are not the same change." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are different code paths." + "reason": "Processor timestamp bug and VRAM leak are separate problems." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import error and Qwen3_5ForCausalLM import error are both import problems, but not the same missing symbol or fix." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure affect different symbols and likely different modules." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronH and Qwen3_5 import failure are unrelated." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is a feature request, not the same as a Qwen3_5 import error." }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Both are tokenizer v5-related, but one is a broad behavior change and the other is a decoder-type bug; not clearly the same issue." + "accept": true, + "reason": "Both point to tokenizer-v5 behavior regressions; the wrong decoder type is a plausible concrete root cause for the v4-to-v5 behavior change." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel flash-attention support request is more specific than a generic Flash Attention 2.0 issue; no shared concrete fix shown." + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support request is broader but not the same concrete issue as a generic flash-attention title." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unrelated generic placeholder issue." + "reason": "Scheduler kwargs handling and an unrelated placeholder issue title are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the placeholder issue are unrelated." + "reason": "A typo in cache strategies is unrelated to the placeholder issue." }, { "left": "issue:43618", @@ -13608,12 +17668,6 @@ "accept": false, "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "The placeholder issue contains no actionable bug details and is not the same as the broad v5 regression report." - }, { "left": "issue:44938", "right": "issue:44998", @@ -13624,68 +17678,77 @@ "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and chat-template assistant-tool-call crash are different failure modes." + "reason": "Tied-weights key handling and chat template crashes are different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:31515", + "right": "issue:38617", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight-key handling." + "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are different failure modes." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "FP8 inference support for Qwen3.5 MoE is unrelated to processor save_pretrained file omission." + "reason": "Missing pad_token_idx in StableLmConfig is a separate config bug." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and different support gaps." + "reason": "Both mention Flash Attention 2.0, but they target different models and different requests, so they should not be merged." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request and missing processor save files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs and slow checkpoint loading are unrelated." + "reason": "MLFlow reporting on failed jobs and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bug are different paths." + "reason": "from_pretrained slowness and tensor parallel training bugs are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + "reason": "fp8 support request and Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow from_pretrained loading and tokenizer-loading regression are different issues." + "reason": "Checkpoint loading slowness and tokenizer loading regression are separate bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and Qwen3.5/Qwen3-VL FP8 inference support are different feature requests." + "reason": "Audio continuous batching support and fp8 Qwen3-VL/Qwen3.5 MoE support are different feature requests." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted tokenizer pair is plausibly related from the titles alone, and the rest of the false pairs are reasonably distinguished by model/symptom/code path. The canonical anchor choice is also defensible." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13695,12 +17758,12 @@ "component_count": 22, "review_unit_index": 56, "review_unit_count": 56, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-474", + "cluster_id": "cluster-10000-475", "nodes": [ "issue:37934", "issue:42936", @@ -13721,19 +17784,19 @@ "issue:42936|issue:44031", "issue:42936|issue:46144", "issue:42936|issue:43813", - "issue:43668|issue:43813", "issue:43240|issue:43668", + "issue:43668|issue:43813", "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "c6ef9032224321a82fadf27c0b0e794609293ec0f45cc52fed3fe33ac4011385", + "prepared_review_unit_hash": "660a9d09b4bc6daaa7ca54ca2ee1bf5c1de8adb02f2be11f721ed791f5ab207b", "component_budget": { - "node_count": 474, - "item_count": 474, - "soft_pair_count": 1743, - "serialized_chars": 903768, - "estimated_input_tokens": 225942, - "estimated_eval_tokens": 452140 + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 }, "budget": { "node_count": 9, @@ -13747,7 +17810,88 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model, tokenizer, config, and typo reports with no clear shared underlying bug or change. All soft edges look like similarity noise rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items target different models and different failure modes; the cluster does not appear to represent one duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the strongest standalone representative only because it is a concrete, actionable bug report with a specific model and clear symptom, but it is still not a duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different bugs: Mamba init-weight handling vs RoFormer attention interface usage. No shared code path or fix." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different architectures and distinct issues: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating. Not the same defect." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint typo in ModernBERT is unrelated to tokenizer regex warnings. No common underlying change." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention loss-related behavior, but one is Mask2former ignore_value usage and the other is kwargs propagation to loss functions. Different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated code paths and fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to tokenizer regex pattern warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and defects; no shared implementation path." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former loss/config behavior is unrelated to a quantization-typo report. Not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "A loss kwargs plumbing issue and a ModernBERT type-hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness/typing-style reports, but they concern different modules and different fixes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to a ModernBERTConfig type hint typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value usage and ModernBERT norm_eps typing are unrelated issues with no shared code path." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13761,7 +17905,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -13777,28 +17921,55 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "032f53967c6e7eef988bdcb1ff6f6cb249503a521a0b3cf5fff4e217932c27f0", + "prepared_review_unit_hash": "b61901931c039e9f1f5ed56850a04a78216484f7cc2fda85ec3ad509dbf862a0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "The three issues are about unrelated feature requests in different areas (tokenizer truncation behavior, learning-rate scheduler behavior, and Wav2Vec2 word timing offsets), so none look like duplicates of the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a true canonical duplicate for the cluster; if one must be chosen, issue #11307 is the strongest representative because it has the most discussion and the clearest concrete use case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #11307 is the best standalone issue in this set: it is the most actively discussed and has a specific, well-scoped request. It still does not cover the other two topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problem domains: tokenizer truncation direction vs Wav2Vec2 word boundary offsets. No shared code-path or concrete change target." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about text preprocessing truncation options; the other is about optimizer/scheduler behavior. These are unrelated feature requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like scheduling and Wav2Vec2 time offsets are unrelated concerns with no evidence of the same underlying bug or fix." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13812,7 +17983,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -13827,12 +17998,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a68900a22c1dfc649b905d6812a3a16c755ab8240065875d85f909a2861f10ec", + "prepared_review_unit_hash": "1a5a88b93de1f3529020af467d763dd9411eafa60b133c6689acdb16ee9a1331", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -13840,7 +18011,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -13848,7 +18019,28 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These three issues do not look like duplicates of one another. #16618 is the clearest concrete model-loading failure; #15980 is specifically about the error path for unauthenticated downloads of private models; #13244 is about tokenizer behavior differing from TensorFlow code. No soft matches are strong enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "#16618 is the most concrete and central bug report in the set: it targets a specific model-loading failure for 'bert-base-uncased' and is the best representative of the underlying user-visible problem among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best standalone issue because it describes a direct, reproducible failure to load a well-known public model, whereas the other issues are narrower and concern different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: tokenizer output mismatch versus model-loading failure. They involve different code paths and symptoms, so they are not the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Not the same bug: #15980 is about an unauthenticated private-model download error message, while #16618 is about failing to load 'bert-base-uncased'. The shared area is model loading, but the concrete failure conditions differ." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13875,7 +18067,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "bf6f6f6d0e52f607144f8c7e98f2f6b05ca01262b8b4106b05c9e090722cb8fa", + "prepared_review_unit_hash": "97a2fa1c311e9a9e97c2a3c1012282e310171c279e40239f8a5c6045dcd73346", "component_budget": { "node_count": 2, "item_count": 2, @@ -13897,18 +18089,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one request is for Flash Attention 2 support across more architectures, while the other is for GGUF support across more architectures. They share a community-contribution framing but target different features and code paths.", + "summary": "These are two distinct community contribution requests: one for Flash Attention 2 support, the other for GGUF support. They touch different functionality and are not duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue for deduping: the two issues request different features (Flash Attention 2 vs GGUF support). If a representative is needed, issue 26350 is older and has more discussion activity.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative only because it is older and more active, but it should not be treated as a duplicate of issue 33260.", + "best_issue_reason": "issue:26350 is the older and more discussed thread, but it is not a true canonical choice for this cluster because it addresses a different feature than issue:33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests: Flash Attention 2 support versus GGUF support. They may both be architecture-expansion feature requests, but they do not describe the same bug or change." + "reason": "Different feature requests with different targets: Flash Attention 2 support vs GGUF support. They are related only by being community architecture-support proposals, not the same underlying issue." } ] }, @@ -13925,7 +18117,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -13967,7 +18159,7 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "7660ccaf4df089623f11acb66b001744d5cf05c96f1fb54823d34fa3c586c902", + "prepared_review_unit_hash": "9bb1c76095db79f39014a4db411fb5d211d8f550a8c97bc23cf89c5c36a009be", "component_budget": { "node_count": 8, "item_count": 8, @@ -13988,11 +18180,167 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "There are two patterns here: Turkish/Spanish/Romanian translation requests are separate issues and should not be merged, while the generic placeholder / near-identical translation-request issues form a tight duplicate subgroup. 43834 is the best representative of that duplicate subgroup.", + "confidence": 0.84, + "canonical_issue_reason": "43834 is the earliest clean representative of the tightly duplicated placeholder translation-request subgroup; the Turkish, Spanish, and Romanian issues are distinct language-specific requests and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the most central/representative node among the accepted near-identical placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages; same broad translation theme, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder issue; not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian); not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; similar template, but not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; different concrete translation task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; similar wording only." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; different translation task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request vs generic placeholder/gibberish issue; no evidence of the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request vs generic placeholder/gibberish issue; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder translation-request issues; bodies/titles look like the same underlying template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Effectively identical generic placeholder translation request; plausible duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": true, + "reason": "Very high content overlap and same template-like request; looks like the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": true, + "reason": "Very high content overlap and same template-like request; likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Effectively identical generic placeholder translation-request issues; same underlying change request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact/near-exact duplicate pair with identical title and body similarity." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the Turkish, Spanish, and Romanian issues are clearly language-specific and should stay separate, while the remaining placeholder-style issues show extremely high soft similarity and form a plausible duplicate subgroup. The choice of 43834 as the representative is also consistent with its earliest creation date among that subgroup." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14002,7 +18350,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -14070,28 +18418,277 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "a0f5b2497a30d248dec71f60e71748dc545543f1c8e2fea4c224c4314ea161f4", + "prepared_review_unit_hash": "632f38390a79586c05bff023742a30bdb6ae8587aca092beb3e769d3e3cbbe5c", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24145, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "serialized_chars": 24143, + "estimated_input_tokens": 6036, + "estimated_eval_tokens": 12328 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24145, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "serialized_chars": 24143, + "estimated_input_tokens": 6036, + "estimated_eval_tokens": 12328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad set of distinct model-request issues, not true duplicates. They all share the same generic pattern of asking for support for different models, so soft similarity is high but the underlying requests are separate.", + "confidence": 0.97, + "canonical_issue_reason": "No exact duplicate issue emerges. If a representative must be chosen, issue 43671 is a good cluster anchor because it is a clear, concrete support request with active discussion and fits the dominant 'add model support' theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the most suitable representative issue: it is open, specific, and discussed, while still reflecting the common pattern across the cluster. It is not a duplicate target, just the best exemplar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and different integration targets; only the generic 'Add model' framing matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are unrelated model families with different support paths." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different requested models: EuroBert vs RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio 1.5B are unrelated models and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families and features." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct models with different implementation needs." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer are different requests, not one bug/change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models despite similar naming." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different code changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are unrelated model requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model families." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are distinct support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are overlapping only at a very broad category level, not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a person-name issue are not the same artifact or change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related only by family name; they are separate capabilities and not one mergeable fix." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model support requests, not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite are different support paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model support requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct models and not the same concrete change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a name-only issue are not duplicates or the same underlying request." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-4B-TTS-2603 and a name-only issue are unrelated." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14118,7 +18715,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "4ac209f44ffb446df988a4b8b461d03cd3a328d4da86de0099c2a27583bbf73f", + "prepared_review_unit_hash": "86361f4906a1753b0326068df9e3d1c582fda0d7a361430344d4f51cb8fa75a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -14140,18 +18737,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They do not describe the same underlying problem or change.", + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other concerns a Vision RoPE refactor. No duplicate triage linkage is supported by the titles or metadata.", "confidence": 0.98, - "canonical_issue_reason": "If a representative issue must be chosen, #46443 is the more substantive code-change ticket; #38740 is a separate docs enhancement and not the same subject.", + "canonical_issue_reason": "Neither issue is a duplicate candidate for the other; the Pruna docs request and the Vision RoPE refactor concern completely different areas and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the better issue to represent the cluster because it is the concrete technical refactor, whereas #38740 is unrelated documentation work.", + "best_issue_reason": "issue:46443 is the better canonical issue only because it is a concrete technical refactor topic, but it is not related to issue:38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different domains and intents: docs request for Pruna optimization framework vs Vision RoPE refactor. No shared code path or same bug/change." + "reason": "Different subjects and domains (docs/optimization framework vs vision RoPE refactor); no evidence they describe the same underlying bug or change." } ] }, @@ -14168,7 +18765,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -14181,7 +18778,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "702605d56168993f0343cb1ae6181a0ef4ec045215e48cce94cdc22071b42cb7", + "prepared_review_unit_hash": "5c4466c349f02b7893dc6e5bc2f9fc986d9c9400660f6a16cd5c1bd1058d94bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -14202,7 +18799,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two issues do not describe the same underlying problem: one is a specific decoding/control request, the other is a model-support request for DeepSeek v3.2. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects and scopes: block decoding vs DeepSeek v3.2 support. No shared code-path or concrete duplicate evidence." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14216,7 +18828,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -14229,7 +18841,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "90a490c32083c001d86c1aff5420f4d55baef159d5e72d21e055c46e35bd137d", + "prepared_review_unit_hash": "24fbf4543fce3fc673795cf61e72a1e6a671fbaaab2868629ce6bbd94d7a317e", "component_budget": { "node_count": 2, "item_count": 2, @@ -14250,7 +18862,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are not duplicates: one asks to make `remove_unused_column` more customizable in `Trainer`, while the other is about accounting for custom trainers in FLOPS estimation. They share a broad Trainer/custom-trainer theme but describe different bugs and different fixes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better standalone representative because it is more concrete and narrowly scoped around a specific Trainer behavior (`remove_unused_column`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: customizability of `remove_unused_column` versus FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14277,12 +18904,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a8da4ecd3566823f8383eadf8edc0802c1c5bba14b60fc7f9fc95c92068cef11", + "prepared_review_unit_hash": "c1ce56f13c6a676049e0c6391a254eeff99c019186fa23a88ad709a559996e68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -14290,7 +18917,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -14299,18 +18926,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Qwen model support, but they target different model families and different auto-model tasks, so they should not be treated as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader, more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration. It best represents the general support gap in the cluster.", + "summary": "These are related only at a very broad theme (Qwen auto-model support), but they target different model families and different API surfaces, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best anchor for this cluster because it is the wider model-registration request, while 44405 is a narrower task-specific addition for Qwen3.5 sequence classification.", + "best_issue_reason": "Issue 43684 is the broader, more general registration request and is the better representative if one must be chosen, but it is not a duplicate of 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for generic/generation auto classes vs. Qwen3.5 sequence classification support. Different model families and tasks, so not the same bug or change." + "reason": "Different underlying requests: 43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5. They are separate model/API changes, not the same bug or change." } ] }, @@ -14327,7 +18954,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -14347,12 +18974,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "fd6e1f082052e0617b42929530767fa9a2097cf0be15bcad58dacc2e3e5bfbe7", + "prepared_review_unit_hash": "ea4ee50cf4597c14fa82275e744ad8e573591d1d7bedf74dd0980de4020309ef", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -14360,7 +18987,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -14368,11 +18995,59 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "The three issues titled \"huggingface \" are strong duplicate candidates because they have an exact title match and were opened close together; \"Fett\" looks unrelated.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the exact-title \"huggingface \" reports and best represents the repeated cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest representative issue for the cluster: earliest among the repeated \"huggingface \" reports, with exact title match to the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no shared concrete bug details; this does not look like the same issue as the repeated \"huggingface \" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no evidence of the same underlying report; \"Fett\" appears unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title with no shared target or concrete overlap, so this is not the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title and opened seconds apart, which strongly suggests duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and close creation time; this looks like a duplicate of the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and close timing support these being duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, but several reasons overstate the packet. We do not have body text, so claims like \"very similar short bodies\" and \"same title/body shape\" are unsupported. It is fine to say the three \"huggingface \" issues share an exact title and were opened close together, making them likely duplicates, but the canonical/best reasons should stay at that level of evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14382,7 +19057,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -14406,7 +19081,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "026376a84cf4ee77dd106f47701eb270aedab76b06a9ebd561b4cfe71f98f745", + "prepared_review_unit_hash": "5a48e663967266fa2281b7cf253455dc3a12f5810aa89fe06a49df7df6f2e5c1", "component_budget": { "node_count": 5, "item_count": 5, @@ -14427,7 +19102,70 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "The cluster looks like unrelated spam/placeholder issues rather than duplicates of one concrete bug or request. None of the soft pairs have enough technical detail to justify merging.", + "confidence": 0.96, + "canonical_issue_reason": "No reliable canonical issue: the items are generic spam-like placeholders with no shared concrete problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked, issue 44371 is the most generic placeholder and least misleading as a representative, but it is still not a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-style titles are not enough to establish the same concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder and a documentation suggestion are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out \\\"Google LLC\\\"\" is unrelated to the spam placeholder report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared concrete bug or change; these are unrelated generic issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same generic spam title, but no concrete evidence they are duplicates of one underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no technical detail linking them to the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no shared concrete problem to merge." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14454,7 +19192,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "fc498a4b11ddb1f45028a3c0b43534a0cb8febee3242a436c3edbd4549583ec5", + "prepared_review_unit_hash": "03ceb88ca9b226f4cf4aa16720cb24c62f033d8a5e1dfe022431edb7c3624d44", "component_budget": { "node_count": 2, "item_count": 2, @@ -14476,25 +19214,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have the same title and very similar content, so they are effectively duplicates of the same report. Issue #45145 is the better canonical/best issue because it has an inbound reference and slightly more linkage context.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 should be canonical because it has the same title as #45151 and has an inbound reference, making it the more connected representative of the duplicate pair.", + "summary": "#45145 and #45151 are highly similar Energy/N6 Arithmetic issue reports and likely duplicates, but the available evidence is not enough to prove they are the exact same report. #45145 remains the best canonical issue because it is earlier and already has inbound reference activity.", + "confidence": 0.88, + "canonical_issue_reason": "#45145 is the earlier report and has the stronger thread footprint, so it is the best canonical representative for this near-duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue overall for the same reason: it is the more referenced duplicate and is the clearest anchor for the shared topic.", + "best_issue_reason": "#45145 is the strongest issue representative because it was opened first and has slightly more graph activity, while #45151 adds no distinguishing signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Accept: identical title and near-identical issue content strongly indicate the same underlying issue." + "accept": false, + "reason": "The titles match and the body lengths are close, which strongly suggests near-duplication, but the packet only provides soft-similarity evidence and no concrete shared targets, filenames, or explicit cross-links. That is enough to flag them as likely duplicates, not enough to confidently merge them as the same underlying issue." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-choice reasoning is grounded, but the soft-edge verdict is too strong for the evidence available. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish that the bodies are the same or that there is no separate bug report scope. A conservative assessment would treat these as likely duplicates/near-duplicates rather than definitively the same issue." + }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14558,7 +19299,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -14571,7 +19312,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "25db83f18cf11204ec8b2bf3b2130e217f5aee950ebe7201480ab4dba0af743f", + "prepared_review_unit_hash": "c23c079ecaf71ff5b059efe2082364640302d2fb7d6e444cafae430b30ee2a07", "component_budget": { "node_count": 2, "item_count": 2, @@ -14592,7 +19333,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two issues are related only at a broad 4-bit inference level, but they describe different bugs: one is a Gemma4/audio uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate: the reports point to different concrete failure modes and code paths, so they should not be merged into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative is needed, issue 45674 is the broader and more generally framed report, but it does not subsume 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bugs: Gemma4 audio uint8 torch.finfo TypeError versus BitsAndBytesConfig lm_head exclusion AssertionError; same subsystem, but not the same underlying issue." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14619,40 +19375,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "30b0f1206d8e0d3a265c3cc73d6bda0c1aecb233aac69b0fd55133d54e18b4d6", + "prepared_review_unit_hash": "bc54f98bb465ade5122e8b7171b28fd7df53fdea8546edcb5cc6a28f9febf93a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with empty bodies and personal-name/date titles; there is no evidence they describe the same bug or any actionable product change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: both issues are empty and unrelated on their face, with no duplicate indicators beyond a weak text similarity.", + "summary": "The two issues look unrelated: they are just different person-name/date entries with no shared problem statement or evidence of a duplicate bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a meaningful best candidate; issue:45762 is only marginally earlier, but both are equally uninformative and unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are just different personal names with dates, and both issues have no body, links, or shared technical context indicating the same underlying bug or request." + "reason": "Only superficial title similarity; the names and dates differ and there is no body or linked evidence showing the same underlying issue." } ] }, @@ -14682,7 +19438,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "4b0794a2c7d3931ae837fe2056d0ae280a9589ea45cf915b2d3bdf050081aad1", + "prepared_review_unit_hash": "40b16eddc86b6994232fdd72ec69b381edc6dc18cf14b3b0c8aa48e702fe7026", "component_budget": { "node_count": 2, "item_count": 2, @@ -14704,18 +19460,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not appear to describe the same underlying bug or request; they are just two unrelated title-only posts with different names and dates, with no bodies or cross-references.", - "confidence": 0.98, + "summary": "The two closed issues look like unrelated name/date entries rather than duplicate bug reports or the same underlying problem. The soft similarity is too weak to justify clustering them as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45764 is slightly cleaner and more self-contained as a representative item, but neither issue appears to be a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal-name/date strings with no shared problem description, body, or links; this is not evidence of a duplicate issue." + "reason": "The titles are different personal names with dates and provide no evidence of the same underlying bug, feature, or code-path change." } ] }, @@ -14732,7 +19488,7 @@ "component_count": 22, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -14745,7 +19501,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "dce5bb8d30052730dadaa6ed95c60f042ab83abc17d19eb2d1857347c2048cad", + "prepared_review_unit_hash": "d0fc289b69a70f2b6d3f3b070793882f817c71f522eccba2ed98be270ad3892b", "component_budget": { "node_count": 2, "item_count": 2, @@ -14766,7 +19522,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These issues are not duplicates: one requests adding a specific model class for token classification/value modeling, while the other asks for broad FP8 training support. They concern different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45810 is the more concrete, narrowly scoped request with a clear implementation target (Qwen3_5ForTokenClassification).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the best representative issue because it names a specific missing model capability, making it easier to triage and track.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-class support for token classification/value modeling versus FP8 training support. They do not describe the same bug or change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14803,88 +19574,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "4de8f32a6c826d7535c9d3fc9fa1824d2b0999b8c0520be8725daa5b26998841", + "prepared_review_unit_hash": "bd13fbddc25f27063dcfced16218205ead926ba9cbdb49c4276a7b0d43f42e14", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to split into two likely duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is thematically related but looks like a different dataset/sample request, so it should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it splits into two separate likely-duplicate pairs. If forced to pick one representative, 45870 is the best canonical issue for the first pair since it is the earlier report and shares the same title/body length signal as 45871, though the full body text is not visible here.", + "summary": "The cluster most likely contains two duplicate issue pairs: 45870/45871 and 45872/45873, based on identical titles and matching body lengths. 45869 appears related by theme but is a distinct issue, not part of those duplicate pairs.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the earliest member of one of the strongest likely-duplicate pairs, and it is a reasonable representative for that subthread. The available metadata supports duplication, but not a stronger claim than that.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest issue representative for this cluster slice because it is the earlier member of the likely duplicate pair 45870/45871. It does not represent 45872/45873, so the cluster is still better viewed as two related subgroups rather than one issue.", + "best_issue_reason": "45870 is the best single issue representative in this set because it is part of the earliest clearly matching pair and has the clearest standalone title. That said, the cluster appears to contain two separate likely-duplicate subthreads rather than one unified exact duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial-data theme, but 45869 is a dataset bundle/sample request while 45870 is an example/prediction issue. Different underlying request." + "reason": "Same broad financial/DataForge theme, but the titles point to different concrete topics: a dataset listing versus an example. Not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related theme only; 45869 is about a dataset bundle, not the same example issue as 45871." + "reason": "Same broad financial/DataForge theme, but the titles point to different concrete topics: a dataset listing versus an example. Not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Highly similar: identical title and matching body length strongly suggest a duplicate, though the full body text is not shown here." + "reason": "Identical titles and matching body lengths make these look like likely duplicate issues, though the metadata alone does not prove they are exact duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge/financial content, but one is an example issue and the other is a scraping-service request. Different underlying work." + "reason": "They share a broad DataForge/financial theme, but the titles describe different concrete requests: an example versus a scraping-service oriented issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad topic, but not the same concrete issue; 45873 is a scraping-service request, not the example prediction issue." + "reason": "They share a broad DataForge/financial theme, but the titles describe different concrete requests: an example versus a scraping-service oriented issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue topics despite shared financial/DataForge wording." + "reason": "Same broad theme, but different concrete issue types and titles; not enough evidence that they are the same underlying issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying request: example prediction issue versus scraping-service request." + "reason": "Same broad theme, but different concrete issue types and titles; not enough evidence that they are the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Highly similar: identical title and matching body length strongly suggest a duplicate, though the full body text is not shown here." + "reason": "Identical titles and matching body lengths make these look like likely duplicate issues, though the metadata alone does not prove they are exact duplicates." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster split is reasonable, but the summary is a bit too strong for the evidence shown. The packet gives identical titles and matching body lengths for 45870/45871 and 45872/45873, but it does not include the body text, so claims like \"title/body match exactly\" and \"exact duplicate issue pair\" overstate what is directly supported. Please downgrade those soft-edge verdicts and canonical reasoning to conservative language such as \"likely duplicate\" or \"highly similar\" unless fuller body evidence is available." + "feedback": "The cluster-level structure is plausible, but the writeup overstates the evidence. The packet only shows same titles and same body lengths for 45870/45871 and 45872/45873, which supports likely duplicates, not confirmed exact duplicates. Please soften those claims and keep the summary grounded in the available metadata." }, "evaluator_used": true, "retried": true, @@ -14911,7 +19682,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "3b2cbef0d1651bd51b74f7d851f9e9d5736ba43bd049ff88a8b69832da1550c0", + "prepared_review_unit_hash": "561e78631a690f21b7a9f7a14bb52f5bdd6ee0e6667174c4acd58f19ddaef2e9", "component_budget": { "node_count": 2, "item_count": 2, @@ -14933,28 +19704,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues point to the same static-cache / linear-attention failure mode: one reports shape corruption during `early_initialization`, the other reports a `KeyError` for `linear_attention` in Qwen3.5. The model-specific crash looks like a symptom of the same underlying cache-path bug, so they should be clustered together.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader underlying mechanism (`early_initialization` corrupting linear-attention layers and causing wrong shapes), which can encompass the model-specific crash in 46441.", + "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one reports shape corruption during `early_initialization`, the other a `KeyError` for `linear_attention` in Qwen3.5. They may be related in subsystem, but not clearly the same underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46439 is the more specific root-cause report: it names `early_initialization` and describes a concrete shape corruption path affecting linear-attention layers.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the clearest general report of the defect and is not tied to a single model variant; it is the best anchor for deduping related static-cache linear-attention failures.", + "best_issue_reason": "Issue 46439 is the stronger canonical candidate because it points to a precise mechanism, while 46441 is a more product-specific crash symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", - "accept": true, - "reason": "Same static-cache/linear-attention code path, with 46441 likely a downstream manifestation of the shape-corruption bug described in 46439." + "accept": false, + "reason": "Shared static-cache/linear-attention theme, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The linkage is plausible, but the packet only supports a weak similarity signal: the two issues share `static` cache and `linear_attention` wording, yet one is about wrong shapes during `early_initialization` and the other is a `KeyError` in Qwen3.5. That is not enough to assert they are the same underlying bug or to accept the soft-edge merge. Please downgrade the summary to tentative similarity and avoid claiming a shared root cause without stronger evidence." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14977,12 +19745,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "91b1078c3bb1e959bfcf05980c09f8312c364c2ddec8af68a732c6e370a2e16b", + "prepared_review_unit_hash": "b2cc4f9ce73122e92eeeec6387e7266a816e2cd4020a5ac0e3d4a49b2f9e5a70", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -14990,7 +19758,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -14999,27 +19767,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-exact duplicates about the same Wav2Vec2CTCTokenizer v5 special-token regression; the open issue is the better canonical target.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better live canonical record for this duplicated bug report.", + "summary": "The two issues are very likely duplicates: they have identical titles, the same body length, and maximal soft similarity. The evidence supports the same underlying bug report, though not literal verbatim body identity. The open issue is the better canonical thread.", + "confidence": 0.98, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, making it the active tracker for this bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 best represents the cluster because it is still open and already being referenced, while #46551 is closed.", + "best_issue_reason": "issue:46552 is the best issue to keep since it is open and appears to be the living discussion for the same tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same described bug, and identical scope; these clearly refer to the same underlying issue." + "reason": "Identical titles plus equal body length and maximal soft similarity strongly indicate the same underlying issue report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have identical titles and the same body length, and the pair is marked with soft_similarity. Preferring #46552 as the canonical issue because it is still open and has inbound references is a conservative, well-supported choice. No PR-mergeability concerns apply here." + "accept": false, + "feedback": "The duplicate conclusion is plausible, but the summary overstates the evidence by saying the issues are the same report verbatim. The packet only supports identical titles, equal body length, and maximal soft similarity (jaccard 1.0), not verbatim body identity. Please keep the wording more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15043,7 +19811,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "2807091cdcc73b81fc6a9a2a571d3c11e01bcf77ca47950d78623758ab96fe03", + "prepared_review_unit_hash": "f89861338899819128eea8124e4daf6001275297eca841db75974fcb8a763b30", "component_budget": { "node_count": 2, "item_count": 2, @@ -15065,18 +19833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the reports describe different symptoms and likely different bugs.", + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, the other reports OOM after several epochs while training RT-DETR v2. They describe different failure modes and likely different causes.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46692 is the more specific report (RT-DETR v2 OOM after epochs), but neither issue clearly subsumes the other.", + "best_issue_reason": "Issue #46657 is the better representative if one must be picked, because it has the more concrete and specific error class (tensor shape mismatch) rather than a broad resource exhaustion symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor shape mismatch vs memory exhaustion. Similar training context is not enough to treat them as the same bug." + "reason": "Reject: shape-mismatch training failure and later OOM are different underlying problems, not the same bug or change." } ] }, @@ -15136,154 +19904,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "31cfcee80e6ca0e010a1cb70a3594fd6b00a62ccc8c5287be3caeffdacf9fcf8", + "prepared_review_unit_hash": "bb30c6ff15f1f3a96c7fe8b2ff2e9132a1a6b2d9b3cdb9ecb960c14c6cff08ad", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38154, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "serialized_chars": 38151, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38154, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "serialized_chars": 38151, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated pull requests are grouped together here; the only true duplicate-style pair is the two nearly identical `fixed_cross_entropy` kwargs patches. All other pairs touch different models, features, or test/doc work and should stay separate.", - "confidence": 0.94, + "summary": "This is mostly a loose similarity cluster of unrelated PRs across different models/features, with one genuine duplicate pair in `fixed_cross_entropy` kwargs handling.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate pair: it targets the underlying `fixed_cross_entropy` bug directly, has the explicit issue link, and is the slightly more complete/intentional patch for passing `weight` and `label_smoothing` through to `nn.functional.cross_entropy`.", + "canonical_pr_reason": "`pull_request:43254` is the cleanest representative of the only true duplicate pair: it directly adds supported kwargs to `fixed_cross_entropy`, matching the same code-path change as `43251`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative in this set because it is the only clear same-change duplicate with 43254 and has the clearest issue linkage and review signal.", + "best_pr_reason": "`pull_request:43254` is the best global representative because it captures the concrete loss-function fix most directly; the rest of the cluster is too heterogeneous to serve as a duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition vs. an Executorch dynamic-shape test; different code paths and not the same underlying change." + "reason": "Unrelated changes: new VideoPrism model/docs vs Executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method addition vs. a new MobileLLM model; unrelated features." + "reason": "Mistral tokenizer methods vs adding a new MobileLLM model; different code paths and goals." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API patch vs. Executorch test coverage; no shared bug or mergeable common fix." + "reason": "Tokenizer API addition is unrelated to Executorch export testing." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness work vs. MobileLLM model implementation; different changes." + "reason": "Processor/pretrained robustness work is unrelated to introducing MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs. new MobileLLM model; unrelated." + "reason": "Loss-function kwargs fix vs new MobileLLM model addition; no same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix vs. Mistral4 test/model work; different subsystems and problems." + "reason": "Cross-entropy kwargs fix and Mistral4 test fixes are different problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs. Mistral4 test/model fixes; same broad testing theme but not the same concrete bug." + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape test vs. MobileLLM model addition; unrelated." + "reason": "Executorch export tests and MobileLLM model code are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs. config resolution order fix; separate concerns." + "reason": "New model implementation vs class config-resolution fix; not the same bug/change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition vs. Falcon output-collection refactor; not the same underlying change." + "reason": "MobileLLM addition and Falcon output-interface refactor are different model changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs. model-creation skill/docs; completely different scope." + "reason": "Falcon refactor is unrelated to the model-creation skill scaffolding." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs. Mistral4 test/model fixes; unrelated code paths." + "reason": "Falcon output-collection refactor and Mistral4 test fixes do not share a concrete code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests/model wiring vs. CLIP-like `layrnorm` rename fix; different bugs." + "reason": "Mistral4 test fixes vs a LayerNorm typo rename across CLIP-like models are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model work vs. chat parsing updates; no shared fix." + "reason": "Mistral4 test fixes and chat parsing/serve updates are different subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests/model work vs. TDT loss kernel integration; unrelated." + "reason": "Mistral4 test fixes vs adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model work vs. `cls.config` resolution ordering; different code paths." + "reason": "Mistral4 test fixes and config-resolution order fix are separate issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test changes vs. model-creation skill/docs; not a duplicate change." + "reason": "A model test-fix PR is not the same change as the model-creation skill draft." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs. skill/docs PR; unrelated." + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same `fixed_cross_entropy` implementation to forward cross-entropy kwargs; they fix the same concrete bug and could plausibly be merged into one PR." + "reason": "Both PRs fix the same `fixed_cross_entropy` issue by exposing/pass-through kwargs to `nn.functional.cross_entropy`; they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The duplicate-pair call on 43251/43254 is grounded in the packet: same file, same function, same issue target, and the diffs are nearly identical. The non-duplicate rejections are conservative and fit the provided previews. Minor caution: the canonical-pr wording about one patch being \"more complete/intentional\" is a bit subjective, but it does not materially overstate the evidence." + "feedback": "The summary is grounded in the packet, and the conservative rejects look appropriate. The only accepted soft edge is well-supported by the shared issue target and the same `fixed_cross_entropy` code path. No obvious overstatement or unsafe mergeability claim." }, "evaluator_used": true, "retried": false, @@ -15297,7 +20065,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15310,28 +20078,43 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "4be58dd3c857b164a3c8ec23c09512099932d52bf2a95abc210754796b1541f3", + "prepared_review_unit_hash": "8ceb671284ff35d5cbce957263bb3783c7405f0ee5bb04d7ec03e287e9d515af", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "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": null, + "analyst_result": { + "summary": "Two related-but-distinct PRs: one adds the core VibeVoice model, the other adds VibeVoice Realtime plus a separate acoustic tokenizer and generation changes. They share filenames because they extend the same model family, but they are not the same underlying fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it appears to introduce the base VibeVoice implementation, while #42781 builds a separate realtime extension on top of that model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the strongest representative of the cluster: it is the foundational VibeVoice addition and has broader scope than the realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: #40546 implements the base VibeVoice model, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation-path changes. They share subsystem files, but they are different concrete features and would not naturally collapse into one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15358,12 +20141,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "51bc037d3b41f6a1a599a2c44b6347f82f16cd0d4669c30512bdc991c47afc49", + "prepared_review_unit_hash": "71947da0564007df7698aa8bbd109b0eb2c544fd5e16b696c23c33dd8de36e07", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15371,7 +20154,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15380,18 +20163,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change, so the soft match should be rejected.", + "summary": "The two PRs are unrelated feature additions in different subsystems: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these PRs target different models, code paths, and features, so they are not duplicates of one another.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global canonical choice for the cluster because the cluster is not a true duplicate set; the PRs are unrelated feature additions.", + "best_pr_reason": "No single PR is a clear canonical representative because the cluster is not a true duplicate set; the PRs solve different problems and touch different code paths.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and unrelated feature work (TimesFM covariates vs DINOv3 image classification); no shared underlying bug or mergeable code-path fix." + "reason": "Different models, different tasks, and different files/code paths. One adds TimesFM covariate forecasting; the other adds DINOv3 image classification support." } ] }, @@ -15471,7 +20254,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15484,12 +20267,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4fb64066e5fbd67b187b64e001667e88d82763861dbbaa9f67ee4ed449c93aba", + "prepared_review_unit_hash": "66c0e7a1f821d3d7be79363dffe118c00d2ead029acfa376adcfbde98e08acc5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15497,7 +20280,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15505,7 +20288,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two separate workflow-dependency upgrade PRs with overlapping files, but they change different action families and target different upgrade goals, so they should not be clustered as the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more central GitHub Actions maintenance change: it upgrades core actions like checkout/cache/upload-artifact across many workflows specifically for Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative because it captures the main cross-cutting maintenance theme and affects a larger set of workflow actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow action upgrades, but 42975 updates core GitHub Actions for Node 24 compatibility while 42976 only bumps docker/build-push-action to v6 and related workflow refs. They touch overlapping CI files, but not the same underlying bug or fixable code path." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15543,82 +20341,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "87cceb56a046e5f73b8df753783e51d7463cafd112beb36639866161a9c0b684", + "prepared_review_unit_hash": "45bec4ace93997e4dce84904078007e33ca0db8baa9c7721b143310faa91fbd9", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 20759, - "estimated_input_tokens": 5190, - "estimated_eval_tokens": 10636 + "serialized_chars": 20829, + "estimated_input_tokens": 5208, + "estimated_eval_tokens": 10672 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 20759, - "estimated_input_tokens": 5190, - "estimated_eval_tokens": 10636 + "serialized_chars": 20829, + "estimated_input_tokens": 5208, + "estimated_eval_tokens": 10672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a set of unrelated model-addition PRs. The only plausible duplicate pair is the two Step 3.7 Flash PRs, which both appear to implement the same model support despite one being a WIP/mini-model variant.", - "confidence": 0.83, + "summary": "This cluster is a set of separate model-addition PRs, not a duplicate set. The only potentially close pair is the two Step 3.7 Flash PRs, but one adds the core `step3p7` model package while the other adds a separate `step_3_7_flash` WIP/mini-model implementation and scripts, so they should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the cleaner canonical representative for the Step 3.7 Flash work: it has the clearer final model title, the main library integration, and a focused tests/docs footprint.", + "canonical_pr_reason": "PR #43451 (Molmo2) is the most complete and self-contained implementation in the set, with broad model, processor, video/image, auto-mapping, docs, and test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the best overall representative because it is the most self-contained, fully-scoped model addition among the cluster and is the most likely target for deduplication against the later WIP variant.", + "best_pr_reason": "PR #43451 is the best representative artifact because it is the most substantial, clearly scoped model-addition PR with the broadest implementation coverage and review activity.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). They share template files only, not the same underlying feature or code path." + "reason": "Different models entirely: ViT NEPA vs Molmo. Shared docs/auto-registry edits are just normal model-registration overlap, 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 pattern, but not the same model or change." + "reason": "Different model families and code paths: ViT NEPA vs Molmo2." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions (ViT NEPA vs CTSM). No shared concrete bug/change." + "reason": "Different domains and implementations: vision model addition vs CTSM time-series model." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families/versions; this is not a duplicate implementation of one concrete feature." + "reason": "Molmo and Molmo2 are related by naming, but the files show distinct model packages and features; they are not the same concrete bug or change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated additions; shared docs/auto-registration files are not enough to make them duplicates." + "reason": "Different model additions with unrelated architectures and code paths." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations with different code paths and tests." + "reason": "Molmo2 and CTSM are unrelated model additions; overlap is only in shared integration files." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are unrelated model additions; they only overlap on registry/docs plumbing." + "reason": "CTSM time-series integration and Step 3.7 Flash are unrelated model changes." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": true, - "reason": "Both PRs target Step 3.7 Flash support and appear to implement the same model integration, with the later PR looking like a WIP/alternate packaging of the same feature." + "accept": false, + "reason": "Both mention Step 3.7 Flash, but they touch different packages and purposes: one adds the core `step3p7` model implementation, the other adds a separate WIP `step_3_7_flash` mini-model/demo/scripts bundle. They are not clearly the same mergeable code change." } ] }, @@ -15635,7 +20433,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15667,28 +20465,121 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "2f426aefd7cf8ac5705dd88a7b482f2bbc3d59169bb05f0155424e9ded77e3e2", + "prepared_review_unit_hash": "06dc4ffae5883af94e5354f95d29884045f25308befdb4870106b63fba49fd27", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23165, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23165, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs are mostly unrelated; the only apparent commonality is superficial similarity in titles or broad subsystem overlap. I found no convincing duplicate pairs.", + "confidence": 0.29, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the most coherent functional bug fix in the set: it addresses a concrete generation-config validation issue and includes a targeted code change plus tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest standalone candidate because it fixes a specific runtime bug in a clear code path, unlike the others which are mostly tests, docs, CI, or broad cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test edits; no shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different code paths: Whisper decoding/tests versus FP8 dequantization." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode behavior and generation-config watermark validation are unrelated issues." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo-cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only changes in vision models do not match the FP8 dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch unrelated test files versus generation validation logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Nonsense test edits and CI integration fixes are not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test perturbations in CLIP/ViT are unrelated to code typo cleanup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are functional fixes but for different problems and code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization and Phimoe CI/test infrastructure are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared files are not enough here; one is an FP8 bug fix, the other is a typo cleanup across many files." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest documentation edits are unrelated to code typo fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation bug fix is unrelated to CI memory-limit/test harness work." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "A specific runtime bug fix does not match a broad typo-only cleanup PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15702,7 +20593,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15715,12 +20606,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "9996529e7f254958d023adbf5a073cc3668f42065b6cf1c8af1ca022e5a42302", + "prepared_review_unit_hash": "b56ba568e914e0773a8d16ef9d7f17beeb0bef4c38d639895db445bd98a77092", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -15728,7 +20619,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -15736,7 +20627,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a setup/version/dependency test change, the other is a workflow/testing-utils show-diff change. Their overlap is incidental (shared Vit test file) rather than the same underlying fix or feature.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs target different code paths and purposes. If one must be chosen, #43532 is the broader change set, but it is not a substitute for #43488.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the more representative PR of the cluster only because it spans multiple workflow/test-related files; however, it still does not cover the separate setup/version-bump change in #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: they do not fix the same concrete bug/change. #43488 changes setup/version metadata and test deps, while #43532 rewires CI/workflow and test utilities. The shared Vit test file is not enough to treat them as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15750,7 +20656,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15763,12 +20669,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a02f8ce16d441cd4abefa4b118c94efdec3a835c247d7e41c35a6bf6a727f64b", + "prepared_review_unit_hash": "a20e42178fec5a24da598ae47491a61a6d5a4d0215230be2b960f51820764e4a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15776,7 +20682,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15784,7 +20690,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two open PRs add different pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation/registration scaffolding, but they target different features, model integrations, and test suites.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature additions with different pipeline names, code paths, and model/test integrations.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; each is the best representative for its own distinct segmentation feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared docs/metadata/pipeline scaffolding, which is not enough to treat them as the same PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15811,7 +20732,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "c7f2cac2afcef5e0ca373aabad43bfd7cb2d8c1a513b8d73957ab52e9e3b5860", + "prepared_review_unit_hash": "64509f87e2d8723bfdd85262863470d4521c0e514c2269c6d81ba746727f1628", "component_budget": { "node_count": 2, "item_count": 2, @@ -15833,18 +20754,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They share a file and a customization theme, but not the same underlying bug or change.", - "confidence": 0.93, + "summary": "Both pull requests touch `src/transformers/trainer.py` and improve trainer extensibility, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete representative change: it introduces `_loss_is_scaled_for_ga` and alters `training_step` loss normalization behavior for custom trainers.", + "canonical_pr_reason": "PR 43651 is the stronger canonical representative of the cluster because it makes a concrete trainer behavior change by introducing `_loss_is_scaled_for_ga`; PR 43663 is a separate refactor around input column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger cluster representative because it makes a focused, user-facing trainer behavior change with a clear code-path impact; #43663 is a separate refactor/API hook for column filtering.", + "best_pr_reason": "PR 43651 is the best standalone PR in this cluster: it has a clear functional goal, a focused code change, and a direct behavioral impact. PR 43663 is related only at the broad trainer-extensibility level.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both are trainer extensibility changes, but they target different code paths and problems: one is about gradient accumulation loss scaling, the other about model signature/column filtering. They would not naturally be merged as one PR." + "reason": "Reject: these are different trainer changes. 43651 alters loss scaling during training, while 43663 refactors signature-column filtering for custom trainers. They do not fix the same underlying bug and would not naturally merge into one PR." } ] }, @@ -15874,7 +20795,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c562aba0fece53118775ec68737d04d754b3833bfcf64b37aaf6254122ff1278", + "prepared_review_unit_hash": "a8d34918839c6d3d3cf4ed7794c5f9cec8f31963014bd678b12bd04fa5b75033", "component_budget": { "node_count": 2, "item_count": 2, @@ -15896,28 +20817,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch `src/transformers/cli/serve.py` around the same `TypeAdapter` annotation/runtime NameError in the CLI server, with slightly different implementation styles. They look like duplicate fixes for the same bug.", - "confidence": 0.74, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter` NameErrors, but they appear to address different annotation/runtime issues. PR 43842 is the more targeted fix; PR 43656 is broader typing cleanup with `from __future__ import annotations` and related annotation changes.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more focused fix for the exact `TypeAdapter` NameError case (especially when pydantic is unavailable) and makes the smallest targeted change.", + "canonical_pr_reason": "PR 43842 is the clearest representative of this cluster: it directly fixes the CLI\u2019s optional-pydantic `TypeAdapter` annotation problem with a minimal, specific change.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it directly addresses the reported NameError with minimal scope, while PR #43656 includes broader annotation cleanup beyond the core bug.", + "best_pr_reason": "PR 43842 is the best overall fit because it is narrowly scoped to the concrete `TypeAdapter` NameError path and has an explicit issue link.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs target the same underlying `TypeAdapter` NameError in `serve.py` and differ mainly in how they avoid runtime annotation evaluation; they could plausibly be merged into one fix." + "accept": false, + "reason": "Related in file and symptom, but the fixes are not the same concrete change: 43656 is broader annotation-evaluation cleanup, while 43842 specifically handles optional `pydantic`/`TypeAdapter` import and quoting. They should not be merged as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded: both PRs touch `src/transformers/cli/serve.py` and both appear aimed at the same `TypeAdapter`/annotation `NameError` class of bug. The soft pair acceptance is conservative enough given the titles and diffs, and the PRs look mergeable into a single fix, though PR #43656 is broader than the minimal TypeAdapter-only change." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16102,640 +21020,397 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "e85a62eb927e67fe6d94f9014e0ca5728fbec11711a512cd92515105c495350d", + "prepared_review_unit_hash": "6f51cf0b4a81ae30b50deaa46a36e0cfc34d3cc8b22c0f4a7ff9a0ac24630658", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84884, - "estimated_input_tokens": 21221, - "estimated_eval_tokens": 42698 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75079, - "estimated_input_tokens": 18770, - "estimated_eval_tokens": 37796 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of model-specific refactors to standardized output tracing around umbrella issue #43979, not one single bug fix. The only strong duplicate-like pairs are within the same model/code path (notably GPT-J/CodeGen, ResNet, GPT-Neo, and Flaubert).", - "confidence": 0.93, + "summary": "The packet splits into two real duplicate pockets: GPT-Neo (44018/44068) and GPT-J/CodeGen centered on 44722 with variants 44066 and 44085. The rest are broader output-tracing refactors across different model files and should stay rejected.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the clearest cluster anchor: it has the explicit issue link, touches the core GPT-J/CodeGen output-tracing path, and is a concrete implementation of the shared refactor rather than a loose sweep.", + "canonical_pr_reason": "No single canonical PR spans the whole packet; if one representative is needed, 44722 is the best anchor for the GPT-J/CodeGen pocket because both 44066 and 44085 converge on it, while 44018 is the anchor for the separate GPT-Neo pocket.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best representative for this cluster because it is substantial, explicitly tied to the umbrella issue, and most centrally reflects the shared standardized output-tracing change.", + "best_pr_reason": "44722 is the strongest single PR for global triage if forced to choose one, but only for the GPT-J/CodeGen pocket; the packet still contains a separate GPT-Neo duplicate pocket centered on 44018/44068.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough to treat these as duplicates." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44044", - "accept": false, - "reason": "Different model families and different files; both are output-tracing refactors, but not the same underlying change." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44085", - "accept": true, - "reason": "Both target GPT-J output tracing in the same file and overlap on the same concrete refactor; the CodeGen addition in 44066 still fits the same underlying change set." - }, - { - "left": "pull_request:44007", - "right": "pull_request:44072", - "accept": false, - "reason": "Both are standardized output-tracing work, but they affect different model implementations with different code paths." - }, - { - "left": "pull_request:44072", - "right": "pull_request:44722", - "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths; shared output-tracing pattern does not make them duplicates." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44072", - "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated model implementations; same refactor pattern only." - }, - { - "left": "pull_request:44013", - "right": "pull_request:44044", - "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are different code paths, so these are not the same bug/change." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different underlying model paths; similar output-capture migration is not enough." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same concrete change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model/file and look like alternate implementations of the same concrete change." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are distinct model code paths, despite similar refactor goals." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44722", - "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths; same umbrella issue is not enough." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44085", - "accept": false, - "reason": "ResNet and GPT-J are different model implementations, so these are not duplicates." - }, - { - "left": "pull_request:44086", - "right": "pull_request:44722", - "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo file and same standardized output-tracing refactor; these plausibly collapse into one PR." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44071", - "accept": false, - "reason": "ResNet and MPT are different architectures and code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are different model implementations; not the same underlying change." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are separate code paths; similar refactor theme only." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths, so they should not be merged as duplicates." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both touch GPT-J output tracing in the same underlying code path, and 44722\u2019s broader scope still includes the same concrete GPT-J change." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are different model code paths." + "reason": "Different models/files; same output-tracing refactor theme only." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:43996", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated underlying changes." + "reason": "Different models/files; shared refactor style, not the same change." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44066", + "right": "pull_request:44085", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model paths; same refactor style only." + "reason": "Both are GPT-J-related, but the overlap is not the same concrete fix; 44722 is the actual duplicate hub." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44007", + "right": "pull_request:44072", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model implementations, so these are not duplicates." + "reason": "Different model implementations; only the standardized tracing pattern overlaps." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44072", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "Different models/files; same migration theme only." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44066", + "right": "pull_request:44072", "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "Different model families and code paths; not the same underlying change." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44013", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-2 and MPT are separate implementations; same output-tracing theme is too broad." + "reason": "Different models/files; same refactor family only." }, { - "left": "pull_request:44019", - "right": "pull_request:44074", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "ResNet and TextNet are different model paths." + "reason": "Different model targets; similar decorator migration, not a duplicate fix." }, { - "left": "pull_request:44018", + "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different underlying changes." + "reason": "Different models and code paths; only the output-tracing abstraction is shared." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "GPT-2 and GPT-Neo are distinct model code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model implementations." + "accept": true, + "reason": "Same GPT-Neo model/file change; these look like the same underlying refactor." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "MPT and MGP-STR are unrelated model code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo; related theme, different concrete code path." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "Segformer and LongT5 are different model families and code paths." + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different target change." }, { - "left": "pull_request:44017", + "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated underlying changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer and VisualBert are different code paths." + "reason": "Different model families; both are output-tracing refactors, not the same fix." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "ResNet versus GPT-J; no shared concrete bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and VisualBert are unrelated model code paths." + "reason": "Different model/files; only the refactor pattern matches." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44019", "accept": false, - "reason": "MPT and MGP-STR are unrelated refactors." + "reason": "GPT-Neo and ResNet are unrelated code paths; same refactor class only." }, { - "left": "pull_request:44010", + "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model code paths." + "reason": "Different model implementations; not the same change." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "SqueezeBert and VisualBert are different underlying changes." + "reason": "Different models/files; similar output-handling cleanup only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths." + "reason": "GPT-Neo versus GPT-J/CodeGen; same modernization theme, not the same PR." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model implementations." + "reason": "Different models/files; no shared concrete code-path problem." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-Neo are not the same concrete change." + "reason": "MPT versus GPT-J/CodeGen; same decorator pattern only." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model paths." + "reason": "GPT-Neo versus GPT-J; related refactor theme, different underlying change." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MPT are unrelated code paths." + "reason": "Different model families and files; not a duplicate." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "GPT-Neo and MPT are different model implementations; no duplicate fix." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and GPT-Neo are different model paths." + "reason": "GPT2 versus MGP-STR; same output-tracing idea, different code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and LongT5 are unrelated underlying changes." + "reason": "GPT-J/CodeGen versus MGP-STR; shared theme only." }, { - "left": "pull_request:44074", + "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and Segformer are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different model families." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different model code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are unrelated changes." + "reason": "ViLT and Flaubert are unrelated model implementations; not the same change." }, { - "left": "pull_request:44056", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and SpeechT5 are different underlying code paths." + "reason": "GPT2 versus GPT-J/CodeGen; same refactor family, different target." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model implementations." + "reason": "GPT-Neo and MPT are different code paths; not duplicates." }, { - "left": "pull_request:43996", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are different code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and Segformer are different model families." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44044", - "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are unrelated code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44074", - "accept": false, - "reason": "DeBERTa-v2 and TextNet are different model implementations." + "reason": "Segformer and LongT5 are different models; only the tracing pattern matches." }, { - "left": "pull_request:44066", + "left": "pull_request:44017", "right": "pull_request:44722", - "accept": true, - "reason": "Both include the same GPT-J/CodeGen output-tracing refactor; 44722 looks like a broader rework of the same change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are different code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44007", - "accept": false, - "reason": "GPT-J/CodeGen and ResNet/RegNet/RT-DETR ResNet are unrelated model paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different underlying changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa-v2 and VITS are unrelated model code paths." - }, - { - "left": "pull_request:44007", - "right": "pull_request:44019", - "accept": true, - "reason": "Both touch the ResNet output-tracing refactor in the same code path; 44007 is the broader variant and 44019 is the ResNet-only overlap." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44116", - "accept": true, - "reason": "Both affect Flaubert\u2019s attention/output tracing in the same file, so they plausibly merge into one change." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated underlying changes." + "reason": "Different architectures; same output-tracing migration, not the same fix." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 and MGP-STR are different model implementations." + "reason": "Different models/files; no shared concrete bug/change." }, { - "left": "pull_request:44019", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "ResNet and LongT5 are different code paths." + "reason": "RegNet versus VisualBert; only the tracing refactor theme is shared." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model paths." + "reason": "MPT and ImageGPT are different model paths; not the same change." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different underlying changes." + "reason": "TextNet and Flaubert are different implementations; not duplicates." }, { "left": "pull_request:44056", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Segformer are different model code paths." + "reason": "MPNet versus LongT5; same broad refactor idea only." }, { - "left": "pull_request:44010", + "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model families." + "reason": "RegNet and GPT-Neo are different models; no duplicate code-path change." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are different code paths." + "reason": "RegNet and LongT5 are unrelated implementations; same theme only." }, { "left": "pull_request:44074", - "right": "pull_request:44098", - "accept": false, - "reason": "TextNet and ViLT are different model implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44098", - "accept": false, - "reason": "Segformer and ViLT are different underlying changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and ResNet/RegNet/RT-DETR ResNet are different model code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "TextNet and LongT5 are different model files; not the same fix." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + "reason": "GPT-Neo and LongT5 are unrelated targets; only the refactor style overlaps." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer and LongT5 are different model families." + "reason": "RegNet and MPT are different models; same refactor effort, not the same bug." }, { - "left": "pull_request:44098", - "right": "pull_request:44154", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "ViLT and VITS are unrelated model code paths." + "reason": "SqueezeBERT and MPT are different code paths; no duplicate change." }, { - "left": "pull_request:44073", - "right": "pull_request:44098", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and ViLT are different model implementations." + "reason": "SqueezeBERT and VisualBert are different models; same pattern only." }, { - "left": "pull_request:44013", - "right": "pull_request:44072", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "MobileNetV2 and EfficientNet are different model families." + "reason": "GPT-Neo and SpeechT5 are unrelated model changes; not the same bug/change." }, { - "left": "pull_request:44007", - "right": "pull_request:44072", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "ResNet/RegNet/RT-DETR ResNet and EfficientNet are different code paths." + "reason": "RegNet and TextNet are different models; only the output-tracing migration is common." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "Segformer and VisualBert are unrelated model implementations." + "reason": "SqueezeBERT and GPT-Neo are unrelated model changes; same refactor class only." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model code paths." + "reason": "RegNet and SpeechT5 are different code paths; not a duplicate." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different underlying changes." + "reason": "MPT and SpeechT5 are different models; share only the refactor direction." }, { - "left": "pull_request:44019", - "right": "pull_request:44722", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + "reason": "FNet/CVT and LongT5 are different models; same tracing theme, not the same change." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-2 and GPT-Neo are different model implementations." + "reason": "FNet/CVT and Segformer are different model implementations; not duplicates." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "Segformer and VisualBert are different code paths." + "reason": "SqueezeBERT and DeBERTa V2 are different code paths; only the output-tracing pattern overlaps." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and Segformer are different model families." + "reason": "DeBERTa V2 and TextNet are unrelated model changes; not the same fix." }, { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen refactor family; 44722 is the duplicate hub for this pocket." }, { - "left": "pull_request:44017", + "left": "pull_request:44085", "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor and overlap on the same file." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated model changes." + "reason": "GPT-J and SpeechT5 are different models; no shared concrete bug/change." }, { - "left": "pull_request:44098", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "ViLT and LongT5 are different model implementations." + "reason": "FNet/CVT and RegNet are different model implementations; not the same change." }, { "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and LongT5 are different code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated code paths; only the refactor family matches." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model changes." + "reason": "DeBERTa V2 and SpeechT5 are different models; same tracing refactor theme only." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different model implementations." + "reason": "DeBERTa V2 and VITS are different implementations; not a duplicate fix." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports two separate duplicate pockets, not one combined GPT-J/GPT-Neo subcluster: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722, 44085/44722). The summary conflates these and overstates the evidence a bit, especially since 44066/44085 is explicitly rejected in the packet. The rest of the soft-edge rejections are conservative." + }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16746,7 +21421,7 @@ "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -16770,20 +21445,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4b74f920ab316f24a7a44ddd2ae674753dba716c99ac5b9274b5467e8c79f96d", + "prepared_review_unit_hash": "efb1278a9ef3958e58ea91076466d77e0b633e45a017e471a8d7edc555fb062c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84884, - "estimated_input_tokens": 21221, - "estimated_eval_tokens": 42698 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -16791,7 +21466,52 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs that all refactor output tracing/standardized output capture, but they are not duplicates of one another. Each targets a different model implementation and code path, so they should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest anchor: it has an explicit issue target, a concrete SpeechT5 code-path refactor, and clearly fits the standardized output capture theme without being as ambiguous as the title-only PRs.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best representative PR for the cluster because it is the most concretely scoped and explicitly linked to an issue, while still matching the shared output-capture refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and code paths (FocalNet vs ImageGPT). Same broad refactor theme, but not the same underlying bug/change and not mergeable into one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models (VisualBert vs TextNet). Both adjust standardized output tracing, but they are separate model-specific refactors; one also changes tests, so this is not a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated implementations. Shared decorator/output-tracing work is too broad to treat as one underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and forward implementations (MPNet vs TextNet). They touch the same modernization pattern, not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet vs SqueezeBert are separate model code paths. The similarity is only at the refactor pattern level, so they are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model implementations with different output contracts. Too broad to merge as one PR or consider the same change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16868,12 +21588,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "fc7322af7a896ff01554870c3d1810c3212ed704dcbd90ccb1108845092e4564", + "prepared_review_unit_hash": "28050623566f6787f8c9b4d45982bbf47aa11d85c5406b13077a350d687fc325", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40168, + "serialized_chars": 40167, "estimated_input_tokens": 10042, "estimated_eval_tokens": 20340 }, @@ -16881,7 +21601,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40168, + "serialized_chars": 40167, "estimated_input_tokens": 10042, "estimated_eval_tokens": 20340 }, @@ -16890,240 +21610,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of model-specific output-tracing refactors, not duplicates of one underlying bug/change. They share a theme and some helper usage, but each PR targets a different model/code path and would not plausibly merge into a single concrete fix.", - "confidence": 0.91, + "summary": "These are mostly model-specific refactors that share a common theme (output tracing / can_return_tuple), but they affect different code paths and should not be deduped as the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster\u2019s theme: it updates a closely related Mamba-family code path and adds the core tracing hooks (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) that the other PRs are varying on model-by-model.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it is a concrete, broader output-tracing refactor spanning two related model files and the same utility pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative PR because it is the most substantive output-tracing refactor in the set and shows the pattern in a multi-file, closely related code path.", + "best_pr_reason": "PR 44003 is the strongest cluster representative: it is a substantive model refactor, not just a narrow one-file tweak, and most clearly matches the shared theme across the set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (`timm_backbone` vs `upernet`) and different forward signatures/code paths." + "reason": "Same refactor theme, but different model families and different forward paths; not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Same high-level refactor theme, but `timm_backbone` and `vision_text_dual_encoder` are unrelated code paths with different APIs." + "reason": "Both update output tracing, but they target unrelated models and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`timm_backbone` vs `univnet`) and different output behavior changes; not one concrete bug or mergeable change." + "reason": "Shared helper usage only; timm_backbone and univnet are separate implementations." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "One is `timm_backbone`, the other is Mamba-family tracing cleanup; similar helper usage but not the same underlying change." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "`timm_backbone` output handling and `codegen` cache/output typing are separate code-path changes." + "reason": "Different architectures and distinct model files; too broad to be one mergeable PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different tracing mechanics (`timm_backbone` vs `rwkv`), so not duplicates." + "reason": "Same general refactor style, but RWKV and timm_backbone are unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are separate models with different forward/output contracts." + "reason": "Different models and different output plumbing; not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Both are refactors, but one is MobileNetV1 and the other is UperNet; different concrete changes." + "reason": "Only the tracing refactor pattern matches; the model implementations are unrelated." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are unrelated model implementations and not the same bug/change." + "reason": "Different model families and files; no shared concrete bug to merge together." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 output tracing vs vision-encoder-decoder wrapper changes are distinct code paths." + "reason": "Both are output-tracing refactors, but for distinct wrapper/model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model families; similar refactor theme only." + "reason": "Same theme, different encoder-decoder wrapper and model behavior." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` modify different forward methods and output types; not one change." + "reason": "Shared refactor vocabulary, but vision-text dual encoder and univnet are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `upernet`) with unrelated output-tracing code." + "reason": "Different model code paths; no evidence of the same concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` wrapper refactor and Mamba-family tracing refactor are separate changes." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "The PRs touch unrelated code paths: multimodal encoder vs CodeGen attention/cache logic." + "reason": "These touch separate model families and cannot plausibly be one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different forward signatures; same broad pattern only." + "reason": "Both mention output tracing, but they apply to different models and wrappers." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate models, so this is not the same underlying fix." + "reason": "Distinct model-specific refactors, not the same bug or change." }, { "left": "pull_request:44001", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "`univnet` output tracing and CodeGen cache/output refactor are distinct code-path changes." + "reason": "UnivNet/Falcon-Mamba and UperNet are unrelated; only the refactor motif is shared." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`univnet` vs `depth_anything`) and different output typing/tracing changes." + "reason": "Different model code paths and filenames; no duplicate relationship." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and Mamba-family output tracing are separate model implementations with different fixes." + "reason": "Different architecture and tracing implementation; not mergeable as one PR." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "`upernet` semantic segmentation output refactor is unrelated to CodeGen's cache/output handling." + "reason": "Separate model families and changes; shared theme is too generic." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing cleanup and SuperPoint output refactor do not target the same code path." + "reason": "Mamba/Falcon-Mamba refactor is unrelated to SuperPoint's tracing rewrite." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`falcon_mamba`/`mamba` tracing hooks and CodeGen forward-signature changes are different concrete changes." + "reason": "Different model code and different change shape; not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "They both alter output handling, but in different models and different call signatures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and UnivNet are unrelated; same broad theme is insufficient for deduping." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations and different tracing mechanics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These are separate model refactors with no shared concrete code-path bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model families and different output-refactor code paths." + "reason": "Both are output-tracing refactors, but depth-anything and vision-encoder-decoder are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate models; not a single mergeable bug fix." + "reason": "Different wrapper/model code paths; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` output tracing and `superpoint` output tracing are unrelated model-specific changes." + "reason": "Depth Anything and SuperPoint refactors are distinct model-specific changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` implement different tracing/output mechanics in different models." + "reason": "Different model families; only a generic refactor pattern is shared." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` change different forward paths and output contracts." + "reason": "Separate model code paths and different output contracts." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision encoder-decoder and speech encoder-decoder are parallel but distinct wrappers; not the same concrete change." + "reason": "Vision-encoder-decoder and RWKV are unrelated implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `superpoint`) and different output-tracing implementations." + "reason": "These are distinct encoder-decoder wrappers with different internals." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` wrapper refactor and `rwkv` tracing refactor are unrelated code paths." + "reason": "Different model families and different refactor targets." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are different model families with different forward/output behavior." + "reason": "Shared output-tracing theme only; not the same concrete bug or change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder wrapper changes and SuperPoint output tracing are different concrete implementations." + "reason": "Speech encoder-decoder and SuperPoint are unrelated model paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` do not share the same code path or bug." + "reason": "Different architecture and forward logic; not mergeable into one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different output contracts; only the refactor theme is shared." + "reason": "Separate model wrappers and tracing changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model implementations with separate output logic." + "reason": "SuperPoint and RWKV are unrelated; the similarity is only thematic." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` output refactor and `dpr` output refactor are different concrete changes." + "reason": "Different model code paths and distinct refactor scopes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different models with different output-tracing concerns; not duplicates." + "reason": "RWKV and DPR implement different forward flows; not the same underlying fix." } ] }, @@ -17153,12 +21885,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "788316949a37fceb21aeb06360e465bd25c56e47c3fda82924f6c88a5f09e702", + "prepared_review_unit_hash": "57ddea3716b4ca7f8d225d6611c9ed5dcc81e2903ec1e7eabffaff315c250e4c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -17166,7 +21898,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -17175,18 +21907,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both new model-support additions, but for different models and codepaths: PenguinVL vs Voxtral TTS. Their overlap is mostly boilerplate registry/docs/auto-mapping plumbing, not the same underlying change.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL and the other adds Voxtral TTS. They overlap on Transformers boilerplate, but they target different models, configs, processors, and tests, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better representative because it is explicitly tied to issue 45027 and is narrowly scoped to a single Voxtral TTS model addition.", + "canonical_pr_reason": "PR 45401 is the cleaner representative because it has an explicit issue target and a focused, model-specific scope for Voxtral TTS.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the strongest standalone candidate in this cluster due to its explicit tracking issue and focused feature scope, whereas 44662 is a separate PenguinVL implementation with no shared underlying bug/change.", + "best_pr_reason": "PR 45401 is the best single representative of the cluster because it is tied to a concrete issue and describes one coherent implementation. PR 44662 is a separate implementation for a different model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations and different concrete functionality; shared files are generic auto-registry/docs plumbing, which is not enough to treat them as the same fix or merge into one PR." + "reason": "Different underlying changes: PenguinVL vs Voxtral TTS. Shared Transformers registration/doc boilerplate is expected for separate model integrations and does not indicate the same bug or feature." } ] }, @@ -17216,12 +21948,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "6010eda0fd37615618ab93abe9c10279c05ac509de2bda8c844d4a48ded955ef", + "prepared_review_unit_hash": "65dcec8c41598137caef0d18d7ea0e234015e36d1429f90844d57600d4095f02", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17229,7 +21961,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17238,18 +21970,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related in theme (fusion), but they address different layers and different concrete changes: one introduces a generic Module Fusion API, while the other implements n-to-1 kernel fusion via KernelConfig and model-loading integration.", - "confidence": 0.93, + "summary": "These PRs are related in the broad area of module/kernel fusion, but they are not the same change: one introduces a generic module-fusion API scaffold, while the other wires up n-to-1 kernel fusion through KernelConfig across model loading/integration code.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the broader and more complete feature PR: it spans multiple integration points, includes an end-to-end example, and represents the more concrete user-facing kernel-fusion capability.", + "canonical_pr_reason": "PR 45363 is the better canonical representative because it implements the more complete, user-facing fusion feature and touches the actual loading/integration path; PR 44979 is a narrower API foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative of the cluster because it covers the more substantial end-user functionality and is easier to understand as the primary fusion implementation effort.", + "best_pr_reason": "PR 45363 is the stronger overall exemplar of the cluster since it contains the concrete end-to-end kernel-fusion implementation and example usage, not just the lower-level module-fusion API layer.", "soft_edge_verdicts": [ { - "left": "Module Fusion API", - "right": "n-to-1 kernel fusion via `KernelConfig`", + "left": "pull_request:44979", + "right": "pull_request:45363", "accept": false, - "reason": "They are thematically related but not the same underlying change. #44979 defines a generic module fusion abstraction, while #45363 wires a specific kernel-fusion path through KernelConfig/model loading. Different code paths, different scope, and not something that would naturally merge into one PR." + "reason": "Reject: they are conceptually adjacent but not the same underlying change. 44979 adds a standalone Module Fusion API and tests, while 45363 adds KernelConfig-based n-to-1 kernel fusion integration across model loading/utils plus an example. They could coexist rather than be merged into one PR." } ] }, @@ -17266,7 +21998,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17279,7 +22011,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f048161086ddea1abc206b1673bc65872431504012ac611236bb4a707cb54370", + "prepared_review_unit_hash": "453f084135124805800d6664969b94ed4200fcfdc567bb0b10368cf4fb46c81e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17300,7 +22032,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch bug in `_patch_mistral_regex` and make the same code change; 45317 is the stronger canonical PR because it includes the implementation plus tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the most complete representative: it fixes the AttributeError in the Mistral regex patch and adds test coverage, while matching the same underlying code change as 45086.", + "best_issue_reason": null, + "best_pr_reason": "45317 is best suited as the canonical PR because it is the more polished, test-backed version of the same fix and subsumes the smaller patch in 45086.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug fix in the same function and file; 45317 is effectively the same patch plus tests, so they could plausibly be merged into one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17314,7 +22061,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17331,7 +22078,7 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "3b1fc6b83d8cbaf7d44654b2f69a0d3d7d6e2999d335e8e61b85aef055800e40", + "prepared_review_unit_hash": "8a03b8689a0e5aa5555dffbb9a00ece5d89d75797ad7607cf1d609751a2f8d50", "component_budget": { "node_count": 4, "item_count": 4, @@ -17352,7 +22099,34 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous: two PRs are about NemotronH model refactors/variants, and two are about Nemotron ASR streaming. The overlaps are mostly superficial (shared auto-registry/docs scaffolding and Nemotron naming), not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46565 is the broadest, most self-contained change set in the cluster and the clearest anchor for the ASR subtopic.", + "best_issue_reason": null, + "best_pr_reason": "PR 46565 has the strongest standalone scope and completeness (new Nemotron3_5 ASR model, conversion, auto-mapping, docs, and tests), making it the best representative PR here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same change: 45115 is a conversion/refactor mapping tweak, while 45569 adds the broader NemotronH/NemotronH Dense/Sparse model split and docs." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model families and tasks: NemotronH architecture refactor versus Nemotron 3.5 ASR streaming. Shared auto/doc files do not indicate the same underlying bug or feature." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-related, but they target different concrete models (Nemotron ASR vs Nemotron 3.5 ASR) with different codepaths and files; not mergeable as one duplicate PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17366,7 +22140,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17379,7 +22153,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "85dae0892366c9211f62b48cdaccae5bafed1dfd4f2acef5613db27c25177cb2", + "prepared_review_unit_hash": "fddef5f05dbdf79f10244675c3946f08d420e821395e53284ec4cc0f8f83aa3e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17400,7 +22174,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two related open PRs in the heterogeneous-model feature area, but they are not duplicates: one adds per-layer config support, while the other is a broader modeling/cache integration built on top of it.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change, covering per-layer config usage across modeling/cache/masking paths, so it is the best representative for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the better global representative because it spans the full heterogeneous-model implementation rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap on heterogeneous config plumbing, but #45333 is only the per-layer configuration work while #45332 is the larger downstream modeling/cache integration. That is a dependency relationship, not the same concrete change, and they would not plausibly be merged as one PR under strict duplicate criteria." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17427,12 +22216,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c2b1fa93a19118391ece39e085c70533c80a41324036e8046e0703c9b4e2ce0d", + "prepared_review_unit_hash": "75523f5d906521db4b027f7865f8cf38d681e464942c2077b5b59c27321f682d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -17440,7 +22229,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -17449,18 +22238,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs, but they are not duplicates: one is a broad type-checking rollout across many files, while the other is a narrower typing compatibility cleanup centered on modeling_utils/peft-related protocols.", - "confidence": 0.88, + "summary": "These are related typing-focused PRs, but they are not the same change: #45415 is a broad type-checking sweep across many Transformers modules and type-ignore config, while #45425 adds/adjusts typing protocols and helper aliases for modeling_utils and related internals. They overlap in some touched files, but the underlying work differs.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the better canonical PR because it is the broader umbrella change: it adds type-checking configuration and updates many transformers modules in one sweep. PR 45425 is a narrower typing refactor with a different scope and purpose.", + "canonical_pr_reason": "#45415 is the broader umbrella change: it introduces type-checking updates across many `src/transformers/*.py` files and configures type-ignore handling, making it the better representative of this typing cleanup cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 best represents the cluster because it is the most comprehensive repository-wide typing effort and is more likely to be the central tracking PR for this work.", + "best_pr_reason": "#45415 is the best canonical PR candidate because it covers the widest portion of the typing effort and looks like the main sweep rather than a narrow helper-typing follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: they share a typing theme and a few filenames, but they address different underlying changes. 45415 is a broad type-checking pass plus pyproject ignore changes across many modules; 45425 adds typing protocols/aliases and targeted fixes for specific integrations. They are not the same concrete bug or change and would not plausibly be merged into one PR." + "reason": "They are both typing-related, but not the same underlying code change. #45415 is a broad type-checking pass across many modules; #45425 adds specific typing protocols/aliases for modeling_utils and friends. Shared files alone do not make them duplicates." } ] }, @@ -17477,7 +22266,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17490,7 +22279,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "4a92a36fa5615eda43109c55b73baca6c38f213271a863a4aa7e327f5cff9f66", + "prepared_review_unit_hash": "9fe714b97585bc7189cc93f23308bb6827653ff03cccf3185e7e74644d11cba1", "component_budget": { "node_count": 2, "item_count": 2, @@ -17511,7 +22300,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two pull requests are both about cached forward paths with seq_len > 1, but they fix different model families and different code paths: Qwen/OLMo linear attention vs. Mamba2 use_cache handling. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the clearest representative of a concrete cache bug fix because it has an explicit issue target and a focused seq_len > 1 use_cache correction in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the stronger standalone representative: it is tightly scoped, linked to a specific issue, and addresses a precise cached-state bug path. PR #45513 is broader and spans multiple model implementations, but it is a different fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Same broad theme (cached multi-token forward) but different models and different mechanisms; no shared files/targets and the diffs address distinct bugs, so they should not be merged as duplicates." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17538,7 +22342,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "1de44d53b782acf2a0ee7633d73a34665a9bac35ef2f74a92a57e71f9031bb13", + "prepared_review_unit_hash": "c74b0568565cc5298dfc9a8f0f4494f5a54da0f8e53662e9419c1c4132911bdc", "component_budget": { "node_count": 2, "item_count": 2, @@ -17560,18 +22364,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch expert-parallel loading, but they address different failure modes: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, while the other fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. They are related subsystem changes, not the same underlying bug.", + "summary": "Two open PRs both touch expert parallelism, but they address different failure modes: one preserves distributed config during loading/serialization, the other prevents expert parameters from being overwritten during sharded loading/broadcast.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45548 is the cleaner canonical representative for the specific bug it targets: it has a narrower scope, directly adds `distributed_config` serialization handling and a `has_ep` helper for loading behavior, and its title matches the concrete EP + ZeRO-3/accelerate launch issue.", + "canonical_pr_reason": "PR #45662 is the stronger representative of the EP-loading bug class because it fixes a concrete overwrite path with broader runtime impact across loading and MoE code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45548 is the better standalone representative because it is more focused and self-contained. PR 45662 spans multiple files and a different code path (post-shard wrapping / MoE / FSDP2), so it is less suitable as a canonical example for this cluster.", + "best_pr_reason": "PR #45662 is the best standalone candidate: it targets a specific, reproducible EP/FSDP2 loading bug rather than a narrower configuration-preservation fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: they share the broad expert-parallel loading area, but fix different concrete bugs. 45548 is about preserving EP config / enabling loading under DeepSpeed ZeRO-3; 45662 prevents expert tensors from being overwritten under FSDP2 via rank-0 broadcast. The code paths and mergeable changes are not the same." + "reason": "Reject: both are EP-related, but #45548 fixes distributed_config serialization/accelerate+ZeRO-3 loading while #45662 fixes expert params being overwritten after post-shard/broadcast. Different concrete bugs and not one mergeable PR." } ] }, @@ -17588,7 +22392,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17601,28 +22405,43 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "ae90077e4c97ff22cfee96c61d24cf094c3cd11f0dc58b8783e28d6dedf6e118", + "prepared_review_unit_hash": "88f8296de48f7f18171b6ef5aae53147837dcc764c2e10412fbdb5ed7f165e5b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs target the same xdist collision around `captured_info` output in `testing_utils.py`; PR 45645 appears to be the broader, more complete fix, while 45639 is a narrower subset of that change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader canonical fix: it addresses the xdist-safe output handling in `testing_utils.py` and also updates CI/workflow handling for multiple captured log files, making it the more complete implementation of the shared issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it covers the core bug and the downstream CI artifact handling needed to preserve debug logs; 45639 only covers the library-side portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for `captured_info` artifacts in the patched testing debug path. 45645 expands the same fix with CI log aggregation, so the two are close enough to treat as one change cluster." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17649,7 +22468,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "722d2e0dbec782b3cbf5649c4e3cbb8c13b4d987cbb1caf3ed982204b43e957e", + "prepared_review_unit_hash": "643f0d07450be6f89ebc461e351e597ad7399e32ac5e83b4384bd1143c70ae0b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17671,18 +22490,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one adds a model registry entry for GLM-ASR in AutoModel, while the other enables attn_implementation dispatch for RecurrentGemma with code, docs, and tests. They address different models and different code paths.", - "confidence": 0.98, + "summary": "The two PRs are unrelated: one is a small AutoModel registry mapping for GLM-ASR, the other adds attn_implementation dispatch support for RecurrentGemma with code/docs/tests. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46320 is the better canonical PR because it is a concrete implementation change with a clear bug/feature scope: enabling attention-implementation dispatch for RecurrentGemma across model code and tests.", + "canonical_pr_reason": "PR #46320 is the better canonical representative because it is a concrete feature/change set with code, docs, and tests centered on one behavior change, whereas #45670 is a narrow registry tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the strongest representative of the cluster since it has the more substantive, self-contained code-path change; PR 45670 is a separate AutoModel registry tweak for a different model.", + "best_pr_reason": "PR #46320 is the strongest standalone artifact in the set: it describes a specific code-path enhancement and includes validation coverage. #45670 is too small and different in scope to serve as a good cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different underlying changes: 45670 registers glmasr in AutoModel mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. They do not fix the same bug and would not plausibly merge into one PR." + "reason": "These are different changes in different model areas: #45670 adds a model class to auto-generation mappings, while #46320 implements RecurrentGemma attention-implementation dispatch. They do not fix the same underlying bug or change the same code path." } ] }, @@ -17712,7 +22531,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "ed3b51a10da32dee262b438aaf8458272df02d5e7beed2f672fa2b7732cca67c", + "prepared_review_unit_hash": "4d9f032dc8b736dedb5c225c9e45faaa1e9c418226d847fba1f9cbca627e5bda", "component_budget": { "node_count": 2, "item_count": 2, @@ -17734,18 +22553,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter-rule PRs: one updates forward signatures/return handling for TRF003, the other changes weight initialization behavior for TRF018. They overlap only by touching some of the same model files, not the same bug or change.", + "summary": "Two unrelated linter/chore pull requests that happen to overlap in several model files. PR 45720 applies TRF003\u2019s return_dict/can_return_tuple refactor, while PR 46259 implements TRF018 weight-initialization modeling changes. The overlap is incidental, not the same underlying fix.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the better representative because it is the earlier, more discussion-heavy PR and its scope is a coherent forward-method rule implementation across several models.", + "canonical_pr_reason": "PR 45720 is the better representative because it is a focused, concrete implementation of TRF003 across model forwards and is more coherent as a standalone change set.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the strongest cluster representative: it has a clear single-purpose change set and broader evidence of being the primary rule implementation work.", + "best_pr_reason": "PR 45720 is the best PR for the cluster because it is the clearer, more self-contained code change; PR 46259 addresses a different linter rule and a different bug class.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different code paths: TRF003 updates forward/return-dict handling, while TRF018 rewrites _init_weights initialization logic. Shared model filenames do not indicate the same underlying change." + "reason": "Reject: these PRs fix different problems. 45720 changes model forward signatures/decorators for TRF003, while 46259 changes module weight initialization for TRF018. Shared filenames reflect broad model coverage, not the same concrete code-path bug." } ] }, @@ -17828,7 +22647,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17841,28 +22660,43 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "b96068604a7a92890c942f4db06c740c29eb47b7f25be5f0651e5cdd16926e2d", + "prepared_review_unit_hash": "5e0174b8b776b2a8f38d66b98e962b3051186ecb6e6a59780848e10e0e911cc2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5084, - "estimated_input_tokens": 1271, - "estimated_eval_tokens": 2798 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5084, - "estimated_input_tokens": 1271, - "estimated_eval_tokens": 2798 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are unrelated open PRs: #45932 is a CI/telemetry plus model-config patch, while #46100 is a test migration adding AltCLIP/ViT kernel tests and DDP config. The shared similarity is superficial and not a duplicate change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster: the PRs address different code paths and goals, so neither should be treated as a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the pair because they are not the same change; #45932 is broader infra/model churn, while #46100 is focused on test migration and new kernel coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different changes: #45932 touches CI/OTel wiring and model configuration, whereas #46100 adds new tests and DDP setup for AltCLIP/ViT. They do not fix the same concrete bug or implement the same feature." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17889,12 +22723,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "ed57aa7fedd7026658c6cda9043a749e8c5b1eb43940b2ce86ea019a7c2a35a9", + "prepared_review_unit_hash": "5839b669cf48062fde89b8c7d4f31706eae7372e30ada6e5b596594963e00bf6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5522, + "serialized_chars": 5524, "estimated_input_tokens": 1381, "estimated_eval_tokens": 3018 }, @@ -17902,7 +22736,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5522, + "serialized_chars": 5524, "estimated_input_tokens": 1381, "estimated_eval_tokens": 3018 }, @@ -17911,18 +22745,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap in distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base PR touching many unrelated areas. The shared files are incidental overlap, not evidence of a duplicate change.", - "confidence": 0.89, + "summary": "The two PRs overlap in distributed-module filenames, but they are not the same change: one is a focused EP/Trainer integration, while the other is a broad distributed branch base spanning FSDP, integrations, modeling, and CI. They should not be deduplicated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, self-contained change with a clear feature goal (EP + Trainer integration). #46269 is too broad and looks like a branch-base integration PR rather than the same concrete change.", + "canonical_pr_reason": "PR #46126 is the more focused, concrete change set centered on EP routing and Trainer integration; it is a better canonical representative than the broad branch-base PR.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative for this cluster because it has a narrow, well-defined scope and the shared distributed files appear to be part of that feature. #46269 is a large umbrella PR and is not a good canonical duplicate target.", + "best_pr_reason": "PR #46126 is the best single PR to keep as the representative artifact because it has a narrow, coherent feature scope. PR #46269 is too broad and mixed to serve as a clean canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in a few distributed filenames, but the PRs are not the same underlying code change. #46126 implements EP/trainer integration, while #46269 is a broad distributed branch base spanning many unrelated modifications." + "reason": "Shared distributed filenames do not indicate the same underlying change. #46126 targets EP routing/Trainer integration, while #46269 is a much larger distributed branch base touching many unrelated areas; they would not plausibly merge as one PR." } ] }, @@ -17984,190 +22818,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "25cfcb2c93fe6361064dc9ccb9a30bb4a5faf145b49d8c22048e19b67489e8b7", + "prepared_review_unit_hash": "73990c20da32ca61dea1b77f2294243b92b303e75dfb2ba892ee56d2ac647ea6", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23354, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23362, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23354, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23362, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate workflow-maintenance pull requests, not duplicate fixes. The soft links are driven by broad similarity (mostly \u201cchore: update .yml\u201d), but the actual diffs target different files and different changes.", - "confidence": 0.97, + "summary": "These are not duplicate PRs; they are a loose cluster of unrelated workflow/config updates that only share generic 'chore: update ...yml' similarity. The only close subgroup is the three pr-ci-security-gate edits, but they change different aspects of that workflow and would not plausibly merge into one PR as the same fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are unrelated workflow-only changes across different files and concerns, so there is no duplicate anchor.", + "canonical_pr_reason": "No true canonical PR exists for a duplicate set here. If one representative is needed, pull_request:46554 is the closest because it makes the most substantive security-gate logic change, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No clear best PR for deduplication: none of these PRs appears to be the same concrete change as another, so no single PR should represent the cluster.", + "best_pr_reason": "pull_request:46554 is the strongest representative of the cluster because it introduces concrete security-gate behavior changes; the others are separate workflow tweaks in different files or different concerns.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes; only broad CI/workflow similarity." + "reason": "Different workflow files and different changes: self-comment CI command-input handling vs pr-ci security gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow edits in different files; not the same fix." + "reason": "Different workflow files and unrelated changes; only the generic 'workflow update' pattern matches." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow content and purpose; similarity is only superficial." + "reason": "Different workflow files and different concerns; no shared underlying bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow file and distinct behavior change; not a duplicate." + "reason": "Different workflow files and unrelated behavior changes in CI image-tag handling vs self-comment CI input handling." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Separate workflow update in another file; no shared underlying bug." + "reason": "Different workflow files and unrelated fixes; not the same code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different logic changes; not the same PR." + "reason": "Different workflows and unrelated CI logic; ssh-runner hardening is not the same as benchmark triggering." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow file and unrelated fix; only same repo area." + "reason": "Different workflow files and unrelated changes; same broad CI area is not enough for duplication." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Separate workflow concerns; not the same concrete change." + "reason": "Different workflow files and unrelated changes; no single underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes; similarity is only at the CI-workflow level." + "reason": "Different workflow files and unrelated fixes; ssh-runner env cleanup is not the security-gate change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes in different files; not a duplicate change." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow and different purpose; no same underlying bug." + "reason": "Different workflow files and unrelated concerns." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they change different jobs/files and fix different problems." + "reason": "Both touch CI workflows, but they modify different files for different behaviors; not the same change." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Distinct workflow updates with different behavior; not mergeable as one duplicate fix." + "reason": "Different workflow files and different update intents." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and different CI mechanics; no shared underlying fix." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete bug or code path; only broad workflow similarity." + "reason": "Unrelated workflows and changes; generic similarity only." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow logic in different files; not the same underlying change." + "reason": "Different workflow files and separate functionality changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Separate workflow maintenance changes; not duplicates." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different files and different CI concerns; not the same fix." + "reason": "Different workflow files and different concerns." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Same broad CI area, but different workflows and different behavior changes." + "reason": "Different workflow files and different CI behaviors; not mergeable as one fix." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated edits; not a duplicate." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes; similarity is only superficial." + "reason": "Different workflow files and distinct CI changes; same broad area only." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Not the same concrete bug/change; different workflow files and goals." + "reason": "Different workflow files and unrelated updates." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files with unrelated changes." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but the diffs address different issues in the workflow and are not the same change." + "reason": "Same file, but different parts of the workflow and different intended fixes; not the same concrete bug." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one changes security checks and the other changes reusable-workflow wiring/comments; not duplicates." + "reason": "Same file, but one changes security-gate logic while the other changes the reusable workflow call/comment; different issues." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but distinct workflow concerns and different code paths; do not merge as duplicates." + "reason": "Same file, but different workflow concerns and no shared underlying bug." } ] }, @@ -18197,12 +23031,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "1ef5cf4049b4946d81ffcffc765fc51e40289bc95f19d95f0b28091ddaa06820", + "prepared_review_unit_hash": "5f3c7ab867d8421fef26e5ce64adeed5d5e3fd9a05faeef0914a4f49d0020f4f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -18210,7 +23044,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -18219,18 +23053,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad theme of replacing brittle file-based source inspection, but they touch different code paths and fix different helper functions, so they should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Both PRs replace file-open based source inspection with safer introspection, but they target different code paths in different modules and are not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the clearer standalone fix: it updates _can_set_attn_implementation in modeling_utils.py and adds tests, making it the most concrete representative of the cluster.", + "canonical_pr_reason": "No PR here is a true canonical duplicate of the other; if forced to pick one cluster representative, #46207 is the stronger standalone change because it has a clear, focused behavior update plus tests in a single module.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the best fit as a representative PR because it has a specific bug fix, a narrow scope, and accompanying tests; #46152 is a broader utility change in a different module.", + "best_pr_reason": "#46207 is the best representative of the cluster because it addresses one concrete implementation path with an explicit source-reading fix and accompanying test coverage, while #46152 is a separate fix in a different utility path.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open()-based source access, but they change different modules and different implementation paths; they are related refactors, not the same underlying fix." + "reason": "Both avoid open() for reading source, but #46152 changes import_utils path resolution and #46207 changes _can_set_attn_implementation in modeling_utils; they are different bugs/changes and would not plausibly merge into one PR." } ] }, @@ -18260,12 +23094,12 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "229891315f9ec9f30646e329a3faac76726c0c26ebdbfbee4c1c1d85738cf9c9", + "prepared_review_unit_hash": "39d8ce927117a5b03751919878588607328cb1a0e6873af3fc3a4185f925d51b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5700, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -18273,7 +23107,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5700, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -18282,18 +23116,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by theme (adding SDPA dispatch support), but they target different model families and code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "Both pull requests are about SDPA attention dispatch support, but they target different model families and code paths: T5 versus wav2vec2/audio models. They are related in theme, not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes are parallel feature additions for different architectures (T5 vs wav2vec2/audio models), not the same underlying fix.", + "canonical_pr_reason": "PR #46196 is the broader and more representative change set, touching multiple audio model implementations and docs for SDPA dispatch support.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the better representative of the cluster theme because it is the broader audio-model rollout and has much heavier review activity, but it is still not a duplicate of 46154.", + "best_pr_reason": "PR #46196 is the strongest representative PR because it covers a larger, more central SDPA dispatch effort across several models.", "soft_edge_verdicts": [ { - "left": "[T5] Support attn_implementation=sdpa dispatch", - "right": "[wav2vec2] Support attn_implementation=sdpa dispatch", + "left": "pull_request:46154", + "right": "pull_request:46196", "accept": false, - "reason": "Both are SDPA-dispatch feature PRs, but they modify different model implementations and are not the same concrete change." + "reason": "Same general feature area, but different concrete model implementations and code paths; they are not the same fix and would not plausibly be merged into one PR." } ] }, @@ -18310,7 +23144,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -18344,11 +23178,29 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18371,7 +23223,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "5d0bcf7a34d86b2c66c9981333744b82eb879db673f0f8af1080e50968717fac", + "prepared_review_unit_hash": "2c79cc59d0a5d30c88c58a5d2eb16a75839277699bb48d80dad3d4831d23f39e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18393,18 +23245,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same right-window boundary bug in Moonshine streaming; PR 46546 is the broader, more complete patch and is the better canonical choice.", - "confidence": 0.9, + "summary": "Both pull requests fix the same sliding-window boundary bug: the right-side mask used a strict `<` instead of `<=`, excluding the boundary token. They target the same issue and make essentially the same code change in the same code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the more complete fix: it includes the Moonshine boundary correction, adds the related Gemma4 boundary fix, and includes a test, making it the best representative change.", + "canonical_pr_reason": "PR 46546 is the stronger canonical PR because it includes the Moonshine streaming fix plus a test update and broader coverage, while still addressing the same concrete boundary condition.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest standalone PR because it covers the concrete boundary bug more comprehensively and is more likely to be the final merged form of the fix.", + "best_pr_reason": "PR 46546 is the best representative of the underlying change because it is the more complete patch for the same bug and is more likely to be the final intended fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs correct the same off-by-one right-window boundary in the same Moonshine streaming mask logic, and they could plausibly be consolidated into one change set." + "reason": "Same bug, same issue target, and the diff changes the same right-window boundary condition from `<` to `<=` in the same mask function. The second PR is a near-duplicate expansion of the first rather than a different fix." } ] }, @@ -18421,7 +23273,7 @@ "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -18434,12 +23286,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "5a00cbada216d47ef8449620c6dcaa96d22f95bf45ba855f464d085d6de8dc36", + "prepared_review_unit_hash": "edee4cdb537049586b09151e4a3409465339d0ffb1608df2cae46f25530c5b0d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -18447,7 +23299,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -18455,7 +23307,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better cluster representative because it is a self-contained, non-draft model addition with extensive docs and tests; PR 46376 is a separate draft infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the stronger standalone PR overall: it has a clear feature scope, broad implementation coverage, and supporting documentation/tests. PR 46376 is still a draft and covers a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching multimodal support vs. adding a HunYuan VL model. No shared files and no evidence they could be merged into one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18482,7 +23349,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "972dd3e80f1cb510fc578976cf660a1e8b638bb78e93047b668726dbad8a9ee4", + "prepared_review_unit_hash": "1e3d7d7cb0fdc827bad75e326faabad2150922bb2cfe74b7bb11f21600bad108", "component_budget": { "node_count": 2, "item_count": 2, @@ -18504,18 +23371,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes CodeLlama decode behavior around leading spaces, and the other fixes DeepSeek checkpoints being routed to the wrong tokenizer class. They touch different code paths and should not be merged as duplicates.", - "confidence": 0.98, + "summary": "These are both tokenizer-related PRs, but they fix different model-specific bugs: one changes CodeLlama decode stripping behavior, the other fixes DeepSeek checkpoints loading the wrong tokenizer class. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the PRs address different bugs. If one must be chosen for the cluster, #46580 is slightly more representative of a concrete loading-class fix with explicit checkpoint targeting, but it is not a duplicate of #46574.", + "canonical_pr_reason": "No canonical PR: the PRs address different underlying bugs in different code paths, so neither is a duplicate representative of the other.", "best_issue_reason": null, - "best_pr_reason": "#46580 is the cleaner representative of its own bug report: the title and diff clearly describe a specific tokenizer-class misrouting problem for named checkpoints. #46574 is likewise well-scoped, but it is about decode stripping in a different model family, so it does not serve as a better cluster anchor.", + "best_pr_reason": "No best PR for deduping this cluster; each PR targets a distinct model-specific tokenizer problem.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and code paths: CodeLlama decode stripping vs DeepSeek tokenizer-class selection. They do not appear mergeable into one PR." + "reason": "Different bugs and different fixes: CodeLlama decode-space stripping vs DeepSeek checkpoint tokenizer-class selection. They do not look mergeable into one PR." } ] }, @@ -18545,7 +23412,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "77158247553010888734be05040f363d7ebaea89c3987cd912f5e157eeab0be5", + "prepared_review_unit_hash": "751d667c746306541951f0c4906196a471e91f27e27afe711427612b36a7b340", "component_budget": { "node_count": 2, "item_count": 2, @@ -18567,18 +23434,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer PRs touching the same files, but they implement different changes: one is a refactor moving `MistralConverter`, the other adds tekken tokenizer detection/conversion/save support. They should not be deduplicated.", - "confidence": 0.93, + "summary": "Two related Mistral tokenizer PRs, but they address different changes: one refactors/moves MistralConverter into the integrations package, the other adds tekken tokenizer detection, conversion, and save utilities. They share files but are not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantial functional change: it adds new tokenizer detection/conversion/save behavior, whereas #46603 is mainly a package refactor moving `MistralConverter`.", + "canonical_pr_reason": "PR 46604 is the more substantive and feature-complete Mistral tokenizer change; PR 46603 is a narrower refactor/move of MistralConverter.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the better representative of the cluster because it introduces the primary user-facing functionality and is broader in scope than the companion refactor PR.", + "best_pr_reason": "PR 46604 is the best representative because it contains the main functional addition (tekken tokenizer detection/conversion/save support) rather than just relocating existing code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: #46603 moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files alone do not make them the same fix." + "reason": "Reject: the PRs have different goals and code paths. 46603 moves MistralConverter into a new package; 46604 adds tekken tokenizer detection, conversion, and save utilities. Shared Mistral files alone do not make them the same change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 1c9ecb00fd3953924ccbbc4a0ff0b61f1de60b5f..522a2dd142f8373e6238f23f16f588808ba02120 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260616t180029z", + "analysis_id": "hybrid-model-20260617t000107z", "archived_artifacts": { - "hybrid": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260616T180029Z/analysis-runs/hybrid-model-20260616t180029z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-16T18:22:04Z", + "published_at": "2026-06-17T00:10:37Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260616T180029Z", + "snapshot_id": "20260617T000107Z", "variant": "hybrid" } diff --git a/snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.json b/snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..aedfaa5999dc204cf842c2d064677df965f39ff5 --- /dev/null +++ b/snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.json @@ -0,0 +1,2140 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260617T000107Z", + "generated_at": "2026-06-17T00:10:35Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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too broad to be duplicates." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export errors." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific runtime/export issues, but with different models and distinct failure mechanisms." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and CUDA assert during device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: task crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items for v5, but they refer to different removed docs content." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failure classes: export error vs import error." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRI/SFT input-embedding unpacking issue is unrelated to resuming training with remote code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both involve tensor/device mismatches, but the reported bugs and affected paths are different." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Zero-3 index error versus mask/tensor shape mismatch are different symptoms and likely different bugs." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Training resume with remote code is not the same issue as a zero-sized tensor index error." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Only a generic index/shape similarity; the concrete errors and code paths differ." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape IndexError is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure types; not a duplicate." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume issue and broken example are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template StopIteration and training-resume problems are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Both mention training/loading, but the specific bug and triggering conditions are different." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete collective mismatch and zero-sized tensor index error are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-exact duplicate: both report the same ZeRO-3 index-out-of-bounds error with size-0 tensors during model loading/training." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and unrelated failures." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class AttributeError." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are training-time tensor problems, but one is activation checkpointing/FSDP and the other is a mask-shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a 2-D weight training error and the other is a collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5MoE rotary-embedding area and same offload/materialization bug family; the second issue looks like the concrete manifestation of the first." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Zero-3 index error and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation mismatch is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific issues; one is dtype mismatch, the other is an invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma/Qwen video-related bugs with different symptoms and code paths." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures; not the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both concern model behavior, but one is device-map forward mismatch and the other is reverse embedding lookup cost." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These are the same compatibility complaint: transformers/torch 2.4.1 incompatibility, phrased with the same version pair." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility vs a specific Qwen-3 NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure classes: autocast dtype mismatch vs TP-only failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both involve model/runtime errors, but they are not the same code path or symptom." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different devices and symptoms; not a duplicate." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is not the same bug as the MPS histogram error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Distinct model-specific failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation and SFT embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the models and triggering paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they address different removed references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware backends and different error mechanisms." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs: TRL SFT embedding unpacking vs MPS histogram limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/backend combinations and different concrete failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue and import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and mask/tensor shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The accepted soft edges are plausibly duplicate-like based on very similar titles/code paths (43596\u201343638, 45859\u201345902, 45800\u201346515), and the rejections are generally cautious rather than overstated. No obvious mergeability or evidence precision problems stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 2, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:44805|issue:44918" + ], + "prepared_review_unit_hash": "97843236e51ae67ff4d8f830efabc5c3966d7ff8fd9447f9980149568cf0b7cd", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39819, + "estimated_input_tokens": 9955, + "estimated_eval_tokens": 20166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated model-loading failures, backend/version incompatibilities, tokenizer/processor regressions, and documentation issues. I don\u2019t see a safe duplicate canonicalization candidate from the titles alone, so all soft pairs should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading failures: corrupted Ovis2 checkpoint vs missing Sam3Model text encoder weights." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility regressions, but they are different concrete breakages in different releases and environments." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to the PyTorch/distributed support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same error shape, but different model paths and contexts; not enough to treat Gemma3 load failure and BertModel zero3 init as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and errors: Gemma3TextConfig attribute mismatch in vLLM vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to the removed transformers run command docs issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage type lookup failure is not the same as the PyTorch USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different runtime areas: AMD GPU support for GPT-OSS vs table-question-answering task crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy fallback issue is unrelated to Qwen3.5 video StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 PLE device mismatch and Qwen3.5 video chat-template mismatch are different model-specific bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression is not the same as outdated RAG examples." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch affect different code paths and models." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is broader, but it is not the same concrete bug as PyTorch USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model sets and likely different tokenizer logic." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are different model-specific failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation content." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is a different dependency issue than the PyTorch distributed support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a Gemma3TextConfig attribute error and the other is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same general mask/index error, but the titles point to different models and different training/loading scenarios." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit test loading failure is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated model/task failures." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are different bugs in different layers." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve errors during model setup, but they are different bugs with different environments and failure modes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are different request paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as the table-question-answering task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and errors: Gemma3TextConfig/vLLM attribute issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure is unrelated to the MPS histogram_mps int tensor error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is a different code path from the MPS histogram implementation error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error under dynamo is not the same as the autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3TextConfig sliding_window_pattern errors." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral-Mini is not the same as the non-template nodes compilation error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError-style failures, but they affect different model-loading/training flows and do not clearly share a root cause." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating is unrelated to remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Both are version-related, but one is a torch/transformers compatibility issue and the other is a Gemma4 device placement bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure is not the same as GGUF support for gpt-oss." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Similar tensor-shape symptoms, but one is a mask/index mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 3, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "99bdc13cb38c84bde33e40ae79eb8dd6c7446afcf265a21ec4c04a25d5009a87", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36233, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: only the Qwen3.5 video-input pair looks like the same underlying bug. The custom-module-loading pair and the validation/error-message pair are related in theme but not close enough to merge as duplicates from the evidence here.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best canonical issue in the confirmed duplicate pair because it is the broader regression report, while issue:46294 reads like a specific manifestation of the same Qwen3.5 video-token mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue representative overall: it captures the broader video-input regression cluster and has the clearest duplicate counterpart in 46294.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: int4 quantization OOM vs tied-weights behavior on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing failure vs tensor-parallel support failure." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both are mismatch-style errors, but they involve different models and different failure paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and the v5 pydantic config breakage are different problems." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: image-preprocessor dtype mismatch vs video feature/token mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime failures: grouped_mm tracing error vs missing Float8 storage object." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad remote_code breakage and a specific torch/transformers incompatibility are not the same fix." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero3/BertModel index error are distinct failures." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression; 46294 appears to be a specific apply_chat_template manifestation of the broader bug in 44479." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported symptoms and likely root causes differ." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue is unrelated to the remote-code config_class AttributeError." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different mismatch modes; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-module loading, but the titles describe different failure modes; the evidence is too weak to call them duplicates." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization breakage is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they involve different models and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to translation tied-weights issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is a different problem from tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs is not the same as stale run-command docs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message bugs, but one is generic XOR messaging and the other is T5 decoder-input validation; not enough evidence they are the same bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different models; not the same concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and invalid method calls are different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is mostly conservative, but a couple of accepted soft edges look too strong for the evidence in the packet. In particular, issue:45632 vs issue:45698 are both about custom-module loading, but the titles point to different failure modes (leaf-directory cache collision vs wrong module after save_pretrained), so treating them as the same duplicate cluster is a stretch without body-level evidence. The same applies, more mildly, to issue:45183 vs issue:46463: both are validation/error-message bugs, but one is generic input_ids/inputs_embeds XOR messaging and the other is T5 decoder-input validation. The Qwen3.5 video pair looks fine, but because at least one soft-edge accept overstates the link, I\u2019d reject this pass." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 4, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "be244d6fe8bfc91d8633eae8095110d3efc36a6923d266f2c9473860e2f97cea", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clearly duplicate-looking subgroup is the Transformers v5 non-persistent-buffer regression around issues 43950, 44534, and the more specific 45902. Most other soft pairs share only broad subsystem/model-family overlap and should remain separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43950 is the best hub for the only strong duplicate subgroup: it clearly describes the v5 non-persistent-buffer corruption regression and aligns with both the shorter duplicate report in 44534 and the more specific manifestation in 45902.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest representative issue overall because it states the underlying regression most directly and is broad enough to cover the related buffer-initialization failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; 44534 is a shorter rephrasing of 43950." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example error report and the other is a text-embedding quality regression; different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Different failures: missing fields from trust_remote_code vs buffer corruption during from_pretrained." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated bugs: custom compute_loss signature change vs Gemma3 loading with DeepSpeed ZeRO-3." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs RLHF NaN/SDPA fallback from 3D position_ids." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are compatibility/runtime errors, but one is bitsandbytes Int8Params and the other is missing Float8 storage; not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but 45920 is a broad multi-model wrong-token-ID report while 46489 is a specific DeepSeek-Coder v1 gap tied to PR #44801." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: SigLIP2 text embedding quality vs tokenization behavior changes." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic loading noise; no shared concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related model family, but one is unexpected zero probabilities and the other is worse text embeddings; not the same failure mode." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer initialization/materialization regression; 45902 is a specific instance of the bug described in 43950." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and root causes: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: flash-attention illegal access vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is text embedding quality and the other is HF vs JAX implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Unrelated training/memory problems: LoRA gradient checkpointing vs int4 quantization reserved-memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and failure mechanisms: Gemma4 FSDP2 KeyError vs Qwen3_5Moe uninitialized memory after to_empty(cuda)." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure for ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different tokenizer/import problems: DeepSeek-Coder detokenization vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same general loading area, but the reports are about different models and different failures." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are distinct training regressions." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed weight shape error vs early-stopping metric configuration issue." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific trust_remote_code config-field omission; the other is a broad report that recent versions break remote_code models." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue in MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure vs GLM5-specific issue; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific failures with no shared root cause." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export issue for Qwen2_5_VL vs bitsandbytes parameter-construction incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regression vs Gemma4 device-map bug; not the same fix." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name edge case vs remote_code regression; different failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3_MoE LoRA incompatibility across versions vs tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate subgroup is centered on 43950, which is supported by the titles of 44534 and 45902; the rest of the soft pairs are reasonably kept separate based on distinct titles/symptoms. No PR-mergeability issue is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 5, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "25456581fe419cc344769a728a19f79b57a0d9b3a96d326faf9ba5b0fb0de191", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformers bug reports, not one unified duplicate set. I would accept only two soft edges: the two docs issues about removed v5 pipeline tasks, and the two `_is_hf_initialized` loading-TypeError reports. The rest are same-subsystem but different concrete bugs/models/paths.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a clear cluster-wide canonical because the items span many unrelated bugs; the only strong duplicate subgroup is the docs/pipeline-removal pair, where issue 43827 is the cleaner anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out for the whole cluster; it is too broad and mixed. Issue 43827 is the best representative only for the documentation subgroup, not for the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Related tokenizer performance regressions, but one is `convert_ids_to_tokens` and the other is `convert_tokens_to_ids`; different code paths and likely different fixes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are recent loading regressions, but one is generic `remote_code` breakage and the other is a Kimi-K2.5 tokenizer codec issue; not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizers in v5, but the reported failures differ: a LlamaTokenizer pre-tokenizer override vs a DeepSeek-Coder v1 output regression. Too broad to treat as one bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same underlying docs cleanup: both report stale references to removed v5 pipeline tasks in documentation, and one docs-fix could plausibly cover both." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a model-specific weight-tying bug; the other is a general `from_pretrained` buffer regression. Different mechanisms and fix scopes." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different AutoModel failures: composite multimodal config unwrapping vs remote-code `config_class` lookup. Same API surface, different root causes." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility theme: both reports are the loading path passing an unexpected kwarg into object construction, causing TypeError failures." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both mention loading/training compatibility, but one is Qwen3Moe with FineGrainedFP8Config and the other is a bitsandbytes `_is_hf_initialized` constructor mismatch. Different bugs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both concern model/tokenizer loading, but one is remote-code breakage and the other is missing `config_class` on `AutoModel.from_pretrained`. Not the same defect." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs a low-level fbank feature helper issue; related area, but not clearly the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA effectiveness and the other is a missing flag on a trust-remote-code model. Different fixes." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different validation/parser issues." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging under GAS. Different code paths and symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated errors: a custom trainer signature mismatch vs a tensor/mask shape IndexError." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but they reference different Qwen variants and different missing components (`all params` vs `language_model`). Similar class, not same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes; both are checkpoint-loading issues, but not the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading reports, but for different models and likely different parser/pretokenizer problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/position-id instability vs a flash_attention `s_aux=None` crash. Same broad area of attention code, different bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video regressions in v5.3.0, but one is a broad family regression and the other is a specific StopIteration in Qwen3-vl-embedding; not enough evidence they are the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The titles are near-identical shape-mismatch errors, but without evidence they share the same exact reproducer or root cause, I would not merge them as duplicates." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading problems, but for different architectures (NemotronH vs Sam3Model) and different missing-weight behaviors." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different issues: DeepSpeed training `'weight' must be 2-D` vs image processor void segmentation maps." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different subsystems and symptoms." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support vs an autocast dtype mismatch on Phi-tiny-MoE; unrelated bugs." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3 init/BertModel out-of-bounds index vs torch 2.4.1 incompatibility; different failure sources." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5/VL internals, but one is rope-index scaling for still images and the other is uninitialized `inv_freq` after materialization. Different defects." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-MoE GGUF support vs Qwen3-MoE sliding_window behavior; separate changes." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Gemma4 PLE device mismatch with `device_map=auto`; same model family, different runtime issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about cluster-wide canonicals. The two accepted soft edges are plausible duplicate/mergeable bugfix pairs: the docs pipeline-removal issues and the shared `_is_hf_initialized` loading TypeError theme. The rejected pairs are also appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 6, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "d66605d3b49029924fcc0cb5e640e944c9a2882bdb72a1846b2481d9de7d307a", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37776, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers regression reports with several false-positive similarity links. The only clear duplicate subthreads are the Transformers v5 non-persistent-buffer corruption reports, the SigLIP2 bad-output reports, and the custom-model-init regressions.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43644 is the strongest representative: it describes a concrete Transformers v5 regression, is specific enough to search, and has an almost identical duplicate (44534) confirming the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best overall issue fit because it most clearly captures a duplicated, concrete code-path regression rather than a model-specific symptom or a broader compatibility complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO3/BertModel index error vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated multimodal bugs: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different model paths and symptoms: AudioFlamingo3 track leakage vs Whisper empty transcription handling." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading bugs, but the underlying failures are unrelated: buffer corruption vs long OCR index error." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared bug: GGUF/gpt-oss support request vs Float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different loading problems: missing exported class vs meta-device loading breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues: Qwen3-VL video inference error vs MPS histogram not implemented for Int." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: Qwen3Moe FP8 failure vs meta-device loading issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization; one is just a notebook-specific phrasing." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures with different root causes and model setups." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen models, but the bugs are different: video StopIteration vs SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different incompatibilities: torch>=2.9 compiled flex_attention vs torch 2.4.1." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime problem vs GGUF gpt-oss support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different breakages: GenerationMixin import error vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different symptoms: Gemma4 device-map mismatch vs a torch version incompatibility claim." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different Qwen3-VL failures: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: add-new-model-like/tokenizer mapping issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: both describe bad/degenerate inference outputs for google/siglip2-base-patch16-224." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs long OCR index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the affected models and failure modes differ." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems: ZeRO3/BertModel initialization vs tokenizer mapping constraint." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: empty-sized tensor index error under ZeRO3 vs add-new-model-like mapping issue." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "No shared bug: offload/device_map loading issue vs mmap OOM workaround." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different root causes: tokenizer/model registration rule vs mask shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different areas: qwen3_moe LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is an inference-output regression and the other is a documentation/example mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical duplicate reports of the same Transformers v5 non-persistent-buffer corruption bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen failures with different triggers: CUDA assert on device mapping vs FP8 config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated bugs in different models: qwen3_moe LoRA incompatibility vs Gemma4 embedding resizing." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No overlap in root cause: Qwen3Moe FP8 vs Strix Halo mmap OOM." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but there is not enough evidence they share the same concrete bug or code path." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype-handling theme, but different APIs and symptoms: AutoModelForCausalLM loading vs from_config config-state staleness." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific failures: GLM5 issue vs Qwen3.5 flash-attention generation bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts stay conservative overall. The chosen canonical issue, 43644, is strongly supported by the near-identical duplicate 44534, and the other accepted pairs are plausibly same-bug pairs based on their titles. No clear overstatement or mergeability problem is evident here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 7, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "c609fe27b1fb0c60f073ebef8523bd3f288b572f3cf455327fda29c95ecae362", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bugs across different models, APIs, and failure modes. None of the soft-similar pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items describe separate bugs in different models and code paths, so there isn't one issue that subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global representative; the cluster is too heterogeneous for a single issue to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is ZeRO-3 loading of language_model and the other is save_pretrained key mapping for visual encoder; different code paths." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GraniteMoEHybrid method dispatch vs a broken Nemotron example." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is junk-filled non-persistent buffers; the other is Jupyter custom model initialization. Same release, different bugs." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offloading, but one is Qwen3 MoE training memory usage and the other is quantization offloading behavior; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is a bad documentation example and the other is wrong outputs in AutoModel/pipeline." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resumption math is unrelated to SGD optimizer args not being used." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory regressions, but one is training memory efficiency and the other is int4 CUDA reserved memory/OOM." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash unit-test loading failures." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different load-time failures; no shared concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility on hf5.x is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "These are different Qwen-related load problems with different symptoms and code paths." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is just a model-specific issue; the other is a save/load regression for sinq-quantized models." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and model families." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 serve processor attribute error are distinct inference-stack bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar symptom around resize_token_embeddings, but different model architectures and target modules; not one concrete duplicate." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights passing _is_hf_initialized." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention, but one is packed-sequence/position_ids misuse and the other is an s_aux=None attribute error." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a vocab-size/token placement issue; the other is a failure to load a specific model. Different root causes." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are separate model implementations with different affected behavior." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/model loading problems are unrelated to GLM5." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 cross-track token leakage are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are different subsystems and bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but one is offloading behavior and the other is int4 reserved-memory growth leading to OOM." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to Qwen multimodal config unwrapping in from_config." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device model loading breakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen/Gemma model internals, but one is FSDP2 KeyError and the other is CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is quantization reserved-memory growth and the other is mmap-related OOM on Strix Halo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 8, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "535018b8c2d61493c0b1fabb2d7ca89d0a5683c1198f4d590bb0b2642985c401", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37585, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Nearly all candidate pairs are different bugs or different model-specific failures. The only plausible duplicate cluster is the `resize_token_embeddings` regression reports, which appear to describe the same embedding-propagation bug across model variants.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the cleanest generic report of the `resize_token_embeddings` regression affecting output embeddings; the related Gemma4/T5Gemma reports read like model-specific manifestations of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the most informative representative because it spells out the affected Gemma4 subcomponents (`embed_tokens_per_layer` and `output_embeddings`) while matching the same resize regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load failures, but they involve different models and different symptoms (`NVFP4` runtime error vs `MXFP4` falling back to bf16)." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model families and different bugs: a sparse-layer construction issue versus an FSDP2 `shared_kv_states` KeyError." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: AudioFlamingo3 track-leak during batched inference vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA/PEFT ineffectiveness and the other is about eval-mode incompatibility." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different underlying problems: `torch.device(\"meta\")` loading regressions vs disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: both report that resized embeddings are not propagated to output-related modules." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint-loading failure and a broken official example are related by topic, but they are not the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Completely different failures: an MPS `histogram_mps` implementation error versus a broken Nemotron example." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and symptoms: video-input regression in Qwen VL models vs strict-config loading failure for `granite_speech`." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training/runtime stability, but one is eval-mode checkpointing and the other is Qwen3.5 RLHF NaN explosion from SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: save/from_pretrained extra_state handling vs mmap/OOM behavior on a specific platform." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-model save/load, but one is a permissions propagation bug and the other is loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths and failure modes: flash-attention sinkless-model AttributeError vs Gemma4 FSDP2 KeyError." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different reports around model loading/save regressions, but they concern different models and different failure points." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer bugs, but the symptoms differ: BPE marker handling vs `continue_final_message` behavior for `mistral_common` tokenizers." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` regression pattern: one says output embeddings are not updated, the other says decoder embeddings are not updated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization under Transformers 5.0.0 is unrelated to `resume_from_checkpoint` max_steps calculation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: autocast dtype mismatch for Phi-tiny-MoE vs meta-device model loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading/tokenizer reports, but the affected models and symptoms are different." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different bugs in the save/load stack: notebook custom model initialization vs `extra_state` handling." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: missing Float8 storage type vs mmap-related OOM mitigation." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility is broader and different from the autocast dtype mismatch in one model." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Different problem classes: wrong token IDs for Granite models vs slower `convert_tokens_to_ids` performance." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion is not the same as CodeLlama leading-space encode/decode regression." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` failure and a general tokenization-change report are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but one is about `base_model_prefix` loading and the other about notebook-defined custom model initialization." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different behaviors: Whisper pipeline language return vs inconsistent `from_pretrained` usage inside Python classes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "No concrete overlap: PagedAttentionCache group-type crash vs a compile-time non-template-node TypeError." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "One is a Torch-version compatibility report; the other is a Gemma4 device-mapping forward-pass mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 compatibility and Mistral-3 image-preprocessor/model dtype mismatch are different failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are different underlying reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft-edge cluster is the resize_token_embeddings set, and those titles are close enough to support a duplicate/broader-bug grouping. The other pair rejections are generally cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 9, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:39404|issue:44912", + "issue:43425|issue:44918", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43582|issue:43632" + ], + "prepared_review_unit_hash": "925d468fbe0f69b386dd4e1cf4b3adf78c542505936c849290b930eae7cb04fc", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster. It mixes many distinct Transformers v5 regressions across tokenizers, model loading, quantization, export/compile, docs, and memory behavior, with little evidence that any soft pair is the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical duplicate: the issues are too heterogeneous to safely collapse into one source of truth.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the broadest representative of the cluster because it targets a generic Transformers v5 model-loading regression, which is closest to the dominant theme here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different API/task deprecations and do not describe the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in different areas: missing Float8 storage vs compile error on non-template nodes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "One is a torch.export/torch_compilable_check issue; the other is a Perceiver image-size/interpolation bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment are unrelated code paths." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are different regressions." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking in TRL are unrelated problems." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading for est-roberta are different issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but the T5 tokenizer method conflict and gguf_file handling are different bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model round-trip failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are different mechanisms." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The linked reproduction is not enough to show the same underlying tokenizer bug as continue_final_message." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures with different models and different failure points." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel indexing error is unrelated to flex_attention compile failures." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state handling and video-input regression affect different paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and the mistral regex patch crash are different tokenizer issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json and a DeepSeek-Coder tokenizer regression 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"issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model families and failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer initialization conflict and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image/text dtype mismatch and template-node compilation error do not share a code path." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like behavior and flex_attention compilation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss and Qwen3.5 PagedAttentionCache crash are different issues." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are separate regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 10, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "8745539349679b90b2aa163b3f3eb89ce9952ef957b67a7ff5810a7f9e284bd0", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "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": "This cluster is a loose mix of mostly unrelated Transformers issues. I found no soft-edge pair with enough evidence to treat as a duplicate; the audio and GGUF pairs look like plausible same-area similarities, but the packet does not show the same concrete bug or shared target/file path. Issue 43452 is the broadest representative issue, but only as a loose anchor, not a confirmed canonical duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical issue is strongly supported by the packet. If one representative issue is needed, 43452 is the broadest GGUF-loading report, but the cluster does not provide enough evidence to elevate it to a true canonical duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the best representative issue because it spans the broadest loading failure description in the set: GGUF breaks for both AutoTokenizer and AutoModelForCausalLM from_pretrained. It is still only a representative, not a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/quality regression versus runtime post-processor update after special-token changes; same NLP area, different bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different failure modes; no shared concrete code-path evidence." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different bugs in the same broad inference area." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention tracing/compilation, but the reported errors point to different code paths and different failure mechanisms." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and multimodal iterable-dataset behavior are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model init in notebooks; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Dependency/backend composition and BACKENDS_MAPPING lookup failure are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling is distinct from empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the packet only supports a broad same-area similarity; the specific crash conditions differ and there is no shared target/file evidence." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with different models and different reported errors." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failures and mistral_common continue_final_message handling are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer constructor conflict and custom model initialization breakage are separate regressions." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-loading related, but 43452 is a broad from_pretrained breakage while 43482 is a model-specific v5 loading failure; the packet gives no stronger linkage than title similarity." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are different loading paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different invalid-method failures with different model contexts; same broad theme is not enough." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same loading theme, but different models and no evidence of the same root cause." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask behavior are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading regressions with different symptoms; no shared code-path evidence." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compilation is distinct from StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model init and non-persistent buffer junk are different concrete problems." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and a Mistral regex AttributeError are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 quantization/config failure and init_empty_weights unexpected-argument failure are separate regressions." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and a wrong return type from StaticCache.get_seq_length are different problems." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is unrelated to the OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict and MobileLLM key-error loading failure are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and Qwen2.5-VL rope-index scaling are model-specific regressions with different symptoms." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single mismatch from padding-mask support is not the same as DAC.from_latents versus forward mismatch from missing STE." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model size mismatch are unrelated model issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too confident for the evidence in the packet. In particular, both accepted soft edges (44206\u219444220 and 43452\u219443482) are only supported by title-level similarity; the packet gives no stronger linkage such as shared targets, filenames, or explicit issue links, and both are marked deterministic_accept=false in the packet. The GGUF pair especially is overstated as the \u2018same regression\u2019 rather than a plausible same-area similarity. Please keep soft-edge verdicts more conservative and avoid calling them duplicates unless the packet clearly supports it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 11, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:35707|issue:40444", + "issue:41553|issue:43582", + "issue:43482|issue:43525", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "f4b0d4fab61f39cfb4ffa8fb12afaef1d8f250aae93b6a5f633c6ddf6e473f29", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35622, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab-bag of distinct Transformers v5 regressions and model-specific loading/runtime bugs, especially around tokenizers and multimodal models. The only clear duplicate-like pair is the Qwen3.5 save_pretrained regression reports.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45812 is the strongest anchor: it describes a broad, clearly framed v4\u2192v5 tokenizer regression affecting all Granite models and already has inbound references, so it best represents the tokenizer-regression subgroup in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative issue overall because it is broad, regression-focused, and high-signal compared with the many narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related model failures, but one is a segmentation fault on Llava Next loading and the other is a video-processing ValueError in Qwen3OmniMoe; different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading failures, but one is a tokenizer AddedToken argument conflict and the other is a model load failure for physical-intelligence/fast; no evidence they are the same defect." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "These are different quantization/runtime failures: FineGrainedFP8Config for Qwen3Moe versus missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related multimodal/Qwen regression area, but one is a broad video-input regression across several models and the other is a specific still-image temporal position_id scaling bug; not clearly the same underlying issue." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression: incorrect checkpoint output, with 45357 narrowing it to incorrect visual encoder keys in the same save path." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is loading a specific tokenizer and the other is a performance slowdown in convert_tokens_to_ids; different bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer class-name conflict and Qwen3 auto device-map CUDA assert are unrelated failures." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "One is a Qwen3-MoE sliding_window bug, the other is a strict-config loading issue for granite_speech; different problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk initialization are unrelated transformer v5 regressions." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and noisy loading logs are not the same bug or change." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated model-specific issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is an iterable-dataset multi-image finetuning failure and the other is a rope-index temporal-position scaling bug; not the same defect." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are separate subsystems and failure modes." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs being wrong and CodeLlama round-trip space stripping are distinct tokenizer bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and mmap/OOM on Strix Halo are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT adapter loading are different code paths and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading-log noise and a tokenizer load failure for EMBEDDIA/est-roberta are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being unusable in eval mode is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but multi-GPU training and multi-image iterable-dataset finetuning failures are different problems." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language-model benchmark and Whisper batch_decode skip_special_tokens behavior are not the same issue." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different defects." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and missing BOS/EOS insertion for a specific tokenizer are different tokenizer bugs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized regression and non-persistent buffer junk initialization are separate v5 problems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer Voxtral error messaging and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model-loading bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and missing BOS/EOS insertion for a specific tokenizer are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, identifies the Qwen3.5 save_pretrained pair as the only clear duplicate-like match, and uses issue 45812 as a plausible broad canonical anchor because it is regression-focused and has inbound references. The soft-edge rejections stay conservative and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 12, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:41720|issue:45081", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "aebea4de0432910f8f32ba179da72cd10b0841d51eeb19e6944e7b482d07d961", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with two plausible duplicate pairs in Qwen2.5-VL video position handling and SigLIP2 correctness. No PRs were present.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43493 is the best root-cause-oriented anchor: it describes the SigLIP2 HF-vs-JAX implementation discrepancy, which cleanly subsumes the downstream 'nonsensical results' symptom reported in 43994.", + "canonical_pr_reason": null, + "best_issue_reason": "43493 is the strongest triage target because it is specific to a concrete model/code path, frames the underlying correctness problem rather than just a symptom, and is the clearest candidate for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention bad offloading/memory behavior, but one is a device-map/quantization loading failure and the other is a Qwen3 MoE training memory-efficiency issue; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow backend packaging, but the concrete failures differ: missing TF in the torch extra vs tensorboard-only installs triggering an undefined backend error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument handling are different code paths and symptoms." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 degenerate training and single-label classification zero-loss are distinct training bugs with different causes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal behaviors; same broad area, but not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json being ignored and Granite token IDs being wrong are related to tokenization, but they point to different failure modes and likely different fixes." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing and Sam3Model text-encoder loading are unrelated model-specific regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping is unrelated to the Mistral tokenizer regex/backend_tokenizer crash." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA encoder issues and Qwen3.5 save_pretrained visual-key serialization are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related at a high level, but one is MIMI encoder padding-mask support and the other is Gemma3 sliding-window all-padding NaNs; not the same underlying change." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading regressions, but one centers on base_model_prefix handling and the other on custom model initialization; too broad to treat as one bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk initialization and ModelOutput key assignment are different internal regressions." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated issues." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures with torch_compilable_check and dtype mismatches in bfloat16 inference are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-position/rope-index regression: wrong temporal/vision position_ids for video inputs in transformers 5.3.0." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL multimodal inputs, but one is multiple images per prompt in finetuning and the other is video position_id scaling; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness regression: one reports HF vs JAX implementation divergence, the other reports nonsensical outputs from the same model family, plausibly the same fix." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and dtype mismatch in bfloat16 inference are unrelated regressions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position_ids are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope/position-id scaling are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during empty-weight init is unrelated to strict config rejection for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading with quantization and tokenizer changes across versions are not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers compatibility are separate environment/model-loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export/exportability failures are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it stays conservative, correctly notes that all items are issues (no PRs), and the two accepted pairs are the only ones that look plausibly duplicate from the titles alone. The reject verdicts are also appropriately cautious and do not overclaim sameness where the titles suggest different bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 13, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42796|issue:44977", + "issue:40990|issue:42947", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "ad01bf96174247725518f433a5c417059e30c898373ce1741f5f58c667da9f6e", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches: the items span many unrelated bugs across tokenizers, multimodal processors, quantization, loading, offloading, and training. Only the quantization/offloading pair looks plausibly like the same underlying defect.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the only plausible umbrella duplicate target because it matches issue:43317's quantized/offloaded model-loading failure on the same code path; the rest of the set is too heterogeneous to share one canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue anchor because it is open, broad, and aligns with the one credible duplicate edge in the set (43317).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different audio-model problems: sampling-rate defaulting in chat templates vs PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: high perplexity on a language model vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different causes; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to a device-mapping CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset behavior is a different processor issue from generation with inputs_embeds and caches." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying failure in a multimodal config is unrelated to a torch.compile/SDPA model failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio models, but one is CPU-offload device mismatch and the other is DAC latent/STE behavior; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match a finetuning failure on Qwen2.5-VL iterable multi-image batches." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the models and failure modes differ; not one concrete bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer conversion slowdown are unrelated changes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and distinct token-ID/special-token behavior." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag on a different model." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and dtype mismatches in inference do not describe the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe quantization/offloading failures during model loading with device_map/offload; they plausibly share the same root cause." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "A batching/padding-mask discrepancy in MIMI is unrelated to a Perceiver non-default-resolution failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying problems and packed-weight unpacking during accelerate loading are different code paths and failures." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Language-model perplexity on WikiText-2 is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are different regression classes." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime problem is unrelated to a Qwen3 MoE FP8 config failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are distinct config bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfaults and sinq save/load breakage are unrelated model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction and a missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/runtime failures, but they involve different models and failure mechanisms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure for glm-4v-9b is unrelated to tokenizer loading regressions for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as a T5 apex RMSNorm memory leak." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairings are clearly heterogeneous by title, and the lone accepted edge (issue:43317 \u2194 issue:43873) is a conservative match between quantization/offloading loading failures. No soft-edge verdict appears overstated, and there are no PR-pair mergeability concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 14, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:26413|issue:28530", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "39b33881b4556ce825ba876af083a01a129797481cc3d25e89fb69e94fb2c273", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers issues; several are superficially similar around tokenization, loading, offloading, or model-specific regressions, but none look like true duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45701 is the broadest and most reusable regression report in the set: it captures version-driven tokenization behavior changes, which is the closest common theme among the tokenizer/loading-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best anchor because it is broad, clearly framed, and has inbound references, making it the most useful representative for the small tokenization-related subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization/save_pretrained regressions, but one is about tied lm_head weights and the other about visual encoder keys; different concrete bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but the failures are different code paths: auto device mapping/assertion vs flash-attention generation." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwargs and a 3d_parallel launch failure are unrelated issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API kwarg mismatch and Qwen3Moe FineGrainedFP8Config failure are different bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape handling is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is strict config loading and the other is tokenizer loading for a specific model; not the same defect." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and early-stopping metric lookup are distinct trainer behaviors." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is too different from a generic tokenization regression to treat as the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both concern Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batching and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantized offloading behavior and mmap OOM on Strix Halo are different memory-management problems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking in BitNet are unrelated model-loading/compile bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping assertion and inability to run 3d_parallel.py are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype propagation in Blip2 is unrelated to checkpoint resume max_steps calculation." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 are different serialization/model-wiring bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device/compile behavior, but the concrete failures and code paths differ." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer access regression is not the same as a broad tokenization-behavior change; they overlap only loosely." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model loading, but one is a v5 initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs and an image processor/model resolution mismatch are different bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are unrelated forward-pass failures." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution issues, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model offload loading failure are not the same underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve, but one is a continuous-batching multimodal input handling bug and the other is a missing processor attribute." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are both filesystem-related but distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different parallelism/device-placement failures; not a duplicate." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric detection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and kernels import/revision-version requirement are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different tokenizers and different task paths; not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 15, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:30064|issue:34634", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43388|issue:45059", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:45357|issue:46402", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44625|issue:45479", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "b2995d1b83e384ff7937d38d4db05a6b6148b2b927f3fec4387311e2a2ea9c7c", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of Transformers issues spanning tokenizers, configs, multimodal loading, training, quantization, offloading, and docs. None of the soft-edge pairs look like the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is a good fit here: the cluster is too broad and the soft pairs are mostly adjacent-sounding but materially different defects.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue in this set because it has the broadest cross-cutting loading/offloading/quantization theme and relatively high discussion/inbound activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT Fast label reduction bug vs GLM-4v model loading failure; different models and failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer custom loss signature regression vs Qwen3 device-mapping CUDA assert; unrelated code paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency vs GPTNeoX rotary_pct reload bug; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure vs Llava Next segfault; different models and causes." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection issue vs void segmentation-map processing failure; unrelated training vs image-processing bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; no shared code-path bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation bug vs Qwen3VL weight_only load error; different multimodal loading problems." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs T5 tokenizer special-method conflict; both tokenizer-related but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs BigBirdTokenizer special-token registration bug; unrelated subsystems." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading memory behavior vs T5 apex RMSNorm memory leak; different root causes and code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Bark CPU offload device mismatch vs BitNet packed-weights loading issue; both around loading, but distinct failures." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 quantization OOM regression vs tokenization changes across versions; not the same underlying issue." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs docs mentioning removed pipeline tasks; documentation-only issues with different scopes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing vs Bark voice_preset handling; different processors and bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes; not a duplicate." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading; different model/load paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics last-batch label truncation vs SAM3 text+box behavior; unrelated training utility vs model interaction." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs from_config not unwrapping multimodal text_config; both Qwen-related, but different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning vs undefined video-branch variables in multimodal token counting; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch vs BigBirdTokenizer mask-token registration; different components and symptoms." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming inference failure; different APIs and failure modes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating vs generation with inputs_embeds/pkv; no shared underlying defect." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 save_pretrained key mismatch vs Sam3Model text encoder weights loading; both model I/O, but distinct bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 device mapping CUDA assert; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping bug vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "ScandiBERT loading failure vs tokenizer loading regression for est-roberta; separate model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs Float8 storage lookup error; different failure surfaces." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation bug vs zero-loss classification bug; related to labels, but not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init restriction vs Qwen3.5 num_labels propagation; unrelated configuration issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 16, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:44987|issue:45042", + "issue:46655|issue:46693", + "issue:39692|issue:44610", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45759|issue:45923", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "bbf4a3036b5cc109d3867edd4c8654804364492c3ec55726658b8317d05c0590", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37055, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. Only two soft edges look like true duplicates: the Qwen2_5_VLProcessor padding=False crash, and the HF_HUB_OFFLINE tokenizer/cache regression. The rest are different bugs in different code paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44843 is the strongest canonical issue here: it names a concrete tokenizer offline-mode failure, identifies the specific code path (_patch_mistral_regex / model_info), and is more diagnostic than the broader cache-failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best standalone issue in this set because it is specific, actionable, and tied to a clear root cause and reproduction surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different problems: one is non-persistent buffer initialization, the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: image resolution handling vs dtype mismatch in inference." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken argument error is unrelated to loading a specific model from the hub." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient explosion are unrelated training issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading from the hub is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc example/model mismatch and quantization errors are unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and save/load token ID loss are different tokenizer configuration bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to the T5 Apex RMSNorm leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter checkpoint loading and sinq quantized save/load breakage are different persistence paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to a fused RMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash, just reported twice." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to custom model initialization in Jupyter notebooks." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading regression; 44843 gives the concrete cause in _patch_mistral_regex/model_info, while 42886 is the broader symptom report." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness and T5 decoder-input validation error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are different tokenizer bugs." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config handling is unrelated to a trust_remote_code capability flag." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline behavior is unrelated to CamemBERT masked-LM predictions." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation example/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading is unrelated to offloading with quantization." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL vision_position_ids." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token handling is unrelated to LayoutLMv2Tokenizer padding/truncation crashes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/codec topics, but they describe different failures and are not clearly the same concrete bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regex regression is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to BitNet packed-weight loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted pairs are well-supported by their titles and issue descriptions, and the remaining rejections do not overclaim duplicate status. The canonical/standalone issue choice for 44843 is also reasonable based on specificity and diagnostic detail." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 17, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43596|issue:44220", + "issue:43618|issue:43697", + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44186|issue:44898", + "issue:44220|issue:44661", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45183|issue:45479", + "issue:44485|issue:44509", + "issue:43322|issue:45685", + "issue:43388|issue:46032" + ], + "prepared_review_unit_hash": "9e8faafaa7d3c55e2690566576454c24cf28fcfb817c2cd1acc980cfc9eb0427", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the items cover unrelated bugs across tokenizers, vision/multimodal models, configs, docs, and generation/runtime regressions. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the artifacts do not describe one shared bug and span multiple unrelated subsystems and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failures in different models: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related but the bugs differ: Qwen3OmniMoe input processing ValueError vs Qwen3.5-9B chat-template token/feature count mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated regression types: processor.tokenizer/images API breakage vs a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths and symptoms: SDPA/torch.compile crash vs config save/load losing custom token IDs and causing generation IndexError." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer constructor argument collision vs a model loading failure for cjvt/sleng-bert; not the same underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different regressions: Qwen2.5-VL video position ids bug vs a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel initialization IndexError vs an audio fbank feature extraction issue." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions field regression is unrelated to RTDetrV2 producing different outputs in v5." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Different loading problems: base_model_prefix handling in Transformers 5.0 vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different tokenizer/storage issues: BigBirdTokenizer special-token registration vs DAC.from_latents not matching forward without STE." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig.from_pretrained with trust_remote_code missing fields." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-related but the bugs differ: LayoutLMv2Tokenizer crashes on NER/batched padding vs Perceiver non-default resolution classification failure." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs add-new-model-like failing for models already in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Smollm3 RoPE layer-dropping behavior." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and mechanisms: torch.compile with SDPA on Bamba vs DAC latent decoding mismatch from missing STE." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer regex logic, but one is offline model_info() access in _patch_mistral_regex and the other is a backend_tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated model/runtime failures: Qwen3 auto device mapping cudaErrorAssert vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal failures: video input ValueError in Qwen3OmniMoe vs Gemma 3n forward path tensor/name collision causing AttributeError." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one concerns trust_remote_code missing fields and the other strict config blocking granite_speech; not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image Processor void segmentation map failure is unrelated to CustomTrainer.compute_loss() receiving an unexpected num_items_in_batch argument." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different loading/template failures: AutoImageProcessor from URL vs a template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors and Kosmos2.5 long OCR index error are separate problems, not duplicates." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different output regressions in different models: Pegasus v4/v5 output mismatch vs CamemBERT masked LM prediction errors." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "These are different validation bugs: wrong XOR error messaging for input_ids/inputs_embeds vs zero-loss classification when num_labels=1." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still listing removed pipeline tasks." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime issues: Llava Next loading segfault vs MPS histogram not implemented for Int in moe path." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/inference bugs: gather_for_metrics dropping tuple labels vs Mamba2Mixer use_cache producing incorrect results for seq_len > 1." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 18, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:43950|issue:45987", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:45987|issue:46192", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "ed41ef1380c9793e725f2af008e774e5b172713532613ec96e942e169ed08615", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35834, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft pairs share broad themes (tokenizers, loading, video inputs, dtype issues) but not the same concrete bug or mergeable code change, so I would not consolidate any of them.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated regressions and the soft-linked pairs are mostly broad-topic similarities rather than true duplicates.", + "canonical_pr_reason": "No pull requests are present in the provided set.", + "best_issue_reason": "No single issue is a strong global representative because the cluster is not actually one duplicate family; any choice would be arbitrary.", + "best_pr_reason": "No pull requests are present in the provided set.", + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different bugs: one is a dtype mismatch between image preprocessor and model, the other is a Gemma3n forward variable-name collision causing an AttributeError." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading-related regressions, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading failure; not the same code-path bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after special-token alignment is unrelated to Kosmos2.5 long OCR input index errors." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device-mismatch with CPU offload is a different failure mode from bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset breakage is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is a loading-state bug; StaticCache.get_seq_length returning a Tensor is an API contract issue." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "These are different video/OCR regressions affecting different models and failure points." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect error message about translation tasks, the other is a SigLIP2 inference/surrounding pipeline failure." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "A dtype mismatch in BLIP2 loading is not the same as Video-LLaVA missing temporal attention and shared weights." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-9B video/chat-template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both mention token handling, but one is runtime special-token post-processor updates and the other is Whisper batch_decode ignoring skip_special_tokens; different components and fixes." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "A weight_only loading error for Qwen3VL is not the same bug as flash-attention generation issues in Qwen3.5." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure for a specific model is unrelated to kernels v0.15 breaking transformers.pipelines import." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific missing-helper regression; 45020 is a broad umbrella over remote_code breakages, so they are not clearly the same concrete bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor/mask shape mismatch is a different failure from trainer.evaluate breaking after trainer.train()." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input problems, but they affect different model families and different mechanics (processing failure vs vision_position_ids regression)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatch issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different bug from dtype mismatches." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They are both tokenizer-related, but one specifically reports extra space after an added token while the other is a broad slow-vs-fast inconsistency claim without the same concrete symptom." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "These are related to v5 pipeline removals/docs, but one is an error message and the other is stale documentation; not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different loading pathways with different failures." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return-type contract and return_tensors being ignored are unrelated API bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization, but Jupyter custom-model initialization and from_pretrained inside Python classes are different contexts and failure modes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Incorrect CamemBERT masked-LM predictions are not the same as a generic tokenization-change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype-loading problems are unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install is unrelated to the Mistral regex patch crash during tokenizer loading." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are entirely separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 19, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43526|issue:43697", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:42175|issue:46291", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "831fce02edb8acbf1627be97f6cf344302a36b2de01db941e4698320fb24ad68", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they mention similar APIs or subsystems, but the concrete failures and code paths are different. I found no clear duplicate cluster, so there is no strong canonical issue/PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated tokenizer special-token registration bug vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to CUDA AMP loss crashing." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to DAC latent/STE mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL loading error and Qwen2.5-VL rope-index scaling are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4 processor _tokenizer error are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error for Gemma 4 and the other is continue_final_message behavior." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a mistaken internal weight tie and the other is a config warning during LoRA fine-tuning." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug vs stale auto_mappings config references." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model load KeyError is not the same as broad remote_code breakage." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output drift are different model/processor issues." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is unrelated to quantized loading fallback on git-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Non-template-node compile error is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT processor label bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but gguf_file regressions and a specific tokenizer load failure are not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of one earlier issue is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue is unrelated to multimodal token counting in the video branch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig save/load token-id loss are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error is unrelated to evaluate-after-train behavior." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same as Jupyter custom model initialization breakage." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo input-size mismatch are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging extras missing TensorFlow backend is unrelated to kernels version/revision requirements." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model warning and Qwen3 MoE loading/conversion are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 20, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43650|issue:43906", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:43606|issue:45859", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:43404|issue:45127", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "cf5f09cd249adcd9f4297c8aba03c6fd1db9ee52c307744cb381cee53e2bb33e", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35134, + "estimated_input_tokens": 8784, + "estimated_eval_tokens": 17824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated closed issues spanning loading, cache, tokenizer, multimodal, and model-specific regressions. None of the soft-pair candidates look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43749 has the strongest triage signal in this set (highest discussion/inbound reference activity) and is a broad infrastructure/loading regression, so it is the best single anchor even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the most representative high-signal issue in the group for cluster-level triage, but it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths and symptoms: GraniteSpeech PEFT local-checkpoint loading vs Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the affected models and likely root causes differ: int4 quantization reserved-memory growth vs Sam3Video memory exhaustion." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and regressions: GLM-4.7-Flash loading test failure vs Qwen3.5 flash-attention generation problem." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is missing fields from trust_remote_code AutoConfig and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both involve audio processors, but apply_chat_template sampling-rate defaults and batch_decode skip_special_tokens are separate functions and bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern exception handling, but they hit different components: tokenizer protobuf decode import vs FuyuBatchFeature tensor conversion." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The first is an undefined-variable bug in multimodal token counting; the second is a broader video-input regression across Qwen VL models." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures: Qwen3 MOE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No relation: placeholder issue text versus an isolated reproduction of an older issue." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-token counting helper bug is not the same as incorrect batched video processor output shape." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures on different models: FineGrainedFP8Config on Qwen3Moe vs key error loading MobileLLM-125M." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but one is a bark-small device mismatch and the other is a Qwen3_5Moe rotary embedding compatibility issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is mmap-related OOM on Strix Halo; related theme, but not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting is unrelated to a perplexity regression on gpt-oss-20b." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: init_empty_weights constructor argument breakage vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas entirely: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model families and failures: tied lm_head bug in AyaVision vs dtype propagation issue in Blip2." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors: special-token insertion vs codec/warning handling." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different symptoms and subsystems: DiaConfig save/load token IDs vs MXFP4 quantization fallback to bf16." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels v0.15 import-time requirement changes." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "No shared underlying bug: loading failure for physical-intelligence/fast vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tying embeddings, but one is a specific Mistral3 lm_head tying bug and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regression types: RTDetrV2 output changes in v5 vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 21, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:44479|issue:46693", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:43317|issue:45538", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:27957|issue:28282", + "issue:43540|issue:44479", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "ddf7fad77b5503672dbe045243901d6c7d5ed2b89ab59b5e678cc97a8b50d0e8", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated regression/load-error reports. The only strong duplicate-like overlap is the Qwen video-input regression pair, where one issue is a broad umbrella and the other is a specific manifestation.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the best umbrella issue here: it describes the broader Qwen video-input regression in v5.3.0, and issue:45381 reads like a concrete instance of the same bug (wrong vision_position_ids for qwen2.5-vl video input).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most suitable cluster anchor because it is concrete, broader than the narrow follow-up report, and directly captures the shared video-input regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: missing PyTorch vs a Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 loading vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Different areas: DeepSpeed ZeRO3 deque error vs PEFT version bump issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP is not the same as TrainerState token-count tracking." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility and kernels revision handling are separate problems." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention regressions, but one is Qwen video-input handling and the other is FA2 long-context performance." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: backend dependency packaging vs missing Qwen2.5-VL class import." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-related, but the concrete bugs differ: AddedToken duplication vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError on a specific model load vs unexpected init_empty_weights argument handling." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon allocator TypeError are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype state, but one is BLIP2 loading and the other is from_config/config staleness." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized device_map offload failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as a broad tokenization-change report." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert and Qwen3OmniMoe video-input error are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but in different Qwen model families and different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token handling and LlamaTokenizer pre-tokenizer override are distinct regressions." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Strong overlap: both describe the same Qwen2.5-VL/Qwen video-input regression in v5.3.0, with 45381 appearing to be a specific manifestation of the broader bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLM-Roberta is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related theme, but different models and different video-processing failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue and a specific model-load failure are not duplicates." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: zero probabilities vs non-default-resolution Perceiver failure." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion and Smollm3 RoPE-layer issues are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState metric updating and custom compute_loss signature mismatch are separate trainer API issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights loading TypeError and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading breakage are different regressions." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication is a different tokenizer bug than the Mistral regex patch crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and stays conservative overall. The only accepted duplicate-like pair, issue:44479 and issue:45381, is supported by the titles as the same Qwen2.5-VL/video-input regression family in v5.3.0, with 44479 plausibly serving as the broader umbrella. The rejected soft pairs are explained with appropriately cautious distinctions, and the summary does not overstate the level of duplication beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 22, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:43756|issue:46399", + "issue:44568|issue:46491", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43906|issue:46693", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:44625|issue:44877", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:24643|issue:29127", + "issue:28282|issue:32090", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:28282|issue:33357" + ], + "prepared_review_unit_hash": "d7990b5e4854a601c53cd28a92855ad3b11cc1f461bba43f8be6ee5d1f3bf893", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly distinct bugs with only superficial overlap in areas like tokenizers, rope/config handling, loading, and dtype/device behavior. None of the soft pairs look like true duplicates or a single mergeable fix.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest and most representative regression report in the set: a v5 AutoTokenizer bug affecting multiple model families with a clear, concrete symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the best combination of scope, clarity, and practical triage value as a cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device-placement bug vs T5 decoder-input validation message; unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch RoPE, but one is missing layers in Smollm3 and the other is a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: BOS/EOS insertion vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error on load vs missing Float8 storage type; unrelated failures." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE-related behavior, but the bugs are model-specific and the failure mechanisms differ." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency issue vs Mistral tokenizer regex patch crash; different subsystems." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different mismatch scenarios." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an earlier issue; the other is a broken official Nemotron example with no clear match." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Released-version dependency bump vs stale auto_mappings config references; different maintenance problems." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs AutoImageProcessor URL loading; no shared underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Isolated reproduction issue vs FA2 long-context performance regression; different symptoms and paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet rotary CPU allocation bug vs flash_attention None handling bug; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight tying bug vs StaticCache return-type contract bug; separate code paths." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a gguf_file regression and the other is a specific model not loading; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss bug; different layers and behavior." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs strict config rejection for granite_speech; both config-related but distinct." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key bug is unrelated to the AutoTokenizer token-ID regression." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs long-context generation performance regression; not the same issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload bug vs JSON list type error in rope validation; related domain, different defects." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure vs Perceiver interpolation failure; different models and bugs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained regression; unrelated changes." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity issue; not duplicates." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-missing ImportError vs Trainer broadcast TypeError; different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is generic remote-code config loading and the other is a specific Qwen3_5MoeVisionConfig field being dropped." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder validation error; unrelated model families and code paths." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch vs MacOS bus error on CLIP; completely different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 23, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43531|issue:43742", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:44479|issue:44625" + ], + "prepared_review_unit_hash": "7bb5456b658eee46344e9872b8b9eaf704821973cf42a4156d4f81ab8beb208e", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36906, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of mostly unrelated issue reports; none of the suggested soft pairs look like true duplicates or the same underlying change. The most concrete tokenizer-specific report is the best anchor, but the cluster overall is not cohesive.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43653 is the most self-contained and actionable report here: it describes a specific tokenizer special-token registration bug with a clear user-visible failure and CI signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43653 is a strong representative issue because it is narrow, reproducible, and likely to map to a single fix path, unlike several broader regression or compatibility reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied-weights behavior, but one is about inconsistent serialization by device and the other about translation-model issues in v5; different symptoms and likely different code paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Both mention IndexError-like failures, but one is a DeepSpeed ZeRO-3 loading crash and the other is trainer state/evaluate behavior after training; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other about AutoTokenizer calling model_info offline; both touch loading, but they are distinct failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both involve model loading/training regressions, but one is auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading; unrelated code paths." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "One is an MLukeTokenizer AttributeError on tasks, the other is AutoTokenizer failing to load a different tokenizer class; same area, different tokenizer and failure." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model loading/saving state, but one is unexpected position-id keys and the other is sinq quantized models breaking after save/load; not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token decode issue and the other is an MLukeTokenizer task AttributeError; different models and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "One is DAC.from_latents vs forward mismatch, the other is Whisper batch_decode skip_special_tokens handling; both are decoding-related but not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision model inference regressions, but one is SigLIP2 nonsensical outputs and the other is Perceiver resize/interpolation failure; different architectures and bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "One is a Gemma 4 processor import problem from mistral_common, the other is a Windows/ROCm torch.distributed dependency issue; unrelated failures." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions involving model/processor behavior, but one is zero probabilities for SigLIP2 and the other is processor.tokenizer/image handling breakage; not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate/train state issues and Gemma4 PLE device-mismatch during forward are different problems in different subsystems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "One is a future v5 tokenization-space cleanup behavior change, the other is a CodeLlama encode/decode leading-space regression; both tokenizer-related but not the same issue." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency errors, but one is about tensorboard without TensorFlow and the other is tensorflow_text not in BACKENDS_MAPPING; distinct package/backend plumbing." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both involve processor/tokenizer regressions, but one is custom model code using processor.tokenizer/images and the other is Kimi-K2.5 codec handling plus warning text; different defects." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but BigBird mask-token registration and mdeberta-v3 BOS/EOS addition are separate tokenizer implementations and likely separate fixes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a key error when loading MobileLLM-125M are unrelated model/configuration bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is gguf_file breaking loading APIs, the other is Blip2 dtype propagation; no shared underlying code path beyond general loading." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype placement and RTDetrV2 output divergence are unrelated model-specific regressions." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "One is an offline-mode failure in AutoTokenizer's Mistral regex patching, the other is tokenizer loading failure for a specific model; same surface area, different root causes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP RAM-efficient loading are different breakages with different lifecycles and code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error with a CLIP community model are not the same bug; one is behavior mismatch, the other is a crash." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-implementation issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated; one is math/scale, the other is an external dependency leak." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token special-token registration and DiaConfig custom token ID persistence are both token-related, but one is tokenizer metadata and the other is config save/load behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are both generation/cache issues, but they target different mechanisms and model code." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and version-dependent tokenization changes are different classes of bug; no clear shared code path." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and divergence from remote DeepSeekV3 implementation are unrelated model behavior issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about default max_shard_size and an AutoProcessor kwargs-passing bug are unrelated API issues." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression in multiple Qwen VL variants and num_labels propagation in Qwen3.5 are different configuration/inference problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 24, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46693", + "issue:43643|issue:44561", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:44514|issue:45290", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44977|issue:46209", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43452|issue:44451", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "9d1ad7904d27e5277531a1ddac4524250287d6fe4b3ce49eb707a067dc3a777c", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37376, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct bugs/regressions across different models, loaders, and runtime paths. No soft pair looks like the same underlying fix, so all soft edges are rejected.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 33666 is the broadest, most discussion-heavy item here, but it is not truly duplicate with the rest of the cluster; it is only the least-specific representative.", + "canonical_pr_reason": null, + "best_issue_reason": "33666 is the best issue representative because it captures a general multi-GPU training problem and has the strongest evidence of being a recurring user-facing topic, even though it does not subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a GPU mixed-length batching issue and the other is a classification-head checkout/init problem; different failure modes and code paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Completely different subsystems: torch.compile/SDPA model forward bug vs tokenizer/task AttributeError." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and a GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is a distributed-training bug, but not the same as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation internals, but one is KV-cache continuation indexing and the other is beam-search cache reorder skipping for certain model classes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward inconsistency and flash-attention generation breakage are different bugs with different triggers." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-map/cuda assert on A800 is unrelated to chunked generation output inconsistency under compiled forward." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a model checkpoint key error is not the same as failing to load an image processor from URL." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but one is tied-weight serialization variance by device and the other is quantized-sinq persistence failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset loading for BEiT semantic segmentation is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different bugs: BEiT preset loading vs Bamba torch.compile SDPA failure." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation correctness/performance issue and long-context FA2 performance regression are not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code ecosystems, but one is missing fields in AutoConfig and the other is removal of a helper breaking model code." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading and processor output size mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues in different model/runtime paths." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and DiaConfig token-ID persistence bug do not share the same underlying fix." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and config token-ID loss are different classes of bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is batched padding=False handling and the other is assistant tool-call/no-content handling." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is not the same as CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch at eval and auxiliary-loss normalization are unrelated model issues." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness issue is not the same as failing to import Trainer because of datasets." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-tokenization regression are different processor bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as a deeper HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and FP8 B200 inference failure are distinct hardware/runtime problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4 multimodal and a PEFT minimum-version bump are not duplicate bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks generic AutoTokenizer/AutoModel loading, while ScandiBERT load failure is a model-specific regression." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are pad-token config regressions, but they affect different fields and different config classes, so they are not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and sinq quantized save/load breakage are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 25, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:44849|issue:46209", + "issue:44568|issue:46489", + "issue:44488|issue:44843", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43278|issue:43701", + "issue:44849|issue:45357", + "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43257|issue:43299", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43606|issue:44112", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:44493|issue:46285", + "issue:44464|issue:46424", + "issue:43504|issue:43653", + "issue:45200|issue:45229", + "issue:43572|issue:44291", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "2b7d12b0e9a3e8ee99d96b34c8ef30df2f02125f822474c5d483dbd992f4ce26", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37453, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity set, not a duplicate set. Most pairs are only thematically related (tokenizers, configs, multimodal loading, CI, or performance regressions) but describe different code paths and failure modes, so I would reject every soft edge.", + "confidence": 0.8, + "canonical_issue_reason": "No single issue is a safe canonical duplicate anchor here; the items span unrelated bugs across tokenizer behavior, config migration, multimodal loading, CI failures, and memory/device issues.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be picked, issue:45812 is the broadest and most central tokenizer regression, with multiple inbound references; however, it still should not be treated as a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error in a CLIP model; completely different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue vs return_tensors handling in multimodal kwargs; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Dtype change in evaluation vs ZeRO-3 gradient growth; different symptoms and likely different causes." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs DeepSpeed training instability; unrelated subsystems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Broken documentation example vs regression in processor.tokenizer/custom image passing; distinct issues." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure on B200; different model classes and code paths." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and do not look like the same underlying defect." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure vs offline-mode hub call in mistral regex patch; not the same root cause." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training request; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression vs tied-weight serialization inconsistency; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization regressions, but one is mDeBERTa special-token behavior and the other is Granite token IDs; not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss vs MLukeTokenizer AttributeError; different models and failures." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug vs incorrect visual encoder keys on save_pretrained; not the same issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Failed janus image generation test vs an unreleased PEFT version bump; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure vs CPU offload device mismatch; different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B TP OOM vs PEFT version pin problem; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate+DeepSpeed conversion issue vs dev regression loading Qwen3VL MoE; similar family, but different failure paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Missing storage object in FP8 path vs flash_attn import KeyError on Python 3.13; not the same defect." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL vs missing pad_token_idx in StableLmConfig; both config regressions, but different models and fields." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload mismatch in bark-small vs stale GraniteSpeech device override test; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "pad_token_id missing in Qwen3-VL vs from_config not unwrapping text_config for composite Qwen 3.5/3.6; related area but different root cause." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class vs FP8 storage lookup failure; unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings vs CLIP text-model structure change; different models and APIs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs cache max length behavior; not the same change." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy field load failure vs BigBirdTokenizer mask-token special-token registration; different tokenizer/model bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Training-time mm_token_type_ids defaulting issue vs multi-GPU inference OOM; distinct problems." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument with init_empty_weights; different migration issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during multi-GPU inference vs device mismatch during forward; not the same failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after align_special_tokens; unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient anomaly vs inability to load Phi-4 multimodal model; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs vs unexpected position-id keys across many models; not the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 26, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43450", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:43873", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824" + ], + "prepared_review_unit_hash": "788ef56a0c035bf5361f26818196d3328529a13301b5f23c6b47d9987afb5c1b", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated runtime bugs across tokenization, loading, serving, attention, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43295 is the strongest representative because it describes a concrete regression in a public multimodal API with a clear user-facing failure mode, which is more general than the many highly model-specific reports in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best standalone issue for the cluster: it is a clear regression, easy to reproduce, and broadly relevant to custom model code using processor/tokenizer APIs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization-related behavior, but one is about offloading with quantization and the other is save/load breakage for sinq; different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different failure modes and code paths: flash-attention sink handling versus quantized model serialization/loading." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLflow job status reporting are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and an OOM on GPT-oss are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency bug versus Trainer broadcast NoneType error; no shared underlying defect." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Generic compile error versus a Python 3.13 import-utils KeyError; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but a dummy Conv2d implementation issue is not the same as a memory overflow report." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and TrainerState token counting are different subsystems and bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they hit different endpoints and different root causes." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export support for GeneratorExp is unrelated to SigLIP2 zero probabilities." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and rope-validation TypeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and composite Qwen config unwrapping are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import name regression and meta-device model loading breakage are different problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression versus batched video shape bug; not the same underlying change." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only fine-tuning defaults and Gemma4 PLE device mismatch are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding versus return_tensors being ignored are different tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement and return_tensors argument handling do not share a code-path bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo processor image-size mismatch are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in a specific model and gradient inflation under ZeRO-3 are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import related, but they concern different backend registries and different errors." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug versus TP/OOM on Qwen2-57B-A14B-Instruct are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output bug are different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad token regression and loading failure for physical-intelligence/fast are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config default missing pad_token_idx and meta-device loading failures are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and different modules." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 27, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:45381|issue:46209", + "issue:39692|issue:46192", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43950|issue:46285", + "issue:42915|issue:43824", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:44898|issue:45412", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:44479|issue:46192", + "issue:43388|issue:43526", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "e7e3c9a4884c4ef2326401db760bd726fb9fc1330b91374daadd0a35113a2cf1", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35333, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous; the soft-paired issues mostly share only broad subsystem keywords (tokenizers, chat templates, vision/video, model loading) rather than the same underlying bug. I would not merge any of the proposed soft edges. As a representative issue, #44521 is the strongest active, user-facing bug report in the set, but it is not a duplicate of the others.", + "confidence": 0.33, + "canonical_issue_reason": "#44521 is open, well-discussed, has multiple inbound references, and describes a concrete user-facing failure with a clear repro path. It is a good representative of the cluster's general multimodal regression theme, even though the cluster itself is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best issue to keep as the cluster representative because it is active, specific, and broadly impactful. The other issues are mostly unrelated model-specific regressions or docs/loading quirks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "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 with tool-call assistant messages. Different failure modes and likely different fixes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/lm_head behavior, but #44466 is a serialization/device-dependent save issue while #45127 is LoRA merge collapse after extending vocab. Not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated problems: local-path import warning vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different domains and failures: qwen2.5-vl vision_position_ids bug vs FP8 inference failure on B200." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is unexpected zero probabilities on a specific checkpoint and the other is a broader HF-vs-JAX discrepancy. Similar area, not clearly the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype drift in evaluation vs memory inefficiency during Qwen3 MoE training are different issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer adds extra space after added token is unrelated to embedding reinitialization after resize when tie_word_embedding is false." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP model structure inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a missing Qwen2_5_VL import are separate model/loading problems." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage for AutoTokenizer/AutoModel is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id on different configs, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek detokenization regression." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure and RT-DETR memory release issues are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape regression are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model-loading failures for different speech models; no evidence they share the same underlying bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale generate warning about num_return_sequences." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue and qwen2.5-vl rope/position_id scaling issue are different multimodal bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression for Qwen multimodal models is unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components: gather_for_metrics tuple truncation vs BeitImageProcessorFast reduce_labels returning one label." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs cleanup items about old pipeline arguments, but they concern different APIs and are not the same concrete change." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model failures: auto device mapping cudaErrorAssert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to a missing import_utils helper for Falcon Mamba." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss float16/CUDA crash are different bugs in different models/components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 28, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45459", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44514|issue:44521", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:45290|issue:46326", + "issue:43335|issue:45083", + "issue:46431|issue:46566", + "issue:43335|issue:44112", + "issue:45127|issue:45245", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:45588|issue:45859", + "issue:45200|issue:45588", + "issue:34689|issue:35141", + "issue:45459|issue:46234" + ], + "prepared_review_unit_hash": "0b5205ead8bdf393691cf500bceccdc22969fe0d3df43c4ae79cdbc6628cfc96", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37645, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items span many unrelated Transformers bugs and regressions. I found no true duplicate pairs here, so this cluster should not be merged aggressively; one chat-template issue is the closest representative, but the set is heterogeneous overall.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 44521 is the closest cluster representative: it is user-facing, has multiple inbound references, and covers a broad chat-template failure mode. That said, the overall set is too diverse to have a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best single issue to anchor the cluster because it has the most visible impact and the strongest cross-link signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer config creation vs Bamba torch.compile/SDPA failure; different model and different bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs qwen3_omni_moe length helper behavior; unrelated code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model construction, but one is composite Qwen text_config unwrapping and the other is CLIP class structure drift; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LASR feature extractor crash on unsupported arg vs Whisper empty-transcription generation bug; different components and symptoms." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP float16 crash vs D-FINE auxiliary-loss omission; distinct issues in detection models." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero probabilities vs RT-DETR memory leak on deletion; unrelated failure modes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import key error on Python 3.13 vs Windows/ROCm torch.distributed import problem; different dependency issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper; unrelated subsystems." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration; no shared underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType TypeError; different runtime paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA compile failure vs GraniteSpeech stale device override CI test; not the same code-path problem." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing internal flash-attention symbol vs Torch 2.10 compatibility; related to versioning, but not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading regression vs Qwen3-VL weight shape mismatch; different loading failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift vs recurrent-state reset with cache; unrelated model behaviors." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are from_config-related, but one unwraps text_config for multimodal configs while the other leaves config.dtype stale; separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config creates sparse layer vs Beit pretrained preset legacy-field load failure; different models and causes." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API family, but one is a batched padding=False crash and the other is zero assistant_masks for multimodal input; not clearly the same defect." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model vs qwen3_omni_moe feature-length helper bug; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/evaluate dtype mismatch vs pipeline translation-task error message regression; different concerns." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading vs stale device override CI test; not the same underlying issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 box validation message clarity vs Trainer broadcast TypeError; completely different bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Tool-call assistant message crash vs continue_final_message tokenizer behavior; same area, but different failure conditions and not one fix." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation vs qwen3_omni_moe helper output lengths; unrelated." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template guard vs DiffusionGemma meta-device loading problem; different components." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Configuration bug in SwitchTransformers vs GraniteSpeech CI test instability; no shared code-path." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab vs category-cardinality runtime limit; unrelated model logic." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config vs D-FINE denoising/aux-loss behavior; different subsystems." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "flash_supports_window_size import regression vs missing HybridCache export; both import-related, but not the same symbol or fix." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs Qwen3_5Moe rotary embedding CPU offload incompatibility; distinct MoE/attention issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma mm_token_type_ids defaulting bug vs flash_attention sink-less model crash; different APIs and causes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression vs post_init reinitializing output embeddings after resize; separate loading/training bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking without protobuf vs missing import_utils availability helper; unrelated import/util issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both hit apply_chat_template, but one is a batched padding=False crash and the other produces empty assistant masks; too different to merge." + }, + { + "left": "issue:43825", + "right": "issue:44521", + "accept": false, + "reason": "Translation-task error message regression vs all-zero assistant masks in multimodal chat templates; different user-visible failures." + }, + { + "left": "issue:46326", + "right": "issue:46431", + "accept": false, + "reason": "continue_final_message bug in mistral_common tokenizers vs missing chat template on processor; separate validation/templating issues." + }, + { + "left": "issue:44206", + "right": "issue:45290", + "accept": false, + "reason": "Unsupported center arg in feature extractor vs assistant message tool-call crash; unrelated code paths." + }, + { + "left": "issue:44743", + "right": "issue:45759", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 cache handling vs from_config text_config unwrapping; different aspects of model wiring." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 29, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43819", + "issue:43854", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:42490|issue:43854", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:44617|issue:46697", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:27957|issue:34689", + "issue:40444|issue:43526", + "issue:43278|issue:43329", + "issue:44977|issue:45229", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:10000|issue:15354" + ], + "prepared_review_unit_hash": "2dfc36d2b7bbc86e54a0a02457a096d09bfbe30ea58cc8872d0e90c937fd8d60", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with one clear duplicate pair: the two Qwen3.5 MoE `from_pretrained` reports. The rest describe different models, subsystems, or failure modes and should not be merged.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45920 is the broadest, most central regression report in the set, affecting many model families and attracting inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue to keep because it captures a broad, user-visible tokenizer regression rather than a narrow one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different loading bugs: local-path trailing-slash import warning vs a specific unit-test model loading failure." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example errors in SigLIP2 are unrelated to BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths and symptoms: DAC latents mismatch vs position-id key issues during model loading." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both involve training startup, but the concrete failures are different and not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same model family, same version gate, and identical `from_pretrained` error report; these look like duplicate reports of the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR padding overrun in the image processor." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are different failures in different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and regression types: Pegasus generation changes vs DeepSeek tokenizer output changes." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 docs example issue is not the same as a broad position-id key warning across many models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor argument and Gemma4 device-map mismatch are unrelated bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and distributed broadcast NoneType errors are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is not the same as removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they are different models and distinct failure mechanisms." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatches are unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType GPU broadcast and MacOS bus-error CLIP loading are different runtime failures." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as unexpected position-id keys in loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to Qwen2-57B-A14B-Instruct OOM during tensor-parallel loading." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are different multimodal code paths." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "A broad tokenizer regression is not the same as `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failures are unrelated model-specific issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and Llama 3.2 Vision loading failures are different problems." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal finetuning with iterable datasets is unrelated to a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to undefined video helper names in `_get_num_multimodal_tokens`." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different symptoms with different likely fixes." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError from scripted model import is not the same as a missing decorator registration error." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "These are unrelated legacy issues: German DistilBert model error vs GeneratorExp unsupported by `torch.jit.script`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:45920 is a broad tokenizer-regression report, and the only clearly duplicate-looking pair is the two identical Qwen3.5 MoE `from_pretrained` issues (45310/45478). The remaining soft-edge rejections are conservative and consistent with the titles/body signals provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 30, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46209" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:43278|issue:43381", + "issue:43746|issue:46209", + "issue:44857|issue:45588", + "issue:44561|issue:44779", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:42490|issue:43873", + "issue:45588|issue:45823", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43278|issue:43575", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:43653|issue:44743", + "issue:43412|issue:45588", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:45372|issue:45406", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "05039e81b6c4dc1ebab974092e803c2fad35a008511bd0ed159d6c24ceba2e8c", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36809, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A heterogeneous cluster of unrelated issues spanning tokenizers, loading, quantization, training, attention, and docs. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate target stands out; issue 43873 is only the broadest active report with the most discussion/inbound references, so it is the least-bad placeholder representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative by activity and breadth, but it should not be treated as a duplicate anchor for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about preserving custom token IDs while the other is about loading the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient-checkpointing disallowed in eval are unrelated failure modes." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are different model/runtime paths with no shared concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention s_aux=None crash affect different code paths and symptoms." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a DeepSeek tokenizer regression; not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "ImportError for flash attention utils and missing tensorflow in the torch extra are unrelated packaging/import problems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast and Adafactor OOM in deepspeed are distinct runtime problems." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/quantization, but one is offloading with quantization and the other is Gemma4 multi-GPU OOM; different underlying bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE divergence from remote are unrelated issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regressions, but one changes Pegasus generation output while the other is device-dependent lm_head.weight serialization." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Gemma4 multi-GPU OOM are different models and different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS insertion bug and Gemma3 NaN embeddings with sliding-window attention are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime problems." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation failure; the other is a stale warning in paged generate(). Different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure from mistral_common and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype switching and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a CLIP model and SigLIP2 docs/example issues are not the same underlying bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and FuyuBatchFeature's bare except swallowing errors are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation bug are different model-specific issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure and Qwen3.5 recurrent-state reset with cache are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export failure and flash_attention s_aux=None crash are different subsystems and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-param list validation TypeError are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer/model bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 processors, but one is an import/dependency problem and the other is a missing _tokenizer attribute in serve; not the same concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are different quantization issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 31, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43653|issue:44442", + "issue:45491|issue:46693", + "issue:45372|issue:45459", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:27957|issue:29942", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:43421|issue:45491", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43526|issue:45834", + "issue:44442|issue:45072", + "issue:43526|issue:46693", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:46121|issue:46399", + "issue:45250|issue:46640", + "issue:27957|issue:29127", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "e5cbd5a3cd2786f584ef2029dd73aabdcfad6753c7df7052d2a54cf92afb7350", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37438, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a broad mix of unrelated issues; the soft-similarity links are mostly superficial title overlap rather than true duplicates. No PRs are present. If forced to pick a representative issue, the RT-DETR memory-leak report is the clearest concrete bug.", + "confidence": 0.21, + "canonical_issue_reason": "issue:45412 is the most concrete, well-scoped bug report in the set, with reproducible behavior (models not releasing memory) and follow-up discussion/inbound references. There is no strong evidence of a single thematic cluster, so this is only a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45412 is the best standalone issue because it describes a specific failure mode with clear user impact and likely actionable debugging value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error handling with missing protobuf is unrelated to leftover dummy classes and repo hygiene." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as void segmentation map processing in an image processor." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "A feature extractor crash from an unsupported argument is different from a Qwen video-input regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 implementation divergence are separate model-specific correctness issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer scaffolding in Sam3PixelDecoder is not the same as RT-DETR memory not being released." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and AutoTokenizer loading of FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from all-padding windows are a correctness bug, while the other issue is a performance regression." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "mistral_common import failure for Gemma 4 processor loading is unrelated to protobuf-dependent tokenizer error masking." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "A hard runtime limit on categories is not the same as a stale warning in paged generate()." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is a different issue from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure around torch_compilable_check is unrelated to save_pretrained/tokenization failures in Wav2Vec2." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "A clearer LayoutLMv3 error message is not the same as a MacOS bus error in a community CLIP model." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are related only at a broad subsystem level, not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory not being freed and sam3-litetext memory overflow are distinct memory problems in different model paths." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsense outputs and RT-DETR memory retention do not share the same code path or failure mode." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3 implementation divergence is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on loading a model is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different tokenizer/model behaviors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A trailing-slash local path import warning is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM on tensor-parallel load and increased reserved CUDA memory under int4 quantization are different memory issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "A label-reduction bug in BeitImageProcessorFast is not the same as a Kosmos2.5 OCR index error." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and dtype mismatches in bfloat16 inference are separate problems." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "reduce_labels returning the wrong shape/value is unrelated to long-context Flash Attention 2 performance regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Incorrect SigLIP2 model outputs and sam3-litetext memory overflow do not indicate the same root cause." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/image-processing bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation with JSON-loaded lists and Qwen3.5 kernel registration errors are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both Flash Attention 2 titles, but the reports are too generic to treat as the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window issues are different model-loading/runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 32, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:27957", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:27957|issue:33290", + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44514|issue:45381", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:45325|issue:46697", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43873|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:43931|issue:45216" + ], + "prepared_review_unit_hash": "c58e63def289462090fda04f675929e213cf19659ceff7fe4c15d72e710a2446", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes unrelated bugs across loading, generation, audio/video processors, quantization/offload, and docs. I found no soft pair that clearly looks like the same underlying bug/change; most are only loosely similar by subsystem or model family.", + "confidence": 0.16, + "canonical_issue_reason": "If one issue must represent the set, 43646 is the broadest regression-style report and the most generic user-facing breakage. That said, the cluster is not actually cohesive, so this is a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single representative because it is the most general and broadly framed failure among these issues. It is still not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Different problems and code paths: Flash Attention support for XLM-Roberta vs OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Both involve model internals, but one is a CLIP forward-output regression and the other is a Qwen3.5 MoE rotary/offload incompatibility." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: optimizer memory use vs model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different bug classes: optimizer OOM vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding behavior and the other is wrong video position IDs; not the same concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: flash_attention sink handling vs stale auto_mappings references in CI." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer memory issue vs TrainerState token counter not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization offloading." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Both are user-visible regressions, but one is Qwen3.5 flash-attention generation and the other is a categories cardinality limit error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio processing, but apply_chat_template sampling-rate defaulting and a feature extractor center-argument crash are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom initialization breakage vs a model-specific post_init policy issue; not the same fix." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification padding/interpolation failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue vs DeepseekV3MoE behavior divergence; different code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path slash warning is unrelated to Qwen3.5 cache-state reset." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different mechanisms and versions; too broad to merge." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug vs tokenizer class loading failure; no shared underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing import_utils helper; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer-loading regression and zero-loss classification bug are not the same underlying issue." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling bug vs Swin2SR over-padding bug; different processor/model paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config/API discrepancies, but Gemma3TextConfig inconsistency and missing Llama4Config pad_token_id are distinct schema issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Model post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs documentation still referencing removed pipeline() APIs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-flag construction bug vs list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both concern outputs, but hidden_states being None and ModelOutput key assignment are different defects with different fixes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offload behavior and Gemma-3 eos_token_id configuration are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression vs attention-kernel divergence under torch.compile are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization bug vs gather_for_metrics label truncation bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3/VL save-load behavior, but one is weight-shape mismatch on loading and the other is incorrect save_pretrained output; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 33, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:44464|issue:46421", + "issue:43575|issue:43742", + "issue:25251|issue:28282", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46170" + ], + "prepared_review_unit_hash": "94bb14fd24884230321cbed183e04c11f8ab20fd1f40b125d3aee64d8c7902ad", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36503, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a duplicate set. The soft pairs mostly share broad themes like loading, config, or runtime regressions, but they point to different code paths and different models/APIs, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the broadest and most central loader/regression report in the set, with active discussion and multiple inbound references, while most other issues are narrower, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest representative issue overall because it is open, actively discussed, and describes a general from_pretrained/save_pretrained custom-module loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different bugs: FSDP CPU RAM-efficient loading vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related reload issues, but the symptoms and fields differ: missing fields from trust_remote_code vs rotary_pct resetting on GPTNeoX reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: DebertaV2 import/JIT parsing on Python 3.13 vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failures in different subsystems: a model-loading regression vs a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in FuyuBatchFeature are not the same underlying issue." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but one is quantization-specific dequantized save failure and the other is wrong custom module selection after save_pretrained/from_pretrained." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA output differences are different problems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are distinct runtime problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both involve generation/compilation performance, but one is inconsistent chunked generation outputs and the other is spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific loading failures: tensor-parallel OOM vs key error on MobileLLM-125M." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing transformers.onnx are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure on Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility function in import_utils and kernels v0.15 dependency/version requirements are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as checkpoint resume key mismatches." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a regression in custom model code accessing processor.tokenizer; the other is an incorrect pipeline error message about translation support." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length handling for DeBERTa-V3 is unrelated to the transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression and Gemma eos_token_id inconsistency are different multimodal/config issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after align_special_tokens are separate bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch affect different models and paths." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backends dependency omission for pip install '.[torch]' is unrelated to the Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and junk-filled non-persistent buffers are different issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id configuration mismatch is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature and Trainer import failure caused by datasets are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage and GPTNeoX rotary_pct reload behavior are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained loading and an unrecognized model/config error are both loading-related but not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are different model-specific problems." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare-except error swallowing in FuyuBatchFeature is unrelated to the Windows ROCm torch.distributed dependency/import issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 34, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43404|issue:43441", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:43352|issue:46640", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43673|issue:44743", + "issue:44792|issue:45600", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:46082|issue:46697", + "issue:35141|issue:42490", + "issue:43761|issue:44242", + "issue:43931|issue:44060" + ], + "prepared_review_unit_hash": "088643272ab78ea51a03e33b53301fa69adbb03f75db3e98fc4fe375f0c5f881", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35137, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad keywords (cache, loading, flash attention, processor, etc.) but not the same concrete bug or fix path. No PRs are present. I\u2019d treat issue 45698 as the best representative issue only because it has the most activity and inbound references, not because it duplicates the others.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 has the strongest signal in the set (highest discussion activity, inbound refs, and an open regression around from_pretrained/save_pretrained custom-module loading), so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most central/active item in this collection and is the only one with broad follow-on discussion and references; it is the best issue to anchor the cluster despite the cluster\u2019s overall heterogeneity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/path behavior, but one is a local-model trust_remote_code path collision and the other is max_cache_length handling in quantized cache; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Image-size mismatch in OmDet-Turbo processor vs memory overflow in sam3-litetext; unrelated symptoms and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is tied lm_head weights and the other is Flash Attention support; not the same underlying fix." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No concrete overlap: one is a vague data request, the other is a Gemma pipeline roundtrip tokenization bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failures: CLIPVision hidden_states regression vs Qwen VL video-input regression." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One is a dummy Conv2d in Sam3PixelDecoder, the other is Sam3Video OOM; different problems." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but they are different models and different failure modes (ValueError vs batched chat-template crash)." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge/collapse with tied embeddings is unrelated to mm_token_type_ids defaulting in Gemma 4 fine-tuning." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Training/metrics issues in different subsystems; one drops last-batch labels, the other misnormalizes auxiliary loss." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Config attribute rename (`pad_token_idx`) vs backend registration error (`tensorflow_text`); not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is a model-specific unsupported feature warning and the other is a generic flash-attn issue; insufficiently specific." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils helper for falcon mamba availability." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both touch model loading, but one is a legacy preset field for Beit segmentation and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and behaviors: janus image-generation test failure vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is GenerationMixin chunked_prefill cache and the other is Qwen3.5 recurrent state reset; not mergeable as one bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure and Sam3LiteText auto_mappings CI break are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch vs Sam3 video encoder output missing an attribute; different layers and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in config and sliding_window behavior in Qwen3-MoE are separate configuration issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script is unrelated to loading a multimodal Phi-4 model." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are reload/regression style issues, but one is non-persistent buffer initialization and the other is GPTNeoX config persistence; different fixes." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are completely unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding reinit during post_init is unrelated to local-path trailing-slash import warnings." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False are different model/subsystem bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch during loading vs Qwen3-Next tied-weights warning; related model family but not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 35, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:43673|issue:46421", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43644|issue:44913", + "issue:44479|issue:44734", + "issue:43335|issue:44855", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44077|issue:44877", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:43335|issue:44190", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:45127|issue:45357", + "issue:44779|issue:46489", + "issue:43526|issue:46697", + "issue:39692|issue:44190", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:44521|issue:45381", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "61bee999a2346d7069cf4531606447d9ac9b124ff366c88becd02394af4ab969", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35825, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports; there is no strong overall duplicate cluster. The only plausible duplicate-like pair is the DeepSeek tokenizer regression pair (44779/46489).", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because most items are unrelated. If one representative is needed, issue 46489 is the best anchor for the only clearly related topic: the DeepSeek v5 tokenizer regression with an explicit link to an incomplete prior fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46489 is the most actionable representative for the only meaningful duplicate candidate: it is specific, concrete, and explicitly ties the regression to PR #44801\u2019s incomplete fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failures: Python 3.13 torch.jit parsing error vs flash-attention sink handling crash." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError while loading from cache; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is docs stale after pipeline removal; the other is a runtime correctness issue with SigLIP2 outputs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and symptoms: Sam3Video OOM vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one reports a missing cache in v5.0.0 and the other spurious recompilation from lazy init; not clearly the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is unrelated to Whisper generation failing on empty transcription." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both are multimodal/video-related in a broad sense, but one is a Qwen2.5-VL position-id bug and the other is Sam3-lite text memory overflow." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs GPTNeoX rotary_pct reload bug are different configuration/state issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: a video-input regression for Qwen models vs a serve KV-cache indexing crash." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer construction bug in SwitchTransformers is unrelated to DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "No shared underlying bug; one is a missing import from image_utils, the other is a Qwen chat crash." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different errors and domains: Qwen3 device-mapping cudaErrorAssert vs category-count limit in dataset/processing." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but they are different models and different strictness/optional-field problems." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are unrelated model/processor issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and local dataset loading failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing related, but they affect different models and different bugs (vision_position_ids vs padding calculation)." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same family name does not imply duplicate: one is video OOM, the other is litetext memory overflow, likely different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with tied embeddings is unrelated to Qwen3.5 save_pretrained visual encoder key serialization." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe DeepSeek tokenizer regressions in v5+, and 46489 explicitly says the issue is a gap in PR #44801\u2019s fix, making them the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding bug are unrelated image-processing issues." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation/example failures are unrelated to local dataset loading in a training example." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale GraniteSpeech device override test and the other is broken auto_mappings references to removed configs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template are not the same as wrong vision_position_ids in Qwen2.5-VL video inputs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and serve KV-cache continuation indexing are different failures in different paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only accepted duplicate-like pair, issue:44779 with issue:46489, is well supported by the shared DeepSeek tokenizer regression context and 46489\u2019s explicit reference to a gap in PR #44801. No other pair is overstated as a duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 36, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44898", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44898|issue:46697", + "issue:44246|issue:45003", + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:43643|issue:44496", + "issue:27957|issue:35141", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:45083|issue:46506" + ], + "prepared_review_unit_hash": "75907eed1a521c5bbf14185da9f7d709515064f57a52b971a0a70b5807d7b248", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: mostly superficially similar Transformers issues, but the soft pairs describe different bugs, code paths, or model families. I would reject all soft edges as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical representative; the cluster spans unrelated import errors, model-specific regressions, and notebook/CI bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different failure modes: Python 3.14 import/load problem vs missing TensorFlow backend when installing the torch extra." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Different API paths." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: gemma4 resize_token_embeddings/output embeddings vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import_utils availability symbol." + }, + { + "left": "issue:44898", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processing bugs in different models: Perceiver interpolation vs Swin2SR over-padding." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing issue vs unsafe sys.modules access in modeling_utils; not the same code-path bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct config-validation problems." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant_mask generation in apply_chat_template." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; not the same broken loader or code path." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs stale auto_mappings references to removed configs; distinct failures." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency complaint vs generic dependency issue; too broad and not the same underlying defect." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device override test in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code missing fields and unrecognized-model/config.json model_type errors are different config-loading failures." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention2 support for XLM-Roberta is unrelated to post_init reinitializing embeddings when resizing token embeddings." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained regression are different model-specific serialization/training issues." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2.5 VLImageProcessor export vs missing AutoImageProcessor import; different symbols and fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The 'ADD THE DATA' issue is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports: Qwen2.5 image processor export vs layer_type_validation from configuration_utils." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer access error is not the same as CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup bug vs a notebook syntax error; not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization with None is unrelated to Qwen3_5MoeVisionConfig dropping a field." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization after resize_token_embeddings are different code paths." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError for AutoModel is unrelated to the tied-embedding reinit bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs max_cache_length only honored for Quantized Cache are related to caching broadly, but not the same concrete defect." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references in auto_mappings are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs fbank feature extraction bug; no shared underlying issue." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length calculation behavior in qwen3_omni_moe is unrelated to CPU/CUDA numerical differences in PPDocLayoutV3." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 37, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:39692", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44496|issue:45759", + "issue:44792|issue:46424", + "issue:46123|issue:46369", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:43299|issue:45357", + "issue:44779|issue:45812" + ], + "prepared_review_unit_hash": "5d0bbfd109ca3a0e5f079c34c3144fbc69a98435fbf2da0c64ca0072f986c0e3", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, model-loading, cache, attention, docs, and regression reports. I do not see any pair that describes the same concrete bug/change, so no soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the issues are mostly unrelated and do not form a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for deduplication purposes; the cluster does not cohere around one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs: multimodal processor/tokenizer regression vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem vs failure loading a specific model." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention/PyTorch, but one is a compile failure on torch>=2.9 and the other is a version-check/import bug; not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction bug vs pipeline docs mentioning return_all_scores." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading error vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals fails vs Ministral-3 flash-attention failure; different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue vs D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill bug vs ANSI escape codes in loading_report." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for text-classification pipeline vs model/config loading error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Specific Python version incompatibility vs generic dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are in flash_attention, but one is a Ministral flash-attention crash and the other is an s_aux=None AttributeError for sink-less models." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword argument conflict." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config error vs AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache max length only honored for quantized cache." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch is_last bookkeeping bug vs SAM3-lite-text memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5-VL import vs nonexistent image_utils import; different symbols and paths." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant_mask generation bug vs FA2 long-context performance regression." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too vague and not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize bug vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 use_kernels registration/decorator crash." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT minimum-version bump to an unreleased version." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation issue vs Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored vs Qwen warning about tie_word_embeddings; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors vs pipeline docs mentioning return_all_scores; both docs-related but different topics." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression for multimodal custom code vs Deepseek tokenizer output regression." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs unrelated placeholder issue titled 'ADD THE DATA'." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import missing vs broad import errors after an update; not the same concrete failure." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim rejection vs from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:45357", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression vs Whisper generation failure after align_special_tokens." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression vs Granite tokenizer ID regression; different tokenizer/model families and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 38, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43650|issue:46209", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:43723|issue:44162" + ], + "prepared_review_unit_hash": "dd48051f5f41812d33b4127dd8e7f9b8bb2d431dfb4df6a178a068772e455f29", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items span unrelated bugs, regressions, docs, and dependency issues. I rejected every soft edge as a false match.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44261 is the clearest standalone bug report: it names a specific code path (MLA q_a_layernorm), a concrete missing-config cause, and a measurable user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs and code paths: MoE load-balancing loss vs Gemma 4 text-only mm_token_type_ids defaulting." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code regressions are unrelated subsystems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL MoE loading vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Separate config bugs: Phi4Multimodal default sub-config initialization vs Llama4 missing pad_token_id." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No shared underlying bug; one is an \u0905\u0938\u094d\u092a\u0937\u094d\u091f data request, the other is FP8 inference on B200." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings behavior are distinct issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different model/pipeline problems: video processor lookup vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 flex_attention failure is unrelated to TensorBoard-installed-without-TensorFlow backend errors." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is repository tokenizer file selection and the other is a Mistral regex/backend attribute crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: Ministral FlashAttention vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and missing ReasoningEffort import are separate bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE training-loss behavior." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are different code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but OOM with Adafactor and double optimizer.step() are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different components: MLA layernorm epsilon handling vs GlmMoeDsaIndexer split outputs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different stages/problems." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI-ish, but they concern different files and defects." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the reported slowdown after upgrading Transformers." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package extra missing TensorFlow backend and Python-version compatibility are different dependency problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: CamemBERT masked-LM predictions vs Deepseek tokenizer output correctness." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to SigLIP2 model output quality." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Model-specific FlashAttention regression and torch>=2.9 compiled flex_attention failure are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 breakage are different underlying problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 39, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46665" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:46291|issue:46399", + "issue:43525|issue:43881", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:42886|issue:46132", + "issue:44336|issue:46424", + "issue:43550|issue:46506", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "93c60e3cd7c321bc86474df588fbfacdfb11e7c1f8b4f0eb9f6889c863adae3b", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36587, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated import errors, model-loading bugs, tokenizer/cache issues, docs, and test/utilities problems. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative; the cluster is too heterogeneous, so any choice would collapse distinct bugs into one bucket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs an intermittent import-time performance complaint; different problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "One is a kernels dependency/version import failure; the other is a Qwen3.5 registration/decorator crash. Different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model families and failures: Llama4 missing pad_token_id vs GLM-4V loading failure." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Tensorboard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device-mapping forward mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL symbol import failure is not the same as a Python version compatibility break." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel branching bug vs ANSI codes in loading_report; unrelated subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4 pad_token_id attribute error vs trust_remote_code missing fields; distinct config-loading issues." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug vs a wrong docstring; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility break are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs a missing TensorFlow backend error; different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-performance complaint is unrelated to an unrecognized-model/config.json loading error." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs stale generate() warning; different test/runtime behaviors." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs from_pretrained behavior inside Python classes; unrelated state bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash is unrelated to the Qwen3.5 use_kernels registration bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are different model-training conditions, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA hf4.x vs hf5.x incompatibility and the other is a sliding_window loading issue; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs Gemma-4 zero3 from_pretrained failure; different mechanisms." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code terminal output bug vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time performance issue is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs AttentionInterface.register changing function behavior; different areas." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache max length semantics are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors vs _torch_extract_fbank_features audio bug; different pipeline paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL import symbol failure vs huggingface_hub is_offline_mode import failure; different missing names/packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache import failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 40, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:43540|issue:46655", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:44561|issue:46399", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44038|issue:46506", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "ea83c22ef4215f75f17a1ee1c4959938dbafd06bcd66ed1fe4e1c52899f7b0a3", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (video, cache, config, DeepSpeed, embeddings) but not the same concrete bug or code path, so none should be merged as duplicates. The strongest standalone issue is the Qwen2_5_VL/Qwen3_VL video regression, which is broad, actionable, and clearly scoped.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the broadest and most concrete bug report in the set: it describes a specific v5.3.0 video-input regression across several Qwen VL variants with a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best representative issue because it names the affected model families, version range, and regression class clearly, making it the most useful anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs: tokenizer output mismatch vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5, but the failures are different code paths: CPU offload rotary embedding vs kernel registration for apply_rotary_pos_emb." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated topics: sys.modules access in modeling_utils vs pytest-xdist file race in testing utilities." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a tensor-indexing crash in /v1/responses continuation and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing issues, but they affect different models and different failure points (Qwen3OmniMoe input processing vs SmolVLM padding calculation)." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a Zero3 deque underflow." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Video-related, but not the same bug: Qwen VL video regression across several models vs SmolVLM padding error." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Different areas: chunked_prefill cache handling vs removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated: model config loading failure vs sys.modules access issue." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but distinct problems: missing output attribute vs memory overflow." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model and loss bugs; no shared concrete code path." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated model breakage: ESM2 regression vs Gemma 4 multimodal token IDs defaulting." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Different failure modes: position_ids buffer access error vs general slowdown after upgrade." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen 3.5/3.6 composite configs, but one is a missing strict-serialized field and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to import performance." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Different regressions: removed helper breaking remote-code models vs missing decorator for Qwen3.5 kernel registration." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they involve different models and different strict-config behaviors." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug is unrelated to tokenization changes across versions." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed Zero3 deque issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing Qwen2.5 VL processor is unrelated to DeepSpeed Zero3 with BertModel." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different models and problems: Qwen3-VL-Moe bug vs CPU/CUDA result discrepancy in PPDocLayoutV3." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Unrelated: model loading failure vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory-release behavior for RT-DETR is unrelated to MaskGenerationPipeline batch handling." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "General Flash Attention topic is too broad; one is a specific Nemotron model support error, the other is only a generic FA2 issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen VL models is unrelated to Windows/ROCm torch.distributed import failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different Qwen/architecture issues: incorrect tied-weights warning vs patchtsmixer post_init validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 41, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45200", + "issue:45229", + "issue:45356", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:45685|issue:46431", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:43701|issue:44749", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:43475|issue:43643", + "issue:42371|issue:45092" + ], + "prepared_review_unit_hash": "403fbfa03d30896b4878067ea341d952e4d51a7d10e128d43e31e2a8794a44ce", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36387, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated closed issues across tokenizers, generation, model loading, SAM3, Gemma, Qwen, and backend/runtime regressions. I did not find any soft pair that clearly describes the exact same underlying bug/change. If a single issue must represent the cluster, 43646 is the broadest v5-regression umbrella.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression report in the set: Transformers 5.0.0 breaking custom model initialization. It can act as an umbrella for several v5-related breakage reports, even though the rest are largely model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative because it is broad, version-oriented, and closer to a cross-cutting compatibility regression than the narrower model-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different failure modes: stale indexer cache vs. Gemma4 mm_token_type_ids defaults. No shared code path." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. ESM2 breakage; same broad area, but not the same defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings in LoRA fine-tuning is unrelated to flash-attention generation failure." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video input validation are different bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO/from_pretrained loading issue is unrelated to deepspeed double optimizer stepping." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech config strictness and Windows/ROCm torch.distributed import failure are different subsystems." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache vs. flash_attention s_aux=None AttributeError; no common underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same issue as the sam3_video/sam3_tracker config warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "LoRA tie_word_embeddings warning is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an external issue and Gemma pipeline roundtrip on \u2581 are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type mismatch and LlamaConfig head_dim validation are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile branching causing diverging attention kernels is unrelated to Gemma roundtrip token handling." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions API compatibility failure is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram error in moe code is unrelated to missing chat template in a processor." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and cache lazy init causing recompilation are different defects." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy Conv2d and MaskGenerationPipeline dropping final partial batch are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are both serialization regressions, but not the same code path." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a 10x filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and deepspeed double optimizer stepping are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both mention v5 breakage, but custom model initialization and ESM2 breakage are not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to dataset filtering performance regression." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save_pretrained files and double optimizer steps are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update issue and missing GenerationMixin cache during chunked_prefill are different generation bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite-direction serialization/loading issues, not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 tokenizer regression are distinct tokenizer/decoding problems." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and AutoConfig missing fields with trust_remote_code are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 42, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:41628|issue:44933", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:44964|issue:45137", + "issue:43475|issue:45381", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:42175|issue:45712" + ], + "prepared_review_unit_hash": "65bf83f5a8a85a5171d04d79a35669115861b76ca3d6cff25dd3833517a53add", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36974, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest share broad keywords but do not look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is an exact duplicate of issue:43704 (same title and same Qwen3ForCausalLM multi-dataloader VRAM leak). It is the earlier report and the better canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to represent the cluster because it is a precise duplicate pair with a concrete, well-scoped bug report and earlier discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same Qwen3.5/Moe family, but one is a missing config field and the other is a broader from_pretrained failure; not clearly the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch import error and the other is Sentence Transformers getting stuck loading; different failure modes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No meaningful evidence of the same bug; one is a placeholder issue title and the other is a ZeRO3 from_pretrained problem." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention missing imports, but they concern different symbols and different code paths; too broad to be the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug and the other is processor.save_pretrained missing files; not the same underlying change or defect." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5/Moe area, but the reports are about different errors and likely separate fixes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A model-loading failure and a DeepSpeed ZeRO3 deque IndexError are unrelated bugs." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model families and different symptoms; no sign of a shared root cause." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and a missing Llama4Config attribute are distinct issues." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading issue and the other is continue_final_message logic for mistral_common tokenizers." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and a Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute error and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "One concerns generation kwargs after sync_gpus, the other attention kernel divergence under torch.compile; different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and incorrect output under pipeline parallelism are not the same defect." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and an infinite loop on a specific image are separate model-behavior bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing names and likely different release regressions." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate reports with the same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2_5_VLForConditionalGeneration import are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants and different failure descriptions; too broad to merge." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on moe and Qwen3.5 Moe from_pretrained failure do not clearly share a single root cause." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors from transformers, but they involve different missing APIs and are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy issues with FineGrainedFP8 and FP8 save_pretrained failures are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different functionality entirely: generation kwargs after sync_gpus versus a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A pretrained-model loading bug and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue versus a missing import from image_utils; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and a test utility race condition are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/testing related, but one is an xdist race and the other is stale auto_mappings references; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing import from image_utils are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failed training and OOM with Adafactor in DeepSpeed are different issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Torch backend packaging and leftover dummy class cleanup are separate maintenance problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clear merge/canonical choice is the identical Qwen3ForCausalLM VRAM leak pair (42673/43704), and the rest are reasonably treated as unrelated or at least not clearly the same bug based on the available titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 43, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693" + ], + "soft_pairs": [ + "issue:46077|issue:46123", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:44016|issue:46231", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:43874|issue:45092", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:43784|issue:43824", + "issue:42898|issue:45356", + "issue:45405|issue:45712", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:30333|issue:34689", + "issue:43116|issue:44190", + "issue:44933|issue:45712", + "issue:30333|issue:36331", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44297|issue:45656" + ], + "prepared_review_unit_hash": "1065b48e055df1114ae44f8a49473aced54c6abdcb3d3d8dfd686393b4cc6d27", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37217, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span many unrelated Transformers bugs/regressions across tokenizers, model loading, training, multimodal configs, serving, and example scripts. The soft-similarity pairs are mostly broad theme matches, but they do not describe the same concrete underlying bug or mergeable fix.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue stands out as a duplicate anchor; the set is heterogeneous and the reported failures affect different subsystems and code paths.", + "canonical_pr_reason": "No pull requests are present.", + "best_issue_reason": "Issue 42898 is the clearest standalone bug report in the set: it describes a specific v5 tokenizer behavior change with direct user impact and a concrete regression surface.", + "best_pr_reason": "No pull requests are present.", + "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: bidirectional attention mask construction vs final partial-batch handling in a pipeline." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated failures: loading hang in sentence-transformers vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean-up spacing behavior and the other is BOS/EOS insertion for a specific model." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different code paths: padding-mask consistency in MIMI vs missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: processor save/export file omission vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is not the same as FA2 long-context generation slowdown/regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization bug vs Whisper timestamp decode crash; separate components and fixes." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal model problems: broken VitPose models vs Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer load issue in v5 is distinct from add_special_tokens behavior on mdeberta-v3." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a processor is separate from InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug and ModelOutput key assignment bug are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both affect tokenizers, but the reported defects are different regressions for different models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import error for sentence-transformers internals is unrelated to a missing Qwen2.5-VL export." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: spacing cleanup vs codec-handling/warning behavior for Kimi-K2.5." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer clean-up behavior change is not the same as processor.tokenizer/image-passing regression." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLM-R FA2 behavior and MLflow reporting on failed jobs are entirely different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to Deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting bug is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script returning empty multi-label results is not the same as local dataset loading failure." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and leftover dummy classes are separate packaging/import cleanup issues." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-state reporting and CustomTrainer compute_loss signature mismatch are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer config are unrelated save/export issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and training-doc parameter naming are not the same underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting failure and embedding reinitialization are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import/setup errors: missing transformers.onnx module vs missing PyTorch dependency for AutoModel." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Deepspeed double optimizer stepping." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 44, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:43723|issue:44977", + "issue:46132|issue:46693", + "issue:44222|issue:44484", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:45381|issue:46305", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "a2f76af5718cde29057fb90f78dfd95d2d38d86ca5e5c79422b09d8cd2b5a58d", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37872, + "estimated_input_tokens": 9468, + "estimated_eval_tokens": 19192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers issues; none of the soft pairs look like true duplicates. I\u2019d use the broad v5 buffer-regression report as the best issue anchor, but only as a representative, not a merged duplicate target.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43644 is the broadest, most cross-cutting regression here (v5.0 non-persistent buffer initialization) and is a reasonable anchor for nearby v5 regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best represents the cluster because it describes a general Transformers v5 runtime regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; same quantization/save area, but different bugs and code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different-output regression for Pegasus vs AttentionInterface behavior change; both are behavior regressions, not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs AutoTokenizer.from_pretrained load failure; related subsystem, but not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained bug vs processor save_pretrained missing files; both involve saving, but on different objects and failure modes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4Multimodal config default initialization vs v5.0 buffer junk; both are initialization issues, but not the same underlying problem." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit RuntimeError vs AttentionInterface.register behavior change; no shared concrete code path." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config None-handling bug vs from_pretrained behavior inconsistency inside Python classes; both are construction/loading issues, but distinct." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import errors from different symbols and packages; similar symptom, but different API breakages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "tokenizer.save_pretrained mismatch vs Qwen3.5 Moe from_pretrained error; both involve config/save/load, but not the same bug." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression vs LlamaConfig head_dim validation; both config-related, but unrelated defects." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids vs GLM-5 RoPE implementation discussion; documentation issue vs implementation issue." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split return issue vs InternVL2 meta-init incompatibility; different models and different failure points." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading bug vs Qwen3.5 flash-attention generation bug; same broad library area, not the same defect." + }, + { + "left": "issue:46132", + "right": "issue:46693", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FA2 long-context performance regression; not the same concrete code-path problem." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained moe bug vs max_shard_size default question; one is a correctness bug, the other is a configuration/design question." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "feature extractor center-arg crash vs auto_docstring crash under future annotations; both are crashes, but unrelated subsystems." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions vs FP8 inference failure on B200; both version/hardware regressions, but different issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script vs LlamaConfig head_dim validation; no shared underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs cache max_cache_length handling; both generation/cache adjacent, but distinct behaviors." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 vs missing chat template error; completely different failure domains." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug vs Kosmos2.5 OCR index error; unrelated model paths." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation crash in serve vs chunked-prefill cache lazy-init recompilation; both cache-related, but not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Sliding-window off-by-one in masking vs video padding calculation; both sequence-layout bugs, but different implementations." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing fpn_position_embeddings attribute vs sliding-window mask off-by-one; different model components and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure vs Gemma-3 eos_token_id inconsistency; both tokenizer/config issues, but not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return handling in DSA indexer vs missing ReLU in DSA indexer; same area, but clearly different defects." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs processor save_pretrained missing files; unrelated save/load behaviors." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue vs remote-code checkpoint/meta-init incompatibility; both model-loading/regression reports, but different root causes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "qwen2.5-vl vision_position_ids bug vs MoonshineStreaming sliding-window bug; both position-related, but different models and logic." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints vs Qwen3.5 save_pretrained visual-key regression; different checkpoints and different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs SIGLIP2 zero probabilities; both model-usage issues, but unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer return-value issue vs wrong position_ids docstring; code bug vs documentation bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "v5.0 non-persistent buffer junk vs MoonshineStreaming masking off-by-one; both implementation regressions, but different components and causes." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs sinq quantization save/load breakage; both save-related quantization bugs, but not the same artifact." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error; same quantized-model theme, but different symptoms and paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 45, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:45278", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46328", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44829|issue:46002", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:42796|issue:43122", + "issue:44261|issue:44373", + "issue:42371|issue:44263", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "b3c415e091c64b10a648ef6212bcd4c39ae698280d85575e067451b749e8062b", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem overlap (tokenizers, imports, model loading) but not the same concrete bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated failures and none of the soft pairs describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the most self-contained and actionable report: a narrow tokenizer save/load mismatch with a clear symptom and likely localized fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: flash_attention_3 training degeneration vs NaNs after checkout/init. Same broad area, not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated performance/memory concerns: a dependency issue vs a padding conversion inefficiency." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different APIs and symptoms: chat/completions request handling vs serve crashing on Gemma4Processor _tokenizer." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "One is an import/module packaging error; the other is a Flash Attention 2 model-specific compatibility issue." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both mention precision/quantization, but one is a FineGrainedFP8 accuracy problem and the other is a Qwen3-VL-Moe bug in transformers 5.0." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different model-mismatch problems: sam3_video/sam3_tracker warning vs sam3 text-encoder weights not loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different issues despite both involving model behavior: FP8 accuracy degradation vs a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely different bugs: missing transformers.onnx module vs tokenizer adding an extra space after an added token." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but one is wrong offset_mapping and the other is add_special_tokens not adding BOS/EOS for a specific model." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade-related import breakage, while the former is a specific offline-mode import failure from huggingface_hub." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer problems: cache/offline loading failure vs wrong decoder type selected in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "One is XLMRoberta Flash Attention 2 behavior, the other is Sentence Transformers hanging during load." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "One is offline cache loading; the other is quantized model saving failure. No shared code-path bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and auxiliary-loss behavior are unrelated problems in different subsystems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a runtime bug; wrong docstring for position_ids is documentation-only." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention sam3, but one is a model-type warning and the other is memory overflow when calling a specific model." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer marker handling for Ministral-3-8B-Instruct is distinct from version-to-version tokenization differences." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision mismatch from missing rms_norm_eps is a runtime/config bug, not a docstring issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/breakage is unrelated to torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and incorrect outputs under pipeline parallelism are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen/Smollm bugs: RoPE layer dropping vs tied-weights warning misbinding dt_bias." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different load/runtime failures: Sentence Transformers loading hang vs MacOS bus error on a CLIP community model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a NameError while importing sentence-transformers are separate issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Both concern tokenizers, but one is reading a bufferized position_ids tensor and the other is tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are different failure classes." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failing to load a specific model are unrelated tokenizer vs model-loading bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Mapping-name None handling in from_pretrained is unrelated to AutoProcessor not forwarding kwargs to cached_file." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 46, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:42907|issue:44964", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "db9c966c8b89a30465dfefd949481a5afc6b836db3fb9e8707a421c9508f02fd", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues: several are broad v5 regressions or import failures, but the concrete bugs and code paths differ too much to treat as duplicates. No PRs are present; the best umbrella issue here is the broad import-regression report.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45278 is the closest umbrella candidate because it explicitly describes multiple import failures after upgrading to Transformers 5.5.0, which makes it the broadest representative of the import-regression subset in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global issue candidate since it is the most general and could reasonably cover several import-related reports, unlike the more narrowly scoped model/tokenizer bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different failure modes and code paths: saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella import-regression report, but 41628 is a specific AutoImageProcessor import error; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated model-specific save/load issues: dequantized save failure vs invalid GenerationConfig." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-time failures, but they involve different symbols and causes: sentence-transformers nn NameError vs stale auto_mappings references." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely different topics: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different APIs and bugs: cached_file kwargs forwarding vs apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different model/config paths: num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer issues: offset_mapping bug vs assistant_masks being all zeros for multimodal chat templates." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a general v4-to-v5 behavior change and the other is a specific continue_final_message bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different subsystems: generic tokenization regression vs multimodal chat-template masking." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 video area, but one is a model-type warning and the other is a missing attribute on a vision encoder output." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe compatibility issue vs tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different examples and failure points: classification example returning empty results vs mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer implementations and bugs: Qwen3 offset mapping vs Wav2Vec2PhonemeCTCTokenizer phonemizer language state." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different model-loading/saving paths: dequantized save_pretrained vs gguf_file loading failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated issues: Qwen3-VL-Moe behavior vs position_ids buffer read error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but one is a generic bug report and the other is specifically FP8 save_pretrained; not clearly the same defect." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module transformers.onnx is an import/path issue, while this is slow-vs-fast tokenizer inconsistency." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5/version regression context, but save_pretrained corruption and from_pretrained import error are different concrete problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but for different symbols and packages; not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but they affect different models and code paths." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Different domains entirely: tensor-parallel training bug vs multi-label classification example output." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different training/evaluation and parallelism issues: dtype drift vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures from different libraries/symbols: huggingface_hub offline mode vs transformers HybridCache." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging issue and Python 3.14 load failure are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module transformers.onnx is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different code paths: torch.compile attention-kernel divergence vs a pad-time conversion inefficiency." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Different behaviors: tokenization cleanup change in v5 vs stale phonemizer language state." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5-related, but one is GenerationConfig validation and the other is RoPE implementation; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 38617 is a single missing export while 45278 is a broad multi-import regression report." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and failure signatures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 47, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:44075|issue:44936", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:45071|issue:46614", + "issue:39401|issue:44779", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "1f6907624067fbcd6adbe6ee38f6293cb5641ed132b6c82162c8327cbe2b92ce", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes (tokenizers, v5 regressions, attention, loaders) but not the same concrete bug or change. I reject all soft edges; none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.66, + "canonical_issue_reason": "No single canonical duplicate stands out; the items span unrelated bugs across tokenization, generation, training, attention, and docs, so the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest standalone report: it names a specific failing path (`from_pretrained`) plus a concrete model/version combination, making it the most actionable representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: VRAM leak across dataloader threads vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different code paths: model loading with `base_model_prefix` vs NaNs in classification heads after init/checkout." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Unrelated: compiled Python-file errors vs a docs/parameter name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different bugs: empty multi-label example output vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "One is TF32 API guidance; the other is a missing image-processor method causing an AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both involve version checks, but they affect different imports/platform constraints and different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same family name, but different concrete failures and versions; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation issue is distinct from NaNs in classification heads." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-path visual-encoder key corruption vs load-time `from_pretrained` failure are different problems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor helper behavior is unrelated to a PyTorch version guard bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different models and failures: vitpose breakage vs Ministral FlashAttention error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification behavior is unrelated to a pipeline error message/docs issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling and post-train evaluation failure are separate training bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "`from_pretrained` weight loading vs `AutoProcessor` forwarding kwargs to `cached_file` are different call paths." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention FlashAttention, but one is GPT-2 support request and the other is a generic crash report." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale cache crash in GLM MoE vs image over-padding in Swin2SR are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP/PEFT is unrelated to missing generation cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and a stale warning for `num_return_sequences` are different generation issues." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in threaded loading is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipelines vs a PyTorch version check bug are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression and Qwen3 offset mapping bug are different concrete failures." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer regression and stale phonemizer backend state are unrelated tokenizer/phoneme bugs." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in multi-threaded inference is unrelated to video padding logic." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention semantics and models: GPT2 scaling config vs Gemma4 bidirectional mask construction." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and slow feature-extractor padding are different performance/logic issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash-attention crash on `s_aux=None` are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "`init_empty_weights` argument mismatch and `PretrainedConfig` type checking are distinct API breakages." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "Config type checking and phonemizer language caching are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer families and failure modes: offset mapping vs incorrect overall results." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue is unrelated to a flex_attention import/version guard." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 48, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42371|issue:44261", + "issue:42222|issue:46178", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:42371|issue:46617", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:42222|issue:45542", + "issue:43673|issue:45341", + "issue:43874|issue:44261" + ], + "prepared_review_unit_hash": "2b94dee4cb326234c3038f1c0643fd4d0d629d04c9bd9e2b008b2502de5c31c8", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. I found one strong duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` error reports (#45310 and #45478). The rest are only loosely related by subsystem/theme and should not be merged.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and exactly matches issue:45478 in title and bug description (Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s only clear duplicate pair, with a concrete, reproducible model-loading regression and an exact twin in issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: serialization of `lm_head.weight` vs NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation/model behavior, but they describe different failures in different models and code paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen-family issues: missing projections in qwen3next layer 0 vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different root causes: batched video processor shape bug vs crash loading video model without torchvision." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a general bug while the other is a specific xdist race on `captured_info.txt`." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated: testing utils bug vs `SequenceFeatureExtractor.pad` performance issue." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both concern config handling, but one is type checking in v5.4.0 and the other is stale `config.dtype` after `from_config`." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: flash_attention_3 causes degenerate training, while `save_pretrained` has a checkpoint serialization regression." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a mapping fallback bug and the other is a Mistral regex patch crash." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Completely different issues: 3d_parallel execution failure vs testing utils bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different failure points." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different scope: tokenizer output regression vs a noisy logging message." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "No same underlying bug: TF32 API behavior vs MLA layernorm epsilon precision error." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different problems: broken vitpose models vs backend mapping error for `tensorflow_text`." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated: Qwen3.5 chat crash vs a padding performance inefficiency." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues with different symptoms and affected models." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Different artifacts entirely: strict config loading vs documentation parameter mismatch." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "Different bugs: TF32 settings vs cache FileNotFoundError for trust-remote-code models." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: a `max_shard_size` question vs a Qwen3.5 MoE loading error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Different model areas and failures: tokenizer offset mapping vs FP8 inference on B200." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different errors: invalid GenerationConfig vs unrecognized model/config `model_type` missing." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific nonexistent import and the other is a broad upgrade regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen reports: missing projections in qwen3next vs the exact Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one is unused SGD args and the other is double optimizer stepping with deepspeed." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: import error in configuration utils vs audio feature extraction issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related to tokenizer behavior in v5, but not clearly the same concrete bug or fixable in one change." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-5 issues: `torch.split` return handling vs RoPE implementation discussion." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and symptoms: vitpose model breakage vs backend detection error for TensorFlow." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs an unrelated testing utils bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different GLM-related bugs: missing image patch count method vs missing `rms_norm_eps` in q_a_layernorm." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 49, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:42175|issue:42222", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:46655|issue:46664" + ], + "prepared_review_unit_hash": "672c5d98198c710bfa420ed9c3ecc4cde8890d23190b8a4ee130489ef8339bda", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36159, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly separate, model-specific regressions or dependency/import failures rather than duplicates. I rejected all soft pairs because they do not appear to share the same concrete bug path. For a representative issue, 43097 is the strongest cluster anchor due to its broad v5 regression impact and downstream references.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43097 is the best representative because it\u2019s a concrete, broadly relevant v5 breaking-change report with downstream references, making it a stronger duplicate anchor than the more niche model-specific bugs here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most suitable issue to keep as the representative report for this set; it is actionable, broadly impactful, and better positioned as a canonical duplicate target than the other isolated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5-era model-loading regressions, but the failure modes differ: removed embeddings tie logic vs unexpected position-id keys." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "One is a packaging/dependency-extra issue; the other is a VitPose model breakage. Same area, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking break are unrelated code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend/import behavior, but one is config typing and the other is TensorBoard/TensorFlow backend detection." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is request acceptance and the other is streaming inference on Qwen3.5; not the same concrete defect." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a VL weight-shape mismatch and the other is missing projections in Qwen3Next." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different math/code paths: torch.split return handling in GlmMoeDsaIndexer vs a DeepSeek comb transpose bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepSeek transpose behavior are unrelated implementation bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision complaints, but one is a PyTorch warning during bfloat16 compilation and the other is a loading bug leaving Blip2 components in float32." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A max_shard_size question and a Qwen3.5-MoE from_pretrained error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2 support, but they are different models with different support/status issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention problems: unsupported/failed inference for Ministral-3 vs degenerate training with flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same model family, but one is a loading shape mismatch and the other is a Qwen3-VL-Moe issue; not the same failure path." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed-tie-embeddings regression and a gguf_file loading regression are separate issues." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils and a testing_utils bug do not share the same underlying defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision loading failure is unrelated to the testing_utils issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches and torch.split return handling are different multimodal helper bugs." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A nonexistent import from image_utils and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop behavior and SAM3 LiteText memory overflow are different model failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-implementation precision issues, but one is missing rms_norm_eps in MLA layernorm and the other is a GLM-5 RoPE implementation question." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and the testing_utils bug are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek generations and different defects: remote parity divergence vs a dtype/transpose expression bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache handling during chunked prefill and MaskGenerationPipeline final-batch handling are distinct pipeline bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/dependency-related, but they fail through different missing symbols and different loading paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and flash_attention.py crashing on s_aux=None are unrelated issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training-stack problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols from different packages and different breakages." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both hit SmolVLM video processing, but one is padding calculation and the other is the meaning of num_frames; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 50, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "5587e734875a329815994b5244c8a8360bb837479de6545aaaae6a520bf692b4", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37652, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of unrelated Transformers bug reports; the soft links are driven by broad topical similarity (tokenizers/config/imports/save-load/backend quirks) rather than true duplicate-level sameness. I did not find any PRs in the set.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active open report with the highest discussion/inbound traffic, so it is the best representative anchor among these issues, though it does not actually subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest engagement and is user-facing, making it the most suitable single issue to anchor triage for this loose cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: missing layer projections in qwen3next vs missing config field dropped by strict config handling." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a v5 tie_embeddings API/removal complaint; the other is quantized save/load corruption after from_pretrained." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Generic Qwen3-VL-Moe/v5 issue vs a specific qwen3next missing-projection bug; not the same code path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision import crash vs a save_pretrained shard-size question." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed vs a noisy logging message; unrelated symptoms and fixes." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different API regressions." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken kwarg collision vs tokenizer mapping returning None; distinct tokenizer loader failures." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal/tie-embeddings warning is not the same concrete bug as quantization offloading behavior." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate failure after train is unrelated to failing to import Trainer because of datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still causing network requests vs missing embed_tokens.weight on UMT5Encoder load." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding bug vs docstring processing crash under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored by backend vs cache lazy init causing recompilation; different mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs unsupported backend tensorflow_text; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to tokenizer mapping None handling." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor crash vs notebook syntax error; different layers of the stack." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are separate model-specific issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Wrong pipeline error message vs inability to save Pipeline objects; not the same change." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs Pipeline save_pretrained failure; different objects and code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save/load bug vs Qwen3_5 image infinite loop; unrelated failures." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch bfloat16 warning during compile vs a Bamba SDPA compile error; different failure modes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in dir(transformers) vs a noisy logging message; unrelated cleanup/logging issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is compile precision and the other is tie_word_embeddings; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs an isolated reproduction of a different issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing pretrained weight during load vs why save_pretrained uses 50GB shard size; different concerns." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 not supported yet vs GPT2 scaling ignored under SDPA/FlashAttention; unrelated backend/model bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FA2 support issue vs Python version compatibility regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Tie_embeddings API removal/warning is unrelated to a noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs DeepSeek tensor dtype/transpose issue; different models and code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription bug is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend scaling bug vs AttentionInterface.register behavior change; different APIs." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs Trainer import failure; no shared underlying defect." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe save/load, but the versions, failure points, and concrete bugs differ." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 51, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:43618|issue:44380", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:42898|issue:43066", + "issue:44483|issue:45290", + "issue:36010|issue:42757", + "issue:43901|issue:44655", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "2884808e298c410320613dab9c3933823f3d7bab567fc7df2ba86bead4ca518b", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not form a clean duplicate cluster. Most soft pairs are only superficially similar (same subsystem, same model family, or same broad API area) but describe different bugs or feature requests, so I rejected all of them.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45698 is the strongest representative by discussion volume and inbound references, and it describes a concrete user-facing save/load regression. There is no single duplicate hub across the full set, but this is the best anchor among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the most suitable global representative: it has the most activity/inbound references and a clear, actionable bug in the save/load path. It is still not a duplicate of the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both mention import/backend setup, but one is about torch extra installs not pulling TensorFlow and the other is about Trainer import breaking with datasets installed; different failures." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths: FSDP2/PEFT optimizer state mismatch vs GPT-2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-model-path slash warning is unrelated to a bfloat16 compilation precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different packages and different root causes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a PyTorch warning about float32 precision in bfloat16 compilation; the other is a torch>=2.9 flex_attention failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and failure modes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is server-side /v1/chat/completions request rejection; the other is client-side chat template batching crash with padding=False." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Sam3LiteText auto-mapping breakage is not the same as a noisy logging message." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field regression and GPT-2 attention scaling under alternative attention backends are different bugs." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "save_pretrained/from_pretrained custom-module mixup is unrelated to the deepseek-v4 transpose/dtype bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same Qwen3-VL/Moe family, but one is a loading regression and the other is an fp8 support request; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but they affect different returned fields (attentions vs hidden_states) and are not clearly the same defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import from configuration_utils and local_files_only still making API requests are unrelated issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is about Smollm3 dropping RoPE layers and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading problems, but with different symptoms and causes; not enough evidence for a single underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different object types and save paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated missing-attribute bugs." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation and Trainer import interference with datasets are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is resizing embeddings and the other is bidirectional attention mask construction; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer v5 behavior changes are broad, but these are distinct regressions: clean_up_tokenization_spaces vs decoder type selection." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions request validation and apply_chat_template tokenization crash are different layers and different failure conditions." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import symbols from different modules; no shared underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization failure." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 unsupported for Nemotron and GLM-5 generation config validation are different issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression and pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different configs and different failures: missing vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they target different interpreter versions and likely different packaging issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state_dict load error is not the same as a Qwen3.5 checkpoint-save regression." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are separate config behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but in different model families and on different fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output field regression is unrelated to Qwen3.5 checkpoint corruption." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different model families and different missing config propagation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 52, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:42890|issue:45600", + "issue:43874|issue:46617", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44734|issue:46617" + ], + "prepared_review_unit_hash": "e51d9b18f95750252831f8f368453b663fb4f82df44aa4c73e42f4f1aadd64e5", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated transformer issues that are only loosely similar by topic. I found one true duplicate pair: the two Qwen3.5 MoE from_pretrained regression reports. The rest should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the cleanest canonical for the only exact duplicate pair: it states the concrete Qwen3.5 MoE from_pretrained regression, while 45478 is essentially the same report later on.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue overall because it is specific, actionable, and matches the only confirmed duplicate edge in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Different bugs: one is a Trainer/FSDP2 optimizer-state problem, the other is a typo in cache strategy docs/code." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model/code paths: UMT5Encoder missing embed_tokens.weight versus Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated symptoms: SGD args ignored versus Trainer import depending on datasets presence." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both are broad v5 complaints, but they describe different problems and no shared concrete code path." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve loading/importing Python files, but one is compiled-file errors and the other is a JIT parsing/IndentationError issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: Python 3.14 import/load breakage versus PretrainedConfig type-checking regression." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict loading versus Gemma pipeline roundtrip token handling are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "One is a model load/state_dict issue; the other is a missing config field silently dropped by strict handling." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config vocab_size attribute error and FSDP2 optimizer-state corruption are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is missing set_seed in integration tests; the other is a pytest-xdist file race in testing utilities." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one targets import * bloat and the other reports intermittent slow imports more generally." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Generic v5 regressions, but not the same underlying defect." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM during tp load are not the same code-path problem." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different issues: load failure with sorted state_dict versus incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model behaviors: CLIPOutput attentions regression versus patchtsmixer post_init policy change." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No shared bug: cache/layer no_grad decoration versus Python version compatibility regression." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families: UMT5Encoder missing weights versus Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP-related issues: attentions assignment versus inconsistent class structure after v5." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are different implementation issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding failure is unrelated to loading Phi-4 multimodal model." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test problems: missing set_seed versus stale device override test on GraniteSpeech." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different test/CI bugs with no shared failing code path." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Image processor token counting bug versus trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword collision are distinct tokenizer/loading bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different features and failures." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache indexing crash in transformers serve is unrelated to loading a trust_remote_code model from cache." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 53, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "c6361879d710beb6b1fd277f0aaf232c5d548dfc1a06ae063c1bb2673626d5b4", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly soft title-similarity false positives: import errors, loading regressions, docs, quantization, tensor-parallel, and model-specific bugs. None of the candidate pairs looks like the same concrete underlying bug or a single mergeable fix.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43576 is the broadest, most user-facing regression in the set and has some inbound references, so it is the best representative if one must be chosen. It is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the strongest general triage candidate: clear regression report, broad impact, and enough discussion/reference signal to anchor follow-up. The rest are largely unrelated, model-specific, or API/import issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 regressions and loading, but one is an int4 memory/OOM problem while the other is checkpoint reload compatibility. Different failure modes and likely different fixes." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "One is about decorating cache/layer update methods with no_grad; the other is about a dummy Conv2d in Sam3PixelDecoder. Unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are import/loading themed, but 43824 is a missing exported class, while 46617 is a FileNotFoundError when loading a trust_remote_code model from cache. Different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "43502 is about unwanted network API requests despite local_files_only=True; 44485 is a RoPE implementation discussion. No shared bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "43576 is a broken CLI env command in v5; 46132 is an attention registration behavior change. Different features and fixes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but 45125 is missing tensor-parallel plan metadata while 45478 is a from_pretrained error in transformers>=5.4.0. Not the same concrete defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "30333 is MLFlow reporting after training failure; 33453 is tokenizer loading regression. Only generic failure wording overlaps." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention errors after running compiled/code paths or upgrading, but one is compiled Python file handling and the other is a slowdown in data filtering. Different bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel support and the other is a missing config field silently dropped by strict parsing. Separate issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is missing PreTrainedModel and the other is missing HybridCache. Different symbols and likely different export paths." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update decoration versus generation kwargs propagation after sync_gpus are distinct generation internals." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and documentation confusion around input_ids/past_key_values are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests despite local_files_only=True has nothing to do with a placeholder/nonsense issue title." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-only network leakage and FP8 save_pretrained moe are different subsystems and bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is a documentation cleanup issue; 'racoon' is not a meaningful matching bug report." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure and tensor parallel training bug are unrelated training concerns." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both concern v5 model compatibility, but 43299 is Qwen3VL MoE loading and 44556 is reload of older checkpoints after upgrade. Different model families and failure conditions." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file loading errors versus inability to save Pipeline objects are different code paths." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are both loading-related but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and broken transformers env command are separate CLI/import issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking regression do not share a code path or fix." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init and a DSA indexer lacking ReLU are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward and an ImportError for layer_type_validation are different classes of problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env regression and missing Qwen2.5-VL export/import symbol are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The generic/placeholder issue title does not match a Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion and an unrelated placeholder title are not duplicates." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and cache loading FileNotFoundError are both cache-related only at a very high level; the bugs are different." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated placeholder title are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command in v5 and Python 3.14 loading failure are different compatibility problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "RoFormer kwargs not passed through methods and RoFormer attention not using attention interface are adjacent but distinct bugs; the fixes would not plausibly be one PR." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug and FP8 inference support request are related to FP8 but concern different operations and failure points." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute error and trust_remote_code cache FileNotFoundError are different loading/runtime issues." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application under model_init and FP8 inference on B200 are unrelated accelerator/backend issues." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are both export/import problems, but for different symbols and likely different packaging fixes." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 54, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45381", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:45381|issue:46664", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44704|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "81e96a71e8d0df65da989fa4827159f6c52eb90415ef3fbff5db23479e1d7b4e", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39439, + "estimated_input_tokens": 9860, + "estimated_eval_tokens": 19976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly mixed: most items are separate v5 regressions, model-specific loading issues, or documentation/test cleanup reports. The only coherent theme is import/lazy-loading and model loading behavior, but most soft pairs are not the same underlying bug.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44273 is the most representative and actionable issue here: it is open, concrete, and sits closest to the import/lazy-loading regression theme that overlaps several other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best single issue to keep because it is specific enough to act on and broader/more central than the many vague version-level complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different scope: a specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache prefill regression and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression is not the same bug as the TensorFlow/tensorboard backend import error." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion and video num_frames semantics are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor.save_pretrained file-loss bug vs an unspecified bug report." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a general bug and the other is a tensor-parallelism-specific missing _tp_plan issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and sys.modules access safety are related to imports, but not the same concrete defect." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output issue is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms in different Qwen3-VL/Qwen3.5 paths; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Video position_ids mismatch and num_frames meaning mismatch are different processor bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate v5 issues." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star/lazy-loading performance regression and chunked_prefill cache regression are different problems." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id error is model-specific, not the same as broad v5 breakage." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is distinct from the general v5 complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading old checkpoints in v5, but the generic reload breakage and InternVL2 meta-init incompatibility are not the same concrete issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request and weight-conversion-script request are unrelated feature asks." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Import errors after upgrade is too broad to be the same bug as the vague v5-breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as broad model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star/lazy-loading slowdown and a specific missing module import are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel model_init behavior are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowdown is not the same as lazy-loading correctness failure." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box errors are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and scheduler kwargs handling are separate code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor.from_pretrained kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access bug and an unspecified bug report are not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and an unspecified bug report are not duplicates." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are different issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star/lazy-loading cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression and broad v5 breakage are not the same concrete issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box error and Qwen3.5 MoE from_pretrained failure are different model paths." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights list crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading failure are related to v5 imports only at a high level, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 55, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "ddd710366c25d2004227b111b1d3a1ee6371b58cb703ff13712306286d1cfa61", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39011, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share broad Transformers/v5 vocabulary. I found one plausible duplicate-like pair around tokenizer behavior in v5; the rest are too different in symptom or code path to merge as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43066 is the most concrete, self-contained tokenizer-v5 bug description here, and it best captures the likely root cause behind the nearby v4-to-v5 tokenizer behavior report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the strongest canonical anchor among these issues because it names a specific tokenizer-v5 defect rather than a broad symptom or a generic request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different models and different failure modes: Qwen3VL timestamp math vs SmolVLM video padding calculation." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model internals: DSA indexer ReLU discussion vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both involve save/load plumbing, but one is pipeline serialization and the other is tied-weight key handling; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are separate subsystems and separate defects." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained failure; not enough to treat as the same issue." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "One is the env command, the other is importing Qwen3_5ForCausalLM; distinct command/import failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp computation in a processor vs scheduler keyword propagation are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs VRAM leak in Qwen3ForCausalLM; different code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose bug are distinct model issues." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-pass documentation are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Memory leak in Qwen3ForCausalLM vs GLM-5 RoPE math; different defects." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different math layers; no shared underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage is unrelated to timestamp calculation in a processor." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 config guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad complaint that 5.0 breaks many models is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor save_pretrained missing files is a serialization bug, not timestamp computation." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is a different issue from Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a distinct precision/config bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and a DeepSeek-V4 weight conversion question are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and VRAM leak are separate problems." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure affect different symbols and likely different modules." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is a feature request, not the same as a Qwen3_5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both point to tokenizer-v5 behavior regressions; the wrong decoder type is a plausible concrete root cause for the v4-to-v5 behavior change." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support request is broader but not the same concrete issue as a generic flash-attention title." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue title are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling and chat template crashes are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a separate config bug." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different requests, so they should not be merged." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness and tensor parallel training bugs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer loading regression are separate bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and fp8 Qwen3-VL/Qwen3.5 MoE support are different feature requests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted tokenizer pair is plausibly related from the titles alone, and the rest of the false pairs are reasonably distinguished by model/symptom/code path. The canonical anchor choice is also defensible." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 22, + "review_unit_index": 56, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-475", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "660a9d09b4bc6daaa7ca54ca2ee1bf5c1de8adb02f2be11f721ed791f5ab207b", + "component_budget": { + "node_count": 475, + "item_count": 475, + "soft_pair_count": 1748, + "serialized_chars": 906167, + "estimated_input_tokens": 226542, + "estimated_eval_tokens": 453340 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8609, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model, tokenizer, config, and typo reports with no clear shared underlying bug or change. All soft edges look like similarity noise rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items target different models and different failure modes; the cluster does not appear to represent one duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the strongest standalone representative only because it is a concrete, actionable bug report with a specific model and clear symptom, but it is still not a duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different bugs: Mamba init-weight handling vs RoFormer attention interface usage. No shared code path or fix." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different architectures and distinct issues: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating. Not the same defect." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint typo in ModernBERT is unrelated to tokenizer regex warnings. No common underlying change." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention loss-related behavior, but one is Mask2former ignore_value usage and the other is kwargs propagation to loss functions. Different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated code paths and fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to tokenizer regex pattern warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and defects; no shared implementation path." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former loss/config behavior is unrelated to a quantization-typo report. Not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "A loss kwargs plumbing issue and a ModernBERT type-hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness/typing-style reports, but they concern different modules and different fixes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to a ModernBERTConfig type hint typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value usage and ModernBERT norm_eps typing are unrelated issues with no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "b61901931c039e9f1f5ed56850a04a78216484f7cc2fda85ec3ad509dbf862a0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are about unrelated feature requests in different areas (tokenizer truncation behavior, learning-rate scheduler behavior, and Wav2Vec2 word timing offsets), so none look like duplicates of the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a true canonical duplicate for the cluster; if one must be chosen, issue #11307 is the strongest representative because it has the most discussion and the clearest concrete use case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #11307 is the best standalone issue in this set: it is the most actively discussed and has a specific, well-scoped request. It still does not cover the other two topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problem domains: tokenizer truncation direction vs Wav2Vec2 word boundary offsets. No shared code-path or concrete change target." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about text preprocessing truncation options; the other is about optimizer/scheduler behavior. These are unrelated feature requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like scheduling and Wav2Vec2 time offsets are unrelated concerns with no evidence of the same underlying 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": 3, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "1a5a88b93de1f3529020af467d763dd9411eafa60b133c6689acdb16ee9a1331", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates of one another. #16618 is the clearest concrete model-loading failure; #15980 is specifically about the error path for unauthenticated downloads of private models; #13244 is about tokenizer behavior differing from TensorFlow code. No soft matches are strong enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "#16618 is the most concrete and central bug report in the set: it targets a specific model-loading failure for 'bert-base-uncased' and is the best representative of the underlying user-visible problem among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best standalone issue because it describes a direct, reproducible failure to load a well-known public model, whereas the other issues are narrower and concern different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: tokenizer output mismatch versus model-loading failure. They involve different code paths and symptoms, so they are not the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Not the same bug: #15980 is about an unauthenticated private-model download error message, while #16618 is about failing to load 'bert-base-uncased'. The shared area is model loading, but the concrete failure conditions differ." + } + ] + }, + "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": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "97a2fa1c311e9a9e97c2a3c1012282e310171c279e40239f8a5c6045dcd73346", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community contribution requests: one for Flash Attention 2 support, the other for GGUF support. They touch different functionality and are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:26350 is the older and more discussed thread, but it is not a true canonical choice for this cluster because it addresses a different feature than issue:33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different targets: Flash Attention 2 support vs GGUF support. They are related only by being community architecture-support proposals, not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "9bb1c76095db79f39014a4db411fb5d211d8f550a8c97bc23cf89c5c36a009be", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two patterns here: Turkish/Spanish/Romanian translation requests are separate issues and should not be merged, while the generic placeholder / near-identical translation-request issues form a tight duplicate subgroup. 43834 is the best representative of that duplicate subgroup.", + "confidence": 0.84, + "canonical_issue_reason": "43834 is the earliest clean representative of the tightly duplicated placeholder translation-request subgroup; the Turkish, Spanish, and Romanian issues are distinct language-specific requests and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the most central/representative node among the accepted near-identical placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages; same broad translation theme, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder issue; not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian); not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; similar template, but not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; different concrete translation task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder issue; similar wording only." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; different translation task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request vs generic placeholder/gibberish issue; no evidence of the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request vs generic placeholder/gibberish issue; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder translation-request issues; bodies/titles look like the same underlying template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Effectively identical generic placeholder translation request; plausible duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": true, + "reason": "Very high content overlap and same template-like request; looks like the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": true, + "reason": "Very high content overlap and same template-like request; likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Effectively identical generic placeholder translation-request issues; same underlying change request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": true, + "reason": "Near-identical template issue content; same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact/near-exact duplicate pair with identical title and body similarity." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the Turkish, Spanish, and Romanian issues are clearly language-specific and should stay separate, while the remaining placeholder-style issues show extremely high soft similarity and form a plausible duplicate subgroup. The choice of 43834 as the representative is also consistent with its earliest creation date among that subgroup." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "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:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "632f38390a79586c05bff023742a30bdb6ae8587aca092beb3e769d3e3cbbe5c", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24143, + "estimated_input_tokens": 6036, + "estimated_eval_tokens": 12328 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24143, + "estimated_input_tokens": 6036, + "estimated_eval_tokens": 12328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad set of distinct model-request issues, not true duplicates. They all share the same generic pattern of asking for support for different models, so soft similarity is high but the underlying requests are separate.", + "confidence": 0.97, + "canonical_issue_reason": "No exact duplicate issue emerges. If a representative must be chosen, issue 43671 is a good cluster anchor because it is a clear, concrete support request with active discussion and fits the dominant 'add model support' theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the most suitable representative issue: it is open, specific, and discussed, while still reflecting the common pattern across the cluster. It is not a duplicate target, just the best exemplar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and different integration targets; only the generic 'Add model' framing matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are unrelated model families with different support paths." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different requested models: EuroBert vs RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio 1.5B are unrelated models and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families and features." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct models with different implementation needs." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer are different requests, not one bug/change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model support requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models despite similar naming." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different code changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are unrelated model requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model families." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are distinct support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are overlapping only at a very broad category level, not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a person-name issue are not the same artifact or change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related only by family name; they are separate capabilities and not one mergeable fix." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model support requests, not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SWA+sink for Granite are different support paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model support requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct models and not the same concrete change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a name-only issue are not duplicates or the same underlying request." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-4B-TTS-2603 and a name-only issue 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": 7, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "86361f4906a1753b0326068df9e3d1c582fda0d7a361430344d4f51cb8fa75a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other concerns a Vision RoPE refactor. No duplicate triage linkage is supported by the titles or metadata.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a duplicate candidate for the other; the Pruna docs request and the Vision RoPE refactor concern completely different areas and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the better canonical issue only because it is a concrete technical refactor topic, but it is not related to issue:38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and domains (docs/optimization framework vs vision RoPE refactor); no evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "5c4466c349f02b7893dc6e5bc2f9fc986d9c9400660f6a16cd5c1bd1058d94bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not describe the same underlying problem: one is a specific decoding/control request, the other is a model-support request for DeepSeek v3.2. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects and scopes: block decoding vs DeepSeek v3.2 support. No shared code-path or concrete duplicate evidence." + } + ] + }, + "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": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "24fbf4543fce3fc673795cf61e72a1e6a671fbaaab2868629ce6bbd94d7a317e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks to make `remove_unused_column` more customizable in `Trainer`, while the other is about accounting for custom trainers in FLOPS estimation. They share a broad Trainer/custom-trainer theme but describe different bugs and different fixes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better standalone representative because it is more concrete and narrowly scoped around a specific Trainer behavior (`remove_unused_column`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: customizability of `remove_unused_column` versus FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "c1ce56f13c6a676049e0c6391a254eeff99c019186fa23a88ad709a559996e68", + "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 related only at a very broad theme (Qwen auto-model support), but they target different model families and different API surfaces, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, more general registration request and is the better representative if one must be chosen, but it is not a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: 43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5. They are separate model/API changes, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "ea4ee50cf4597c14fa82275e744ad8e573591d1d7bedf74dd0980de4020309ef", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues titled \"huggingface \" are strong duplicate candidates because they have an exact title match and were opened close together; \"Fett\" looks unrelated.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the exact-title \"huggingface \" reports and best represents the repeated cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest representative issue for the cluster: earliest among the repeated \"huggingface \" reports, with exact title match to the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no shared concrete bug details; this does not look like the same issue as the repeated \"huggingface \" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no evidence of the same underlying report; \"Fett\" appears unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title with no shared target or concrete overlap, so this is not the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title and opened seconds apart, which strongly suggests duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and close creation time; this looks like a duplicate of the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and close timing support these being duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, but several reasons overstate the packet. We do not have body text, so claims like \"very similar short bodies\" and \"same title/body shape\" are unsupported. It is fine to say the three \"huggingface \" issues share an exact title and were opened close together, making them likely duplicates, but the canonical/best reasons should stay at that level of evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "5a48e663967266fa2281b7cf253455dc3a12f5810aa89fe06a49df7df6f2e5c1", + "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": "The cluster looks like unrelated spam/placeholder issues rather than duplicates of one concrete bug or request. None of the soft pairs have enough technical detail to justify merging.", + "confidence": 0.96, + "canonical_issue_reason": "No reliable canonical issue: the items are generic spam-like placeholders with no shared concrete problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked, issue 44371 is the most generic placeholder and least misleading as a representative, but it is still not a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-style titles are not enough to establish the same concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder and a documentation suggestion are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out \\\"Google LLC\\\"\" is unrelated to the spam placeholder report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared concrete bug or change; these are unrelated generic issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same generic spam title, but no concrete evidence they are duplicates of one underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no technical detail linking them to the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no shared concrete problem to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "03ceb88ca9b226f4cf4aa16720cb24c62f033d8a5e1dfe022431edb7c3624d44", + "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": "#45145 and #45151 are highly similar Energy/N6 Arithmetic issue reports and likely duplicates, but the available evidence is not enough to prove they are the exact same report. #45145 remains the best canonical issue because it is earlier and already has inbound reference activity.", + "confidence": 0.88, + "canonical_issue_reason": "#45145 is the earlier report and has the stronger thread footprint, so it is the best canonical representative for this near-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative because it was opened first and has slightly more graph activity, while #45151 adds no distinguishing signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the body lengths are close, which strongly suggests near-duplication, but the packet only provides soft-similarity evidence and no concrete shared targets, filenames, or explicit cross-links. That is enough to flag them as likely duplicates, not enough to confidently merge them as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-choice reasoning is grounded, but the soft-edge verdict is too strong for the evidence available. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish that the bodies are the same or that there is no separate bug report scope. A conservative assessment would treat these as likely duplicates/near-duplicates rather than definitively the same issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "c23c079ecaf71ff5b059efe2082364640302d2fb7d6e444cafae430b30ee2a07", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a broad 4-bit inference level, but they describe different bugs: one is a Gemma4/audio uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate: the reports point to different concrete failure modes and code paths, so they should not be merged into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative is needed, issue 45674 is the broader and more generally framed report, but it does not subsume 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bugs: Gemma4 audio uint8 torch.finfo TypeError versus BitsAndBytesConfig lm_head exclusion AssertionError; same subsystem, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "bc54f98bb465ade5122e8b7171b28fd7df53fdea8546edcb5cc6a28f9febf93a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look unrelated: they are just different person-name/date entries with no shared problem statement or evidence of a duplicate bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial title similarity; the names and dates differ and there is no body or linked evidence showing the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "40b16eddc86b6994232fdd72ec69b381edc6dc18cf14b3b0c8aa48e702fe7026", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues look like unrelated name/date entries rather than duplicate bug reports or the same underlying problem. The soft similarity is too weak to justify clustering them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45764 is slightly cleaner and more self-contained as a representative item, but neither issue appears to be a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal names with dates and provide no evidence of the same underlying bug, feature, or code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "d0fc289b69a70f2b6d3f3b070793882f817c71f522eccba2ed98be270ad3892b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one requests adding a specific model class for token classification/value modeling, while the other asks for broad FP8 training support. They concern different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45810 is the more concrete, narrowly scoped request with a clear implementation target (Qwen3_5ForTokenClassification).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the best representative issue because it names a specific missing model capability, making it easier to triage and track.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-class support for token classification/value modeling versus FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "bd13fbddc25f27063dcfced16218205ead926ba9cbdb49c4276a7b0d43f42e14", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster most likely contains two duplicate issue pairs: 45870/45871 and 45872/45873, based on identical titles and matching body lengths. 45869 appears related by theme but is a distinct issue, not part of those duplicate pairs.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the earliest member of one of the strongest likely-duplicate pairs, and it is a reasonable representative for that subthread. The available metadata supports duplication, but not a stronger claim than that.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue representative in this set because it is part of the earliest clearly matching pair and has the clearest standalone title. That said, the cluster appears to contain two separate likely-duplicate subthreads rather than one unified exact duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial/DataForge theme, but the titles point to different concrete topics: a dataset listing versus an example. Not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad financial/DataForge theme, but the titles point to different concrete topics: a dataset listing versus an example. Not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and matching body lengths make these look like likely duplicate issues, though the metadata alone does not prove they are exact duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "They share a broad DataForge/financial theme, but the titles describe different concrete requests: an example versus a scraping-service oriented issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "They share a broad DataForge/financial theme, but the titles describe different concrete requests: an example versus a scraping-service oriented issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad theme, but different concrete issue types and titles; not enough evidence that they are the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad theme, but different concrete issue types and titles; not enough evidence that they are the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and matching body lengths make these look like likely duplicate issues, though the metadata alone does not prove they are exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level structure is plausible, but the writeup overstates the evidence. The packet only shows same titles and same body lengths for 45870/45871 and 45872/45873, which supports likely duplicates, not confirmed exact duplicates. Please soften those claims and keep the summary grounded in the available metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "561e78631a690f21b7a9f7a14bb52f5bdd6ee0e6667174c4acd58f19ddaef2e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one reports shape corruption during `early_initialization`, the other a `KeyError` for `linear_attention` in Qwen3.5. They may be related in subsystem, but not clearly the same underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46439 is the more specific root-cause report: it names `early_initialization` and describes a concrete shape corruption path affecting linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the stronger canonical candidate because it points to a precise mechanism, while 46441 is a more product-specific crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Shared static-cache/linear-attention theme, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 22, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "b2cc4f9ce73122e92eeeec6387e7266a816e2cd4020a5ac0e3d4a49b2f9e5a70", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are very likely duplicates: they have identical titles, the same body length, and maximal soft similarity. The evidence supports the same underlying bug report, though not literal verbatim body identity. The open issue is the better canonical thread.", + "confidence": 0.98, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, making it the active tracker for this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue to keep since it is open and appears to be the living discussion for the same tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles plus equal body length and maximal soft similarity strongly indicate the same underlying issue report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate conclusion is plausible, but the summary overstates the evidence by saying the issues are the same report verbatim. The packet only supports identical titles, equal body length, and maximal soft similarity (jaccard 1.0), not verbatim body identity. Please keep the wording more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 22, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "f89861338899819128eea8124e4daf6001275297eca841db75974fcb8a763b30", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, the other reports OOM after several epochs while training RT-DETR v2. They describe different failure modes and likely different causes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the better representative if one must be picked, because it has the more concrete and specific error class (tensor shape mismatch) rather than a broad resource exhaustion symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: shape-mismatch training failure and later OOM are different underlying problems, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "bb30c6ff15f1f3a96c7fe8b2ff2e9132a1a6b2d9b3cdb9ecb960c14c6cff08ad", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38151, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38151, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is mostly a loose similarity cluster of unrelated PRs across different models/features, with one genuine duplicate pair in `fixed_cross_entropy` kwargs handling.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43254` is the cleanest representative of the only true duplicate pair: it directly adds supported kwargs to `fixed_cross_entropy`, matching the same code-path change as `43251`.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43254` is the best global representative because it captures the concrete loss-function fix most directly; the rest of the cluster is too heterogeneous to serve as a duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: new VideoPrism model/docs vs Executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding a new MobileLLM model; different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition is unrelated to Executorch export testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/pretrained robustness work is unrelated to introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs new MobileLLM model addition; no same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix and Mistral4 test fixes are different problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export tests and MobileLLM model code are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs class config-resolution fix; not the same bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are different model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill scaffolding." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 test fixes do not share a concrete code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs a LayerNorm typo rename across CLIP-like models are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing/serve updates are different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution order fix are separate issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test-fix PR is not the same change as the model-creation skill draft." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` issue by exposing/pass-through kwargs to `nn.functional.cross_entropy`; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the conservative rejects look appropriate. The only accepted soft edge is well-supported by the shared issue target and the same `fixed_cross_entropy` code path. No obvious overstatement or unsafe mergeability claim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "8ceb671284ff35d5cbce957263bb3783c7405f0ee5bb04d7ec03e287e9d515af", + "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-but-distinct PRs: one adds the core VibeVoice model, the other adds VibeVoice Realtime plus a separate acoustic tokenizer and generation changes. They share filenames because they extend the same model family, but they are not the same underlying fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it appears to introduce the base VibeVoice implementation, while #42781 builds a separate realtime extension on top of that model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the strongest representative of the cluster: it is the foundational VibeVoice addition and has broader scope than the realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: #40546 implements the base VibeVoice model, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation-path changes. They share subsystem files, but they are different concrete features and would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "71947da0564007df7698aa8bbd109b0eb2c544fd5e16b696c23c33dd8de36e07", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different subsystems: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", + "confidence": 0.99, + "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 cluster is not a true duplicate set; the PRs solve different problems and touch different code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different tasks, and different files/code paths. One adds TimesFM covariate forecasting; the other adds DINOv3 image classification support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "66c0e7a1f821d3d7be79363dffe118c00d2ead029acfa376adcfbde98e08acc5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate workflow-dependency upgrade PRs with overlapping files, but they change different action families and target different upgrade goals, so they should not be clustered as the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more central GitHub Actions maintenance change: it upgrades core actions like checkout/cache/upload-artifact across many workflows specifically for Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative because it captures the main cross-cutting maintenance theme and affects a larger set of workflow actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow action upgrades, but 42975 updates core GitHub Actions for Node 24 compatibility while 42976 only bumps docker/build-push-action to v6 and related workflow refs. They touch overlapping CI files, but not the same underlying bug or fixable code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "45bec4ace93997e4dce84904078007e33ca0db8baa9c7721b143310faa91fbd9", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20829, + "estimated_input_tokens": 5208, + "estimated_eval_tokens": 10672 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20829, + "estimated_input_tokens": 5208, + "estimated_eval_tokens": 10672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of separate model-addition PRs, not a duplicate set. The only potentially close pair is the two Step 3.7 Flash PRs, but one adds the core `step3p7` model package while the other adds a separate `step_3_7_flash` WIP/mini-model implementation and scripts, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43451 (Molmo2) is the most complete and self-contained implementation in the set, with broad model, processor, video/image, auto-mapping, docs, and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR #43451 is the best representative artifact because it is the most substantial, clearly scoped model-addition PR with the broadest implementation coverage and review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models entirely: ViT NEPA vs Molmo. Shared docs/auto-registry edits are just normal model-registration overlap, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and code paths: ViT NEPA vs Molmo2." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different domains and implementations: vision model addition vs CTSM time-series model." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming, but the files show distinct model packages and features; they are not the same concrete bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions with unrelated architectures and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions; overlap is only in shared integration files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM time-series integration and Step 3.7 Flash are unrelated model changes." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both mention Step 3.7 Flash, but they touch different packages and purposes: one adds the core `step3p7` model implementation, the other adds a separate WIP `step_3_7_flash` mini-model/demo/scripts bundle. They are not clearly the same mergeable code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "06dc4ffae5883af94e5354f95d29884045f25308befdb4870106b63fba49fd27", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated; the only apparent commonality is superficial similarity in titles or broad subsystem overlap. I found no convincing duplicate pairs.", + "confidence": 0.29, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the most coherent functional bug fix in the set: it addresses a concrete generation-config validation issue and includes a targeted code change plus tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest standalone candidate because it fixes a specific runtime bug in a clear code path, unlike the others which are mostly tests, docs, CI, or broad cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test edits; no shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different code paths: Whisper decoding/tests versus FP8 dequantization." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode behavior and generation-config watermark validation are unrelated issues." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo-cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only changes in vision models do not match the FP8 dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch unrelated test files versus generation validation logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Nonsense test edits and CI integration fixes are not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test perturbations in CLIP/ViT are unrelated to code typo cleanup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are functional fixes but for different problems and code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization and Phimoe CI/test infrastructure are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared files are not enough here; one is an FP8 bug fix, the other is a typo cleanup across many files." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest documentation edits are unrelated to code typo fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation bug fix is unrelated to CI memory-limit/test harness work." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "A specific runtime bug fix does not match a broad typo-only cleanup 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "b56ba568e914e0773a8d16ef9d7f17beeb0bef4c38d639895db445bd98a77092", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a setup/version/dependency test change, the other is a workflow/testing-utils show-diff change. Their overlap is incidental (shared Vit test file) rather than the same underlying fix or feature.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs target different code paths and purposes. If one must be chosen, #43532 is the broader change set, but it is not a substitute for #43488.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the more representative PR of the cluster only because it spans multiple workflow/test-related files; however, it still does not cover the separate setup/version-bump change in #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: they do not fix the same concrete bug/change. #43488 changes setup/version metadata and test deps, while #43532 rewires CI/workflow and test utilities. The shared Vit test file is not enough to treat them as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "a20e42178fec5a24da598ae47491a61a6d5a4d0215230be2b960f51820764e4a", + "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 open PRs add different pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation/registration scaffolding, but they target different features, model integrations, and test suites.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature additions with different pipeline names, code paths, and model/test integrations.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; each is the best representative for its own distinct segmentation feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared docs/metadata/pipeline scaffolding, which is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "64509f87e2d8723bfdd85262863470d4521c0e514c2269c6d81ba746727f1628", + "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 touch `src/transformers/trainer.py` and improve trainer extensibility, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger canonical representative of the cluster because it makes a concrete trainer behavior change by introducing `_loss_is_scaled_for_ga`; PR 43663 is a separate refactor around input column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best standalone PR in this cluster: it has a clear functional goal, a focused code change, and a direct behavioral impact. PR 43663 is related only at the broad trainer-extensibility level.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: these are different trainer changes. 43651 alters loss scaling during training, while 43663 refactors signature-column filtering for custom trainers. They do not fix the same underlying bug and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "a8d34918839c6d3d3cf4ed7794c5f9cec8f31963014bd678b12bd04fa5b75033", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter` NameErrors, but they appear to address different annotation/runtime issues. PR 43842 is the more targeted fix; PR 43656 is broader typing cleanup with `from __future__ import annotations` and related annotation changes.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearest representative of this cluster: it directly fixes the CLI\u2019s optional-pydantic `TypeAdapter` annotation problem with a minimal, specific change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best overall fit because it is narrowly scoped to the concrete `TypeAdapter` NameError path and has an explicit issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related in file and symptom, but the fixes are not the same concrete change: 43656 is broader annotation-evaluation cleanup, while 43842 specifically handles optional `pydantic`/`TypeAdapter` import and quoting. 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": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "6f51cf0b4a81ae30b50deaa46a36e0cfc34d3cc8b22c0f4a7ff9a0ac24630658", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet splits into two real duplicate pockets: GPT-Neo (44018/44068) and GPT-J/CodeGen centered on 44722 with variants 44066 and 44085. The rest are broader output-tracing refactors across different model files and should stay rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR spans the whole packet; if one representative is needed, 44722 is the best anchor for the GPT-J/CodeGen pocket because both 44066 and 44085 converge on it, while 44018 is the anchor for the separate GPT-Neo pocket.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR for global triage if forced to choose one, but only for the GPT-J/CodeGen pocket; the packet still contains a separate GPT-Neo duplicate pocket centered on 44018/44068.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models/files; same output-tracing refactor theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models/files; shared refactor style, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are GPT-J-related, but the overlap is not the same concrete fix; 44722 is the actual duplicate hub." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations; only the standardized tracing pattern overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models/files; same migration theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths; not the same underlying change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models/files; same refactor family only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model targets; similar decorator migration, not a duplicate fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and code paths; only the output-tracing abstraction is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo model/file change; these look like the same underlying refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; related theme, different concrete code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different target change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; both are output-tracing refactors, not the same fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; no shared concrete bug/change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model/files; only the refactor pattern matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated code paths; same refactor class only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model implementations; not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models/files; similar output-handling cleanup only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same modernization theme, not the same PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models/files; no shared concrete code-path problem." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; same decorator pattern only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; related refactor theme, different underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and files; not a duplicate." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations; no duplicate fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; same output-tracing idea, different code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; shared theme only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are unrelated model implementations; not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 versus GPT-J/CodeGen; same refactor family, different target." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths; not duplicates." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different models; only the tracing pattern matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Different architectures; same output-tracing migration, not the same fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Different models/files; no shared concrete bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet versus VisualBert; only the tracing refactor theme is shared." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model paths; not the same change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different implementations; not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; same broad refactor idea only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different models; no duplicate code-path change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated implementations; same theme only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model files; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated targets; only the refactor style overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different models; same refactor effort, not the same bug." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different code paths; no duplicate change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert are different models; same pattern only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model changes; not the same bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different models; only the output-tracing migration is common." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated model changes; same refactor class only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different models; share only the refactor direction." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are different models; same tracing theme, not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are different model implementations; not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa V2 are different code paths; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated model changes; not the same fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen refactor family; 44722 is the duplicate hub for this pocket." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor and overlap on the same file." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different models; no shared concrete bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet are different model implementations; not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated code paths; only the refactor family matches." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are different models; same tracing refactor theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and VITS are different implementations; not a duplicate fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports two separate duplicate pockets, not one combined GPT-J/GPT-Neo subcluster: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722, 44085/44722). The summary conflates these and overstates the evidence a bit, especially since 44066/44085 is explicitly rejected in the packet. The rest of the soft-edge rejections are conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "efb1278a9ef3958e58ea91076466d77e0b633e45a017e471a8d7edc555fb062c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs that all refactor output tracing/standardized output capture, but they are not duplicates of one another. Each targets a different model implementation and code path, so they should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest anchor: it has an explicit issue target, a concrete SpeechT5 code-path refactor, and clearly fits the standardized output capture theme without being as ambiguous as the title-only PRs.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best representative PR for the cluster because it is the most concretely scoped and explicitly linked to an issue, while still matching the shared output-capture refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and code paths (FocalNet vs ImageGPT). Same broad refactor theme, but not the same underlying bug/change and not mergeable into one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models (VisualBert vs TextNet). Both adjust standardized output tracing, but they are separate model-specific refactors; one also changes tests, so this is not a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated implementations. Shared decorator/output-tracing work is too broad to treat as one underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and forward implementations (MPNet vs TextNet). They touch the same modernization pattern, not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet vs SqueezeBert are separate model code paths. The similarity is only at the refactor pattern level, so they are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model implementations with different output contracts. 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only the refactor motif is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths and filenames; no duplicate relationship." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architecture and tracing implementation; not mergeable as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families and changes; shared theme is too generic." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba refactor is unrelated to SuperPoint's tracing rewrite." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code and different change shape; not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "They both alter output handling, but in different models and different call signatures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and UnivNet are unrelated; 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They could coexist rather than be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "453f084135124805800d6664969b94ed4200fcfdc567bb0b10368cf4fb46c81e", + "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 pull requests address the same Mistral regex patch bug in `_patch_mistral_regex` and make the same code change; 45317 is the stronger canonical PR because it includes the implementation plus tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the most complete representative: it fixes the AttributeError in the Mistral regex patch and adds test coverage, while matching the same underlying code change as 45086.", + "best_issue_reason": null, + "best_pr_reason": "45317 is best suited as the canonical PR because it is the more polished, test-backed version of the same fix and subsumes the smaller patch in 45086.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug fix in the same function and file; 45317 is effectively the same patch plus tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "8a03b8689a0e5aa5555dffbb9a00ece5d89d75797ad7607cf1d609751a2f8d50", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13757, + "estimated_input_tokens": 3440, + "estimated_eval_tokens": 7136 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13757, + "estimated_input_tokens": 3440, + "estimated_eval_tokens": 7136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: two PRs are about NemotronH model refactors/variants, and two are about Nemotron ASR streaming. The overlaps are mostly superficial (shared auto-registry/docs scaffolding and Nemotron naming), not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46565 is the broadest, most self-contained change set in the cluster and the clearest anchor for the ASR subtopic.", + "best_issue_reason": null, + "best_pr_reason": "PR 46565 has the strongest standalone scope and completeness (new Nemotron3_5 ASR model, conversion, auto-mapping, docs, and tests), making it the best representative PR here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same change: 45115 is a conversion/refactor mapping tweak, while 45569 adds the broader NemotronH/NemotronH Dense/Sparse model split and docs." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model families and tasks: NemotronH architecture refactor versus Nemotron 3.5 ASR streaming. Shared auto/doc files do not indicate the same underlying bug or feature." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-related, but they target different concrete models (Nemotron ASR vs Nemotron 3.5 ASR) with different codepaths and files; not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "fddef5f05dbdf79f10244675c3946f08d420e821395e53284ec4cc0f8f83aa3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related open PRs in the heterogeneous-model feature area, but they are not duplicates: one adds per-layer config support, while the other is a broader modeling/cache integration built on top of it.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change, covering per-layer config usage across modeling/cache/masking paths, so it is the best representative for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the better global representative because it spans the full heterogeneous-model implementation rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap on heterogeneous config plumbing, but #45333 is only the per-layer configuration work while #45332 is the larger downstream modeling/cache integration. That is a dependency relationship, not the same concrete change, and they would not plausibly be merged as one PR under strict duplicate criteria." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "75523f5d906521db4b027f7865f8cf38d681e464942c2077b5b59c27321f682d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they are not the same change: #45415 is a broad type-checking sweep across many Transformers modules and type-ignore config, while #45425 adds/adjusts typing protocols and helper aliases for modeling_utils and related internals. They overlap in some touched files, but the underlying work differs.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the broader umbrella change: it introduces type-checking updates across many `src/transformers/*.py` files and configures type-ignore handling, making it the better representative of this typing cleanup cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45415 is the best canonical PR candidate because it covers the widest portion of the typing effort and looks like the main sweep rather than a narrow helper-typing follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They are both typing-related, but not the same underlying code change. #45415 is a broad type-checking pass across many modules; #45425 adds specific typing protocols/aliases for modeling_utils and friends. Shared files alone do not make them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "9fe714b97585bc7189cc93f23308bb6827653ff03cccf3185e7e74644d11cba1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are both about cached forward paths with seq_len > 1, but they fix different model families and different code paths: Qwen/OLMo linear attention vs. Mamba2 use_cache handling. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the clearest representative of a concrete cache bug fix because it has an explicit issue target and a focused seq_len > 1 use_cache correction in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the stronger standalone representative: it is tightly scoped, linked to a specific issue, and addresses a precise cached-state bug path. PR #45513 is broader and spans multiple model implementations, but it is a different fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Same broad theme (cached multi-token forward) but different models and different mechanisms; no shared files/targets and the diffs address distinct bugs, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "c74b0568565cc5298dfc9a8f0f4494f5a54da0f8e53662e9419c1c4132911bdc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch expert parallelism, but they address different failure modes: one preserves distributed config during loading/serialization, the other prevents expert parameters from being overwritten during sharded loading/broadcast.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative of the EP-loading bug class because it fixes a concrete overwrite path with broader runtime impact across loading and MoE code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best standalone candidate: it targets a specific, reproducible EP/FSDP2 loading bug rather than a narrower configuration-preservation fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: both are EP-related, but #45548 fixes distributed_config serialization/accelerate+ZeRO-3 loading while #45662 fixes expert params being overwritten after post-shard/broadcast. Different concrete bugs and not 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": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "88f8296de48f7f18171b6ef5aae53147837dcc764c2e10412fbdb5ed7f165e5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision around `captured_info` output in `testing_utils.py`; PR 45645 appears to be the broader, more complete fix, while 45639 is a narrower subset of that change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader canonical fix: it addresses the xdist-safe output handling in `testing_utils.py` and also updates CI/workflow handling for multiple captured log files, making it the more complete implementation of the shared issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it covers the core bug and the downstream CI artifact handling needed to preserve debug logs; 45639 only covers the library-side portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for `captured_info` artifacts in the patched testing debug path. 45645 expands the same fix with CI log aggregation, so the two are close enough to treat as one change cluster." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "643f0d07450be6f89ebc461e351e597ad7399e32ac5e83b4384bd1143c70ae0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4375, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4375, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one is a small AutoModel registry mapping for GLM-ASR, the other adds attn_implementation dispatch support for RecurrentGemma with code/docs/tests. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the better canonical representative because it is a concrete feature/change set with code, docs, and tests centered on one behavior change, whereas #45670 is a narrow registry tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the strongest standalone artifact in the set: it describes a specific code-path enhancement and includes validation coverage. #45670 is too small and different in scope to serve as a good cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "These are different changes in different model areas: #45670 adds a model class to auto-generation mappings, while #46320 implements RecurrentGemma attention-implementation dispatch. They do not fix the same underlying bug or change the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "4d9f032dc8b736dedb5c225c9e45faaa1e9c418226d847fba1f9cbca627e5bda", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated linter/chore pull requests that happen to overlap in several model files. PR 45720 applies TRF003\u2019s return_dict/can_return_tuple refactor, while PR 46259 implements TRF018 weight-initialization modeling changes. The overlap is incidental, not the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the better representative because it is a focused, concrete implementation of TRF003 across model forwards and is more coherent as a standalone change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best PR for the cluster because it is the clearer, more self-contained code change; PR 46259 addresses a different linter rule and a different bug class.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: these PRs fix different problems. 45720 changes model forward signatures/decorators for TRF003, while 46259 changes module weight initialization for TRF018. Shared filenames reflect broad model coverage, not the same concrete code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "5e0174b8b776b2a8f38d66b98e962b3051186ecb6e6a59780848e10e0e911cc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated open PRs: #45932 is a CI/telemetry plus model-config patch, while #46100 is a test migration adding AltCLIP/ViT kernel tests and DDP config. The shared similarity is superficial and not a duplicate change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster: the PRs address different code paths and goals, so neither should be treated as a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the pair because they are not the same change; #45932 is broader infra/model churn, while #46100 is focused on test migration and new kernel coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different changes: #45932 touches CI/OTel wiring and model configuration, whereas #46100 adds new tests and DDP setup for AltCLIP/ViT. They do not fix the same concrete bug or implement the same feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "5839b669cf48062fde89b8c7d4f31706eae7372e30ada6e5b596594963e00bf6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed-module filenames, but they are not the same change: one is a focused EP/Trainer integration, while the other is a broad distributed branch base spanning FSDP, integrations, modeling, and CI. They should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more focused, concrete change set centered on EP routing and Trainer integration; it is a better canonical representative than the broad branch-base PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best single PR to keep as the representative artifact because it has a narrow, coherent feature scope. PR #46269 is too broad and mixed to serve as a clean canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames do not indicate the same underlying change. #46126 targets EP routing/Trainer integration, while #46269 is a much larger distributed branch base touching many unrelated areas; they would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "73990c20da32ca61dea1b77f2294243b92b303e75dfb2ba892ee56d2ac647ea6", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23362, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23362, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs; they are a loose cluster of unrelated workflow/config updates that only share generic 'chore: update ...yml' similarity. The only close subgroup is the three pr-ci-security-gate edits, but they change different aspects of that workflow and would not plausibly merge into one PR as the same fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR exists for a duplicate set here. If one representative is needed, pull_request:46554 is the closest because it makes the most substantive security-gate logic change, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the strongest representative of the cluster because it introduces concrete security-gate behavior changes; the others are separate workflow tweaks in different files or different concerns.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different changes: self-comment CI command-input handling vs pr-ci security gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes; only the generic 'workflow update' pattern matches." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different concerns; no shared underlying bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes in CI image-tag handling vs self-comment CI input handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflow files and unrelated fixes; not the same code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated CI logic; ssh-runner hardening is not the same as benchmark triggering." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated changes; same broad CI area is not enough for duplication." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated changes; no single underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated fixes; ssh-runner env cleanup is not the security-gate change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated concerns." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both touch CI workflows, but they modify different files for different behaviors; not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different update intents." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different CI mechanics; no shared underlying fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflows and changes; generic similarity only." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and separate functionality changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different concerns." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different CI behaviors; not mergeable as one fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and distinct CI changes; same broad area only." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated updates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different parts of the workflow and different intended fixes; not the same concrete bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one changes security-gate logic while the other changes the reusable workflow call/comment; different issues." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different workflow concerns and no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "5f3c7ab867d8421fef26e5ce64adeed5d5e3fd9a05faeef0914a4f49d0020f4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs replace file-open based source inspection with safer introspection, but they target different code paths in different modules and are not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR here is a true canonical duplicate of the other; if forced to pick one cluster representative, #46207 is the stronger standalone change because it has a clear, focused behavior update plus tests in a single module.", + "best_issue_reason": null, + "best_pr_reason": "#46207 is the best representative of the cluster because it addresses one concrete implementation path with an explicit source-reading fix and accompanying test coverage, while #46152 is a separate fix in a different utility path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() for reading source, but #46152 changes import_utils path resolution and #46207 changes _can_set_attn_implementation in modeling_utils; they are different bugs/changes and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "39d8ce927117a5b03751919878588607328cb1a0e6873af3fc3a4185f925d51b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about SDPA attention dispatch support, but they target different model families and code paths: T5 versus wav2vec2/audio models. They are related in theme, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broader and more representative change set, touching multiple audio model implementations and docs for SDPA dispatch support.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest representative PR because it covers a larger, more central SDPA dispatch effort across several models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Same general feature area, but different concrete model implementations and code paths; they are not the same fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "2c79cc59d0a5d30c88c58a5d2eb16a75839277699bb48d80dad3d4831d23f39e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same sliding-window boundary bug: the right-side mask used a strict `<` instead of `<=`, excluding the boundary token. They target the same issue and make essentially the same code change in the same code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the stronger canonical PR because it includes the Moonshine streaming fix plus a test update and broader coverage, while still addressing the same concrete boundary condition.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best representative of the underlying change because it is the more complete patch for the same bug and is more likely to be the final intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same bug, same issue target, and the diff changes the same right-window boundary condition from `<` to `<=` in the same mask function. The second PR is a near-duplicate expansion of the first rather than a different 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": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "edee4cdb537049586b09151e4a3409465339d0ffb1608df2cae46f25530c5b0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better cluster representative because it is a self-contained, non-draft model addition with extensive docs and tests; PR 46376 is a separate draft infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the stronger standalone PR overall: it has a clear feature scope, broad implementation coverage, and supporting documentation/tests. PR 46376 is still a draft and covers a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching multimodal support vs. adding a HunYuan VL model. No shared files and no evidence they could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "1e3d7d7cb0fdc827bad75e326faabad2150922bb2cfe74b7bb11f21600bad108", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both tokenizer-related PRs, but they fix different model-specific bugs: one changes CodeLlama decode stripping behavior, the other fixes DeepSeek checkpoints loading the wrong tokenizer class. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different underlying bugs in different code paths, so neither is a duplicate representative of the other.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduping this cluster; each PR targets a distinct model-specific tokenizer problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and different fixes: CodeLlama decode-space stripping vs DeepSeek checkpoint tokenizer-class selection. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "751d667c746306541951f0c4906196a471e91f27e27afe711427612b36a7b340", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related Mistral tokenizer PRs, but they address different changes: one refactors/moves MistralConverter into the integrations package, the other adds tekken tokenizer detection, conversion, and save utilities. They share files but are not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the more substantive and feature-complete Mistral tokenizer change; PR 46603 is a narrower refactor/move of MistralConverter.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the best representative because it contains the main functional addition (tekken tokenizer detection/conversion/save support) rather than just relocating existing code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: the PRs have different goals and code paths. 46603 moves MistralConverter into a new package; 46604 adds tekken tokenizer detection, conversion, and save utilities. Shared Mistral files alone do not make them the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/manifest.json b/snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c196147d4c4db02d02cc5974dc2d4e255ad1e42b --- /dev/null +++ b/snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260617t000107z", + "artifacts": { + "hybrid": "snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-17T00:10:37Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260617T000107Z", + "variant": "hybrid" +} diff --git a/snapshots/20260617T000107Z/manifest.json b/snapshots/20260617T000107Z/manifest.json index 6f891b215c2a5d2a618dbdb0e306c06178df5945..43e9f14555b445691a79e55855b98369e9777c15 100644 --- a/snapshots/20260617T000107Z/manifest.json +++ b/snapshots/20260617T000107Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 321 }, "extracted_at": "2026-06-17T00:01:07Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260617t000107z", + "runs": { + "hybrid-model-20260617t000107z": { + "analysis_id": "hybrid-model-20260617t000107z", + "artifacts": { + "hybrid": "snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260617T000107Z/analysis-runs/hybrid-model-20260617t000107z/manifest.json", + "model": null, + "published_at": "2026-06-17T00:10:37Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260617T000107Z", "watermark": {