diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index afbeff8774028a84a374552a2dc85d9690cccec8..e8521eea6d7a485e5811e1f92f7ccd2dc26cb2af 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260603T060020Z", - "generated_at": "2026-06-03T06:10:10Z", + "snapshot_id": "20260603T120101Z", + "generated_at": "2026-06-03T12:12:23Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1423,79 +1423,356 @@ ] }, { - "cluster_id": "cluster-46326-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46326.", + "cluster_id": "cluster-45363-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46326, - "canonical_pr_number": 46330, - "issue_numbers": [ - 46326 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 45666, + "issue_numbers": [], "pr_numbers": [ - 46330, - 46353 + 45363, + 45666, + 46339 ], "evidence_types": [ - "closing_reference" + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46330, - "right_pr_number": 46353, - "code_similarity": 0.434, - "size_similarity": 0.466, - "file_overlap": 1.0, - "area_overlap": 0.019, - "patch_similarity": 0.229, + "left_pr_number": 45363, + "right_pr_number": 45666, + "code_similarity": 0.392, + "size_similarity": 0.298, + "file_overlap": 0.571, + "area_overlap": 0.329, + "patch_similarity": 0.306, "shared_filenames": [ - "src/transformers/tokenization_mistral_common.py", - "tests/test_tokenization_mistral_common.py" + "fused_qwen_example.py", + "src/transformers/integrations/__init__.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/tokenization_mistral_common.py", + "filename": "fused_qwen_example.py", "left_ranges": [ [ - 1185, - 1194 + 1, + 30 ] ], "right_ranges": [ [ - 1055, - 1062 + 1, + 49 + ] + ] + }, + { + "filename": "src/transformers/integrations/__init__.py", + "left_ranges": [ + [ + 67, + 81 ], [ - 1173, - 1186 + 226, + 240 + ] + ], + "right_ranges": [ + [ + 67, + 73 + ], + [ + 222, + 228 ] ] }, { - "filename": "tests/test_tokenization_mistral_common.py", + "filename": "src/transformers/integrations/hub_kernels.py", "left_ranges": [ [ - 919, - 953 + 11, + 17 ], [ - 1393, - 1404 + 22, + 35 + ], + [ + 505, + 716 ] ], "right_ranges": [ [ - 34, + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ] + } + ] + }, + { + "left_pr_number": 45363, + "right_pr_number": 46339, + "code_similarity": 0.504, + "size_similarity": 0.842, + "file_overlap": 0.286, + "area_overlap": 0.591, + "patch_similarity": 0.291, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 14, + 51 + ], + [ + 284, + 293 + ], + [ + 520, + 744 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4257 + ], + [ + 4651, + 4664 + ] + ] + } + ] + }, + { + "left_pr_number": 45666, + "right_pr_number": 46339, + "code_similarity": 0.423, + "size_similarity": 0.354, + "file_overlap": 0.667, + "area_overlap": 0.283, + "patch_similarity": 0.356, + "shared_filenames": [ + "src/transformers/core_model_loading.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py", + "tests/kernels/test_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ], + "right_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ], + "right_ranges": [ + [ + 14, + 51 + ], + [ + 284, + 293 + ], + [ + 520, + 744 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4257 + ], + [ + 4651, + 4664 + ] + ] + }, + { + "filename": "tests/kernels/test_kernels.py", + "left_ranges": [ + [ + 19, + 54 + ], + [ + 228, + 281 + ], + [ + 294, + 317 + ], + [ + 605, + 995 + ] + ], + "right_ranges": [ + [ + 21, + 28 + ], + [ + 33, 39 ], [ - 901, - 912 + 90, + 103 ], [ - 1325, - 1337 + 217, + 301 + ], + [ + 314, + 337 ] ] } @@ -1638,18 +1915,18 @@ ] }, { - "cluster_id": "cluster-46315-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46315.", + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", "status": "open", "confidence": 0.75, - "canonical_issue_number": 46315, - "canonical_pr_number": 46323, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, "issue_numbers": [ - 46315 + 43698 ], "pr_numbers": [ - 46323, - 46359 + 43779, + 43816 ], "evidence_types": [ "closing_reference", @@ -1657,29 +1934,37 @@ ], "pr_comparisons": [ { - "left_pr_number": 46323, - "right_pr_number": 46359, - "code_similarity": 0.515, - "size_similarity": 0.232, - "file_overlap": 0.5, - "area_overlap": 0.846, - "patch_similarity": 0.151, + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, "shared_filenames": [ - "src/transformers/tokenization_python.py" + "src/transformers/integrations/integration_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/tokenization_python.py", + "filename": "src/transformers/integrations/integration_utils.py", "left_ranges": [ [ - 687, - 699 + 2227, + 2241 + ], + [ + 2303, + 2309 ] ], "right_ranges": [ [ - 687, - 697 + 2278, + 2291 + ], + [ + 2309, + 2322 ] ] } @@ -1688,56 +1973,125 @@ ] }, { - "cluster_id": "cluster-43698-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "cluster_id": "cluster-44026-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43698, - "canonical_pr_number": 43779, - "issue_numbers": [ - 43698 + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44030, + "issue_numbers": [], + "pr_numbers": [ + 44026, + 44028, + 44030 + ], + "evidence_types": [ + "soft_similarity" ], + "pr_comparisons": [ + { + "left_pr_number": 44026, + "right_pr_number": 44028, + "code_similarity": 0.146, + "size_similarity": 0.557, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.233, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44026, + "right_pr_number": 44030, + "code_similarity": 0.143, + "size_similarity": 0.557, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.211, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44028, + "right_pr_number": 44030, + "code_similarity": 0.229, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], "pr_numbers": [ - 43779, - 43816 + 43656, + 43842 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43779, - "right_pr_number": 43816, - "code_similarity": 0.418, - "size_similarity": 0.538, + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, "file_overlap": 1.0, - "area_overlap": 0.02, - "patch_similarity": 0.02, + "area_overlap": 0.0, + "patch_similarity": 0.036, "shared_filenames": [ - "src/transformers/integrations/integration_utils.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/integrations/integration_utils.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ [ - 2227, - 2241 + 11, + 18 ], [ - 2303, - 2309 + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 ] ], "right_ranges": [ [ - 2278, - 2291 + 54, + 61 ], [ - 2309, - 2322 + 587, + 593 ] ] } @@ -1746,15 +2100,15 @@ ] }, { - "cluster_id": "cluster-44002-2", + "cluster_id": "cluster-43998-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 43998, "issue_numbers": [], "pr_numbers": [ - 44002, + 43998, 44029 ], "evidence_types": [ @@ -1762,13 +2116,13 @@ ], "pr_comparisons": [ { - "left_pr_number": 44002, + "left_pr_number": 43998, "right_pr_number": 44029, - "code_similarity": 0.135, + "code_similarity": 0.125, "size_similarity": 0.43, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.329, + "patch_similarity": 0.259, "shared_filenames": [], "shared_file_areas": [] } @@ -2079,6 +2433,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "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-43698-3", "canonical_pr_number": 43779, @@ -2106,13 +2469,13 @@ "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-44002-2", - "canonical_pr_number": 44002, + "cluster_id": "cluster-43998-2", + "canonical_pr_number": 43998, "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-43998-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-44018-2", @@ -2123,6 +2486,16 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44026-3", + "canonical_pr_number": 44030, + "duplicate_pr_numbers": [ + 44026, + 44028 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44026-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2132,6 +2505,16 @@ "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-45363-3", + "canonical_pr_number": 45666, + "duplicate_pr_numbers": [ + 45363, + 46339 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2149,31 +2532,13 @@ ], "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-46315-3", - "canonical_pr_number": 46323, - "duplicate_pr_numbers": [ - 46359 - ], - "target_issue_number": 46315, - "reason": "PRs in cluster-46315-3 are treated as duplicates because they converge on issue #46315 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-46326-3", - "canonical_pr_number": 46330, - "duplicate_pr_numbers": [ - 46353 - ], - "target_issue_number": 46326, - "reason": "PRs in cluster-46326-3 are treated as duplicates because they converge on issue #46326 with closing_reference evidence." } ], "best_issue": { - "cluster_id": "cluster-45647-3", - "issue_number": 45647, - "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 13 discussion comments plus 8 inbound references.", - "score": 164.0 + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 6096edec34e093c45aff575546b569642aabb1a4..0a989e8f114e2695878bcc0a1e1a7eb5c4549aea 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260603T060020Z", - "generated_at": "2026-06-03T06:10:10Z", + "snapshot_id": "20260603T120101Z", + "generated_at": "2026-06-03T12:12:23Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 52, "status": "reviewed", @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:24643", "issue:30277", @@ -93,8 +93,8 @@ "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43975|issue:44457", "issue:43039|issue:45161", + "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", @@ -106,8 +106,8 @@ "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45823|issue:45874", - "issue:34928|issue:41720", "issue:43425|issue:44292", + "issue:34928|issue:41720", "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", @@ -131,441 +131,375 @@ "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", - "issue:43901|issue:44512", "issue:44589|issue:46304", "issue:45823|issue:46294", + "issue:43901|issue:44512", "issue:45237|issue:45901" ], - "prepared_review_unit_hash": "45a40be025093c267d12c26ca0333e86b7828702a4204ee1cec68c1c00c4f6a8", + "prepared_review_unit_hash": "5b95a8491f9501a73cf0adbe764946053a843399fc635f818c7b0f2ab15ba34b", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 67, - "serialized_chars": 47821, - "estimated_input_tokens": 11956, - "estimated_eval_tokens": 24168 + "serialized_chars": 47818, + "estimated_input_tokens": 11955, + "estimated_eval_tokens": 24166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly over-broad and mixes unrelated bugs across models, docs, and backends. The only clear duplicate set is the DeepSpeed ZeRO-3 \"index 0 out of bounds\" family around model loading/init; most other pairs are just broad thematic similarity and should stay separate.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the ZeRO-3/BERT zero-sized tensor load bug; most other soft pairs share only broad subsystem similarity and should stay separate.", "confidence": 0.84, - "canonical_issue_reason": "issue:43638 is the clearest representative of the ZeRO-3 index-out-of-bounds family: it gives a concrete non-pretrained BertModel reproduction, matches the exact error shape, and overlaps tightly with the other Bert/ZeRO-3 reports.", + "canonical_issue_reason": "Issue 43596 is the cleanest representative of the only clearly duplicated subcluster: the Zero-3/BERT \"index 0 out of bounds for dimension 0 with size 0\" load failure. It is slightly more general than 43638 and reads like the better umbrella report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the best global issue anchor because it is the most specific and broadly phrased report for the only real duplicate set in this cluster.", + "best_issue_reason": "43596 is the best global issue candidate because it captures the most coherent duplicate subcluster and is phrased broadly enough to represent that specific ZeRO-3 loading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 problems: missing config attribute vs streaming chat/completions inference failure." + "reason": "Different models and different failures: config attribute missing vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated bugs: GPT-OSS AMD GPU failure vs MPS histogram op not implemented for Int." + "reason": "Both are backend/hardware-related, but they are different code paths and error classes (AMD GPU support vs MPS histogram op)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/backend and different error: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Different model families and distinct bugs: dtype mismatch in Mistral-3 vs AMD GPU runtime failure in GPT-OSS-20B." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model and failure mode; only shares a broad GPU/backend theme." + "reason": "Only loosely related by MoE/model execution; the actual failures and affected paths are unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different concrete bug: AMD GPU runtime issue vs GraniteMoEHybrid invalid method call." + "reason": "Different models and error modes; not the same underlying bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and errors; not the same underlying change or bug." + "reason": "Different runtime failures and model stacks; no shared concrete bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "Deepspeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 config failure are distinct issues." + "reason": "Different model/export path vs FP8 configuration failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different bug surfaces: export-time ONNX issue vs auto device mapping cuda assert." + "reason": "ONNX export issues are unrelated to Qwen3 auto-device-map CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Both are documentation/task issues, but they concern different pages and different content problems." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they mention different removed features and are not the same change." + "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed run command; not the same concrete change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import error are separate problems." + "reason": "ONNX export error and GenerationMixin import error are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to resume/trust-remote-code behavior." + "reason": "Different features: SFT embedding unpacking vs resuming training with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different model paths and different errors: mask shape mismatch vs PLE device mismatch." + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-like, but one is ZeRO-3 BERT init and the other is a mask/tensor shape mismatch." + "reason": "ZeRO-3/BERT zero-size tensor issue vs generic mask shape mismatch; not the same bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BERT index error is unrelated to local model resume/trust-remote-code." + "reason": "Different training/loading scenarios and unrelated failures." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same generic IndexError wording, but different code paths and root causes." + "reason": "Only superficial IndexError similarity; the underlying code paths differ." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same bug as Qwen3.5 video token/feature mismatch." + "reason": "Mask/tensor shape mismatch is unrelated to video feature/token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model/backend issue: shape mismatch vs GPT-OSS MoE TP support." + "reason": "Generic tensor shape mismatch is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training-resume/remote-code issues are unrelated." + "reason": "Video chat-template failure and resume/trust_remote_code failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT init error does not match the resume/trust-remote-code problem." + "reason": "Different bug classes and code paths." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to training resume." + "reason": "Config field regression vs training resume issue are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug has nothing to do with ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index-out-of-bounds are different bugs." + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero-sized-tensor BERT load failure." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds bug on BERT initialization/loading; these look like duplicates." + "reason": "Same concrete underlying bug: ZeRO-3/BERT loading hits the same 'index 0 out of bounds for dimension 0 with size 0' failure." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Different failures: token detokenization regression vs LoRA merge/save/load inconsistency." + "reason": "Liger kernel cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + "reason": "Different bugs: detokenization regression vs LoRA merge/save-load inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime and LoRA merge/save mismatch are different bugs." + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to LoRA merge/save-load mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing recomputation error and mask shape mismatch are not the same issue." + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different failure from mask shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the weight-dimension error and collective mismatch are distinct problems." + "reason": "Both mention DeepSpeed, but the specific runtime errors and affected paths are different." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class name, but CPU-offload incompatibility and uninitialized-memory-after-materialization are different concrete failures." + "reason": "Same class name, but different failure modes and likely different fixes: CPU-offload incompatibility vs uninitialized memory after materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel support." + "reason": "ZeRO-3/BERT load bug is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and CustomTrainer extra-argument error are unrelated." + "reason": "FSDP activation-checkpointing tensor recompute issue and custom trainer signature change are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model/runtime problems with no shared concrete code path." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Different model-specific failures; one is dtype mismatch, the other is an invalid method call in GraniteMoEHybrid." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different bugs." + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config mismatch in vLLM and Mistral tokenizer patch crash are unrelated." + "reason": "Gemma3 v4.53/vLLM config attribute issue is unrelated to the Mistral regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Same family (Gemma4), but device-mismatch and reverse-embedding lookup are different issues." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Both are Gemma4-related, but one is a device-mismatch forward bug and the other is an expensive reverse-embedding lookup; not the same bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are not the same bug." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Phi autocast dtype mismatch and GPT-OSS tensor-parallel issue are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral torch-dynamo tracing error and Mistral-3 preprocessor dtype mismatch are different problems." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different model-specific failures with no shared code-path." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model/backend bugs: dtype mismatch vs MPS histogram op unsupported." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking failure is not the same as GPT-OSS TP support." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Distinct Qwen model bugs with different repro paths." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and different errors." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern during model loading/init; Gemma3 and BERT look like the same underlying bug." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions, but they target different removed APIs and should not be merged." + "reason": "Torch compatibility issue and Qwen-3 NVFP4 runtime error are different problems." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video StopIteration." + "reason": "FSDP activation checkpointing issue is unrelated to Qwen3 auto-device-map CUDA assert." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram failure are unrelated." + "reason": "Different model/device/runtime failures; only broad MoE similarity." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL training bug and MPS op support error are unrelated." + "reason": "SFT embedding unpacking and MPS histogram error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy and Phi autocast dtype mismatch are different issues." + "reason": "Liger kernel cross-entropy being called and autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer signature change are unrelated." + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation and GenerationMixin import error are separate bugs." + "reason": "Activation checkpointing/FSDP issue and GenerationMixin import failure are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU runtime failure and outdated RAG docs are unrelated." + "reason": "Hardware/runtime bug and RAG docs cleanup are not the same underlying change." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call and tensor-mask shape mismatch are unrelated." + "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch 2.4.1 compatibility and USE_DISTRIBUTED=0 breakage are different versioning issues." + "reason": "Both are version compatibility reports, but they concern different version combinations and different failure modes." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure and distributed-disabled torch support are unrelated." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure class; both point to empty/invalid tensor access during init or loading." + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but they affect different models and likely different code paths." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM config attribute mismatch and Qwen3 cuda assert are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "TextClassificationPipeline docs issue and run-command docs issue are different doc regressions." + "reason": "Different model-specific failures: Gemma3 vLLM config attribute vs Qwen3 device-map CUDA assert." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure and distributed-disabled support regression are unrelated." + "reason": "Float8 storage lookup failure and USE_DISTRIBUTED=0 support regression are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device mismatch and Qwen3.5 video feature/token mismatch are different bugs." + "reason": "Different model pipelines and different symptoms; not a duplicate." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed run command references." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + "reason": "Different feature areas and failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate links are the exact DeepSpeed ZeRO-3 index-out-of-bounds family, and the rest are rejected with model/error-specific distinctions rather than broad thematic similarity. The summary does not overclaim beyond the available titles/body signals." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is the ZeRO-3/BERT size-0 IndexError cluster (43596/43638), and the other soft pairs are appropriately rejected as insufficiently supported by the issue text." }, "evaluator_used": true, "retried": false, @@ -576,7 +510,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 2, "review_unit_count": 52, "status": "reviewed", @@ -584,7 +518,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36010", "issue:39290", @@ -671,302 +605,302 @@ "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", - "issue:43716|issue:46294", "issue:43531|issue:45070", + "issue:43716|issue:46294", "issue:45020|issue:45800", - "issue:44479|issue:46294", "issue:43541|issue:44589", + "issue:44479|issue:46294", "issue:41093|issue:43596" ], - "prepared_review_unit_hash": "23f6217270fb54f08b510d6e1e00ad3f967dbea023c9e7777ecf0432ebcd9984", + "prepared_review_unit_hash": "9237056aab6d9c2bf0332560a9869884a4ac8a1e57dde0e1f4326640c4d7bc07", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 42, - "serialized_chars": 39563, - "estimated_input_tokens": 9891, - "estimated_eval_tokens": 20038 + "serialized_chars": 39565, + "estimated_input_tokens": 9892, + "estimated_eval_tokens": 20040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with only a couple of clear duplicate pairs: the AutoTokenizer wrong-token-ID regression and the Qwen3.5 video-input regression. Most other pairs share broad symptoms but not the same concrete bug path.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45920 is the broadest current report of the tokenizer regression across multiple model families, and it cleanly subsumes the narrower Granite-only report (issue:45812).", + "summary": "The cluster is mostly heterogeneous. After tightening the evidence, only two soft pairs look like true duplicates: the v5 AutoTokenizer wrong-token-id regression and the Qwen video/chat-template regression. The DeepSpeed/BERT reports are similar in surface area but not strong enough to merge as the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45812 is the clearest canonical issue: it states the token-ID regression directly and has an explicit matching duplicate in 45920 across multiple model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to anchor this cluster because it is open, broad in scope, and describes the same underlying tokenizer regression affecting several models.", + "best_issue_reason": "Issue 45812 is the best global issue anchor because it has the strongest duplicate evidence and a broad, well-defined regression scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and failure modes: Voxtral processor load failure vs Gemma4 device-map mismatch." + "reason": "Different model/process paths: processor failure vs device-map forward mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated problems: Liger Kernel cross-entropy path vs Qwen3.5 video chat template mismatch." + "reason": "Unrelated subsystems: Liger cross-entropy behavior vs Qwen video input parsing." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug vs RAG example documentation issue; not the same underlying defect." + "reason": "Different bugs: detokenization regression vs RAG example documentation." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same AutoTokenizer wrong-token-ID regression in v5, with 45920 being the broader multi-model version." + "reason": "Same concrete AutoTokenizer token-ID regression; titles and scope align closely across model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + "reason": "Model-loading failure vs example documentation issue; not the same bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different models and symptoms: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation bug." + "reason": "Different model families and different failure modes." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different compatibility issues." + "reason": "Both are version breakages, but the concrete failures and affected paths differ." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes/_is_hf_initialized incompatibility is unrelated to the PyTorch distributed build issue." + "reason": "Bitsandbytes constructor incompatibility is not the same as distributed build support breakage." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 loading error is unrelated to RAG documentation examples." + "reason": "Qwen NVFP4 runtime error is unrelated to RAG examples." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they affect different model families and appear to be separate config bugs." + "reason": "Both mention sliding window, but the models and failure paths differ." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are not the same defect." + "reason": "Different models and distinct load failures." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Different concrete errors: mask-shape mismatch vs zero-sized tensor index error under ZeRO-3." + "reason": "Similar DeepSpeed/BERT surface area, but the titles point to different concrete failures and the evidence is not strong enough to merge." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table-question-answering crash are unrelated." + "reason": "Whisper load failure is unrelated to table-question-answering crashes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility is unrelated to the PretrainedConfig pydantic-field regression." + "reason": "Torch compatibility and pydantic PretrainedConfig regression are different bugs." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/BertModel index error and torch 2.4.1 vs transformers 5.8.0 incompatibility are separate issues." + "reason": "Both are init/version problems, but they are not the same underlying defect." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table-question-answering crash do not share a code path." + "reason": "Different model/functionality areas." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model loading and PretrainedConfig pydantic regression are unrelated." + "reason": "Unrelated model runtime failure vs config-model regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat, but the titles point to different runtime paths and no clear shared bug." + "reason": "Same model family, but different APIs and likely different bugs." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B-NVFP4 loading failure is unrelated to table-question-answering." + "reason": "Qwen NVFP4 error is unrelated to table QA." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Sliding_window config issue and Gemma4 PLE device mismatch are different problems." + "reason": "Different model families and different failure paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and Ovis2 checkpoint corruption are unrelated." + "reason": "Tied-weight bug and corrupted checkpoint are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming chat failure and MPS histogram op error are unrelated." + "reason": "Different API/runtime issues with no shared concrete code path." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing error and MPS Int histogram error are different backend issues." + "reason": "Distinct runtime and op-support failures." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both mention dtype/backend issues, but the model paths and failures differ." + "reason": "Both are dtype-related, but the model paths and failure mechanisms differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor load failure is unrelated to template-node compilation errors." + "reason": "Processor bug and compiler/template-node error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window config error are unrelated." + "reason": "GenerationMixin import failure is unrelated to sliding_window config issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version compatibility and Gemma4 device mismatch are separate regressions." + "reason": "Version compatibility issue vs model device-mapping bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are ZeRO-3-related IndexErrors, but the concrete errors and contexts differ." + "reason": "Both are DeepSpeed/BERT IndexErrors, but the concrete symptoms and loading contexts differ too much to call them the same bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + "reason": "Different model families and different loading/support problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic regression are different config issues." + "reason": "Missing pad_token_idx is not the same as the PretrainedConfig regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model bug are unrelated." + "reason": "Int4 OOM and tied-weights regression are different bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both involve sequence handling, but the mask-shape IndexError and Qwen3.5 embedding unpacking failure are not the same bug." + "reason": "Mask-shape IndexError and SFT embedding unpacking failure are different issues." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different backend/model bugs." + "reason": "Both involve MoE, but the failure paths are different." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming chat failure are unrelated." + "reason": "Different models, different APIs, different failure modes." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and PretrainedConfig pydantic regression are separate issues." + "reason": "init_empty_weights TypeError is not the same as the pydantic PretrainedConfig breakage." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." + "reason": "GGUF gpt-oss support and Qwen streaming failure are unrelated." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:43531", + "right": "issue:45070", "accept": false, - "reason": "Image-preprocessor dtype mismatch in Mistral-3 and Qwen3.5 video-token mismatch are different multimodal bugs." + "reason": "Qwen3-MoE sliding_window bug is unrelated to PretrainedConfig pydantic changes." }, { - "left": "issue:43531", - "right": "issue:45070", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig field regression do not share a bug path." + "reason": "Both are multimodal, but one is an image preprocessor mismatch and the other is a video token/feature mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch 2.4.1 / transformers 5.8.0 incompatibility are distinct compatibility problems." - }, - { - "left": "issue:44479", - "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen3.5/Qwen3.5-VL video-input regression where video features and tokens/template output no longer match in v5.3.0." + "reason": "Both mention version incompatibility, but not the same concrete issue." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different runtime issues." + "reason": "Grouped_mm tracing error and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen video-input regression: chat template and video-token accounting mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch and zero-size-tensor ZeRO-3 index error are not the same underlying defect." + "reason": "Both are ZeRO-3/BERT IndexErrors, but the titles and failure points differ enough to avoid merging without stronger evidence." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the titles: issue:45812/issue:45920 are clearly the same AutoTokenizer wrong-token-ID regression, with 45920 being the broader report; issue:44479/issue:46294 are both Qwen3.5 video-input regressions with a video-features/video-tokens mismatch theme. The remaining pairs are mostly rejected cautiously, and the summary does not overclaim mergeability or shared bug paths." + "accept": false, + "feedback": "The cluster summary is mostly conservative, but the DeepSpeed/Bert duplicate call is overstated. Based on the packet, issue 41093 is a mask-shape mismatch, while 41762 and 43638 are different DeepSpeed ZeRO-3 loading failures with different model contexts; the evidence is not strong enough to assert they are the same concrete bug. The canonical-issue rationale also looks under-grounded because it attributes 41093 to a DeepSpeed ZeRO-3 + Bert IndexError path that is not reflected in the issue title, and 43596 is actually the closer-looking Bert/ZeRO-3 title. The tokenizer (45812/45920) and Qwen video (44479/46294) pairings are more defensible, but the overconfident DeepSpeed verdict makes the overall output too strong for the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -974,7 +908,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 3, "review_unit_count": 52, "status": "reviewed", @@ -982,7 +916,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36331", "issue:38175", @@ -1038,8 +972,8 @@ "issue:45759|issue:45902", "issue:45542|issue:45800", "issue:39186|issue:44918", - "issue:40990|issue:44960", "issue:43716|issue:44918", + "issue:40990|issue:44960", "issue:45632|issue:45698", "issue:43645|issue:45399", "issue:43404|issue:45005", @@ -1057,8 +991,8 @@ "issue:43644|issue:43950", "issue:43828|issue:44928", "issue:36331|issue:41762", - "issue:43950|issue:45902", "issue:43872|issue:44589", + "issue:43950|issue:45902", "issue:43866|issue:44403", "issue:43054|issue:45701", "issue:38175|issue:43054", @@ -1067,235 +1001,235 @@ "issue:44910|issue:45859", "issue:42947|issue:44387" ], - "prepared_review_unit_hash": "ffcab809c251ce0bced88670bbb209228a9615ecf2a1630e2bf1a03a40549cf9", + "prepared_review_unit_hash": "b502f3216a8eee216ad01fc419dea3f8278e3063191a33784f0bcab6aabbd34c", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37146, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37143, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not appear to be one duplicate set. The only clear duplicate family is the Transformers v5 non-persistent-buffer regression (`43644`/`43950`/`44534`).", - "confidence": 0.74, - "canonical_issue_reason": "`issue:43950` is the best central report for the only strong duplicate family here: it clearly frames the v5 regression around non-persistent buffers and is more specific than the broader `43644`/`44534` wording.", + "summary": "The non-persistent-buffer regression cluster remains the strongest duplicate set, with 43950 as the best canonical issue. I tightened the soft-edge calls: the SigLIP2 pair and the 43950 vs 45902 link are now rejected for insufficient evidence, while 45632 vs 45698 stays accepted as a plausible shared path-resolution/custom-module loading bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest representative of the v5 non-persistent-buffer regression: it states the bug broadly and precisely, and it matches the more concrete near-duplicates about junk/corrupted non-persistent buffers.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43950` is the strongest canonical candidate overall because it most precisely describes the underlying non-persistent-buffer corruption regression and aligns with the accepted duplicates.", + "best_issue_reason": "issue:43950 is the best issue to keep as the canonical representative because it is the most specific yet general description of the shared regression and subsumes the tighter duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family (SigLIP2), but the reported symptoms differ: degraded embeddings vs nonsensical outputs in AutoModel/pipeline. Not enough to treat as the same bug." + "reason": "Both mention SigLIP2 and bad outputs, but that overlap is too broad; this looks like related model-family complaints, not the same concrete bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different code paths and failures: multimodal config unwrapping vs `inv_freq` materialization after `to_empty(cuda)`." + "reason": "Different failure modes: config unwrapping for composite multimodal configs vs uninitialized rotary embedding memory after meta\u2192to_empty(cuda) materialization." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Unrelated failures: TensorBoard/TensorFlow backend detection vs a Torch/Transformers version incompatibility report." + "reason": "Unrelated problems: missing TensorFlow backend handling vs a torch/transformers version incompatibility." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Both involve training/runtime errors, but one is FSDP weight shape failure and the other is Qwen3.5 embedding unpacking with TRL; different bugs." + "reason": "Different code paths and symptoms: FSDP weight-shape error vs TRL input-embedding unpacking failure." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:43716", + "right": "issue:44918", "accept": false, - "reason": "No concrete overlap beyond being model/eval issues; the titles point to unrelated models and failure modes." + "reason": "One is an image-preprocessor/model dtype mismatch; the other is a Qwen3.5 trainer unpacking issue." }, { - "left": "issue:43716", - "right": "issue:44918", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Different model families and different failure surfaces: image dtype mismatch vs embedding unpacking in trainer code." + "reason": "These are generic model-quality complaints on different models, with no sign of a shared underlying bug." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both touch `trust_remote_code`/custom loading, but one is a cache-path collision and the other is wrong-module loading after save; not the same concrete bug from the available evidence." + "accept": true, + "reason": "Both point to wrong local/custom-module path resolution during loading/saving, so they plausibly describe the same underlying cache-path bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Different areas entirely: notebook custom-model initialization vs flash-attn2 fallback gating." + "reason": "Custom-model notebook initialization and flash-attn fallback gating are different issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but `43404` is a model-specific `lm_head` tying bug while `45005` is a broader v5 translation-model report; not clearly one underlying change." + "reason": "Both involve tied weights, but the affected models and concrete failure modes differ too much to be one bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Unrelated: Qwen3MoE FP8 failure versus flash-attn2 fallback behavior." + "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different subsystems and symptoms: cache/attention backend crash vs tied-weights regression." + "reason": "PagedAttentionCache/linear_attention crash is a different Qwen3.5 cache-path bug, not tied-weights handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling in translation models." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading for NemotronH is unrelated to the tied-weights regression." + "reason": "NemotronH checkpoint loading failure is a separate model implementation issue." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Completely different issues: DSA indexer behavior vs outdated docs mentioning a removed command." + "reason": "A missing ReLU in DSA indexer is unrelated to a docs typo." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different failures on different models: Qwen3.5 embedding unpacking vs GraniteMoEHybrid method call error." + "reason": "TR L embedding unpacking and GraniteMoE invalid-method errors are different model/training bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to removing the old `transformers` run command from docs." + "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific problems: detokenization bug vs Qwen-3 NVFP4 runtime error." + "reason": "Incorrect detokenization and a Qwen NVFP4 runtime error are different failures." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different models and different failure modes; no sign of a shared underlying bug." + "reason": "Different models and different failure modes." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression around non-persistent buffers being incorrectly populated/corrupted during loading or initialization." + "reason": "These are near-duplicate reports of the same v5 non-persistent-buffer corruption/junk-loading regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example error and the other is a model quality/regression report; not the same bug." + "reason": "SigLIP2 documentation errors and SigLIP2 output-quality complaints are different problems." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer regression in Transformers v5; `43950` is a more specific loading-path report of the same corruption." + "reason": "Same core regression: v5 mishandles non-persistent buffers during loading/materialization." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different Qwen-related dtype issues with different triggers and symptoms; not clearly the same code-path bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 gradient explosion." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Both are runtime errors, but one is a custom trainer signature mismatch and the other is a DeepSpeed ZeRO-3 loading failure." + "reason": "Trainer custom-loss kwarg mismatch and DeepSpeed ZeRO-3 loading error are unrelated." }, { - "left": "issue:43950", - "right": "issue:45902", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Both mention buffer initialization problems, but one is a from_pretrained regression and the other is a model-specific `to_empty(cuda)` materialization issue." + "reason": "Different quantization/storage incompatibilities with different causes." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:43950", + "right": "issue:45902", "accept": false, - "reason": "Different low-level quantization incompatibilities: bitsandbytes constructor args vs missing Float8 storage support." + "reason": "45902 is a narrower inv_freq/to_empty(cuda) memory bug; the packet does not prove it is the same as the broader non-persistent-buffer corruption regression." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and a noisy-loading issue are not the same underlying bug." + "reason": "Checkpoint corruption is not the same as noisy loading behavior." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Model-quality regression vs tokenization changes; different symptoms and likely different layers of the stack." + "reason": "SigLIP2 embedding quality and tokenizer-version-dependent tokenization are different issues." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one is zero probabilities and the other is worse text embeddings; not enough evidence of one root cause." + "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are not clearly the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Tokenizer error message for Voxtral is unrelated to a missing `all_tied_weights_keys` attribute in Molmo." + "reason": "Bad tokenizer error messaging and missing all_tied_weights_keys are unrelated." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and different root causes: Gemma4 FSDP2 cache rebuild bug vs Qwen3_5Moe rotary embedding materialization bug." + "reason": "Different models and different initialization/memory bugs." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both concern Qwen3.5, but one is Flash Attention sequence handling and the other is CPU-offload compatibility for rotary embeddings." + "reason": "Both mention Qwen3.5, but one is flash-attn packed-sequence misinterpretation and the other is CPU-offload incompatibility." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/memory regressions: LoRA checkpointing effectiveness vs int4 quantization reserved-memory growth." + "reason": "Gradient-checkpointing effectiveness and int4 quantization OOM are different performance/memory issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 43950/43644/44534 family is the only clearly supported duplicate set, and the other soft-edge rejections do not overclaim overlap beyond the evidence shown." + "accept": false, + "feedback": "Reject: most of the clustering is conservative, but a few acceptances are still too speculative from the packet alone. In particular, issue:43054 vs issue:43994 only share the SigLIP2 model family and vague bad-output symptoms, which is not enough to justify a duplicate verdict. issue:43950 vs issue:45902 is also a bit overconfident because it links a general non-persistent-buffer regression to a different, more specific to_empty(cuda) / inv_freq memory bug without direct evidence. The non-persistent-buffer cluster itself and issue:45632 vs issue:45698 look grounded, but the soft-edge verdicts should be tighter." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1303,7 +1237,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 4, "review_unit_count": 52, "status": "reviewed", @@ -1311,7 +1245,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36331", "issue:41093", @@ -1351,11 +1285,11 @@ "issue:44991", "issue:45020", "issue:45081", + "issue:45237", "issue:45305", "issue:45313", "issue:45356", "issue:45399", - "issue:45520", "issue:45685", "issue:45715", "issue:45823", @@ -1366,16 +1300,16 @@ "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:41553|issue:43881", - "issue:43975|issue:45520", + "issue:43975|issue:45237", "issue:44403|issue:44488", - "issue:42947|issue:43856", "issue:43643|issue:45020", + "issue:42947|issue:43856", "issue:41762|issue:42915", "issue:43782|issue:44960", "issue:45685|issue:45823", - "issue:42491|issue:44368", "issue:44991|issue:45399", "issue:43824|issue:43872", + "issue:42491|issue:44368", "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1388,239 +1322,227 @@ "issue:43827|issue:44509", "issue:43257|issue:43866", "issue:43872|issue:44291", - "issue:43792|issue:44220", "issue:42915|issue:43872", + "issue:43792|issue:44220", "issue:43257|issue:45305", - "issue:42947|issue:45923", "issue:43940|issue:45313", - "issue:36331|issue:41093" + "issue:36331|issue:41093", + "issue:42947|issue:45923" ], - "prepared_review_unit_hash": "ab9e0d25b27a1fc7f4dd82683c0f986de3416b4c549caa0c5012a3f7fd9812b1", + "prepared_review_unit_hash": "4cae61d79e3994806333f04b1cf0fce8bed89c36a12154834440808e4f9d7545", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37237, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "serialized_chars": 37209, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of distinct transformer issues, with only a handful of true duplicate-style overlaps: docs on removed pipeline tasks, SigLIP2 implementation mismatch, `_is_hf_initialized`/`init_empty_weights` incompatibility, Whisper fbank extraction, and a Qwen3 ZeRO-3 weight-loading regression.", - "confidence": 0.69, - "canonical_issue_reason": "44291 is the clearest, most specific root-cause report in the set for the `_is_hf_initialized` / `init_empty_weights` regression, and it has a near-identical companion in 43872.", + "summary": "This cluster is mostly a set of unrelated closed issues; only a few soft pairs look like true duplicates: the SigLIP2 implementation discrepancy, the v5 docs/pipeline-removal typo, and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. Most other pairs are only loosely similar by subsystem or model family.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` loading regression: it names the concrete exception, the triggering `init_empty_weights` path, and the affected transformers version range.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the best issue anchor because it describes a concrete code-path incompatibility, is actionable, and cleanly represents one of the few genuine duplicate families here.", + "best_issue_reason": "issue:44291 is the strongest representative issue overall because it is specific, reproducible, and directly tied to the underlying compatibility bug; it is easier to act on than the broader symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both describe the same SigLIP2 implementation discrepancy versus the original/JAX behavior; one is the user-facing symptom, the other is the broader mismatch report." + "reason": "Same SigLIP2 problem: one reports degraded text embeddings, the other explicitly calls out HF vs JAX implementation discrepancy." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is about noisy loading warnings, the other is a hard model-loading failure for a specific checkpoint; too different to be the same bug." + "reason": "Both are loading-related, but one is a generic noise/UI complaint and the other is a model-specific failure for ScandiBERT; no clear same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure modes; these are not the same underlying issue." + "reason": "Different models and different failures; the titles do not point to one shared code-path bug." }, { "left": "issue:43975", - "right": "issue:45520", + "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization corruption and a flash-attn import-key error are unrelated code paths." + "reason": "Tokenizer detokenization regression and AMD GPU model failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both concern loading, but one is warning noise and the other is a model-specific load failure; not a duplicate." + "reason": "Both involve loading, but the model and failure mode differ; too generic to treat as the same bug." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "PEFT gradient-checkpointing behavior and Qwen3 MoE memory usage are distinct problems." + "reason": "`AutoConfig` missing fields under `trust_remote_code` may be related to remote-code regressions, but 45020 is a broad umbrella issue rather than the same concrete bug." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Both mention `remote_code`, but one is an AutoConfig field-loss bug and the other is a broader model-loading regression; not clearly the same concrete defect." + "reason": "Gradient-checkpointing/PEFT behavior and MoE memory usage are different problems." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and different DeepSpeed/FP8 failures; no evidence of a shared root cause." + "reason": "Both mention loading or MoE, but they are different models and different failure signatures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL `weight_only=True` loading and GLM5 are unrelated." + "reason": "Different models and different error classes; no shared underlying change is evident." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int typing and Gemma4 PLE device placement are different issues." - }, - { - "left": "issue:42491", - "right": "issue:44368", - "accept": false, - "reason": "A Qwen3 MoE LoRA compatibility regression is not the same as a tie-word-embeddings warning." + "reason": "MPS histogram support and device placement mismatch are distinct bugs." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback blocking are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing model class and the `_is_hf_initialized` bitsandbytes/init_empty_weights incompatibility are different bugs." + "reason": "Both are compatibility/loading issues, but one is an import error for a specific class while the other is a bitsandbytes constructor kwarg failure." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3 MoE LoRA compatibility problem and a tie-word-embeddings warning are not the same concrete bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Two model-loading failures, but for different models and different missing attributes." + "reason": "Different models and different root causes; one is a loading failure, the other is a missing tied-weights attribute." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are unrelated." + "reason": "Remote-code regressions and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A tokenizer-mapping bug and a remote_code regression do not share the same underlying failure." + "reason": "Tokenizer-mapping behavior in add-new-model-like is a different code path from remote-code loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + "reason": "One is a dtype/autocast mismatch, the other is a device mismatch; not the same bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different APIs and have different causes." + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and are not clearly the same fix." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patching and flash-attn fallback logic are separate code paths." + "reason": "Mistral regex/tokenizer crash and flash-attn fallback gating are different issues." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage and Kimi-K2.5 codec/tokenizer regression are not the same bug." + "reason": "Remote-code breakage and Kimi-K2.5 tokenizer codec regression are different failures." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "A model-specific loading key error is unrelated to flash-attn fallback gating." + "reason": "MobileLLM key error is unrelated to flash-attn fallback logic." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head weights and non-persistent buffer corruption are different state-management bugs." + "reason": "lm_head tying and non-persistent buffer corruption are different regressions." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression: pipeline tasks removed in v5 are still referenced in documentation." + "reason": "These are the same docs bug: both say v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and an Ovis2 checkpoint corruption report are not the same issue." + "reason": "Qwen3 MoE weight-conversion under accelerate/deepspeed and an Ovis2 checkpoint corruption report are unrelated." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "These are the same `_is_hf_initialized` / `init_empty_weights` incompatibility, just reported from slightly different entry points." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the same Whisper fbank feature-extraction failure path." + "reason": "Same underlying `_is_hf_initialized` incompatibility: both report failures during model loading with the new init/weights path." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 failure and `_is_hf_initialized` bitsandbytes incompatibility are unrelated." + "reason": "Different failure modes: FineGrainedFP8Config on Qwen3 MoE versus bitsandbytes / `_is_hf_initialized` constructor incompatibility." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Weight-conversion/loading problems and gradient averaging with GAS are different defects." + "reason": "Whisper not running and `_torch_extract_fbank_features()` are plausibly related, but the titles do not establish the same concrete bug." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "General PEFT checkpointing concerns and a missing trust-remote-code flag are not the same bug." + "reason": "Weight conversion/loading and gradient averaging with DeepSpeed are separate training issues." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both describe DeepSpeed ZeRO-3 failing to load Qwen3-family weights with missing parameters, pointing to the same loader bug." - }, - { - "left": "issue:43950", - "right": "issue:43404", "accept": false, - "reason": "These involve different regressions in model state handling and do not share a concrete failure path." + "reason": "Both are ZeRO-3 weight-loading failures, but they involve different models and different missing modules; not enough to merge." }, { - "left": "issue:43975", - "right": "issue:45356", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Different tokenizer regressions for different models; no clear same-root-cause evidence." + "reason": "A trainer signature TypeError and a tensor mask shape mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly same-bug overlaps, and the rejected pairs avoid over-merging distinct failure modes. No clear overstatement of evidence." + "feedback": "The analysis is grounded in the packet and stays conservative overall. The three accepted soft pairs are plausibly the same bugs from the titles alone, and the summary does not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -1631,7 +1553,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 5, "review_unit_count": 52, "status": "reviewed", @@ -1639,7 +1561,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:24643", "issue:30064", @@ -1705,9 +1627,9 @@ "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43950|issue:45834", - "issue:43550|issue:44910", "issue:44560|issue:45685", "issue:43824|issue:43957", + "issue:43550|issue:44910", "issue:43645|issue:43646", "issue:42915|issue:43957", "issue:43366|issue:44589", @@ -1725,232 +1647,208 @@ "issue:43317|issue:44756", "issue:38175|issue:39692" ], - "prepared_review_unit_hash": "fceb8edadcce7ef8e64f4cc6b55e33caa668069718796202b0957171b4eeb354", + "prepared_review_unit_hash": "30b071d639669c4076feb3d03a7b9119f175e69526ad39c548b9ea25084565fb", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37721, - "estimated_input_tokens": 9431, - "estimated_eval_tokens": 19118 + "serialized_chars": 37731, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose cluster of Transformers regression reports across unrelated models and subsystems. A couple of pairs look like true duplicates on the same concrete bug signature, but most soft links are only topical similarity.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the shared Transformers 5 custom-model initialization regression; issue:43645 reads like a notebook-specific variant of the same bug.", + "summary": "This cluster is heterogeneous; most pairs are only superficially similar. The only clear duplicates are the SigLIP2 inference bug pair and the Transformers 5 custom model initialization pair. No PRs are present.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43994 is the clearest, most specific representative of the SigLIP2 bug and better describes the failing usage modes than issue:38175.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative because it states the core regression most generally and can subsume the more specific notebook reproduction.", + "best_issue_reason": "issue:43994 best captures the concrete SigLIP2 model/output regression and is the strongest anchor for the only substantive duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different code paths (GLM-4.7-Flash vs NemotronH)." + "reason": "Different models and different load failures; only both are checkpoint-loading complaints." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures in flash-attention integration: one is a 3D position_ids/SDPA math issue, the other is an s_aux=None crash for sink-less models." + "reason": "Different code paths: Qwen3.5 RLHF NaNs vs flash-attention crash on sink-less models." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer loading, but the models and failure modes differ; one is a bad error message, the other is an actual loading failure." + "reason": "Both involve tokenizer loading, but for different models and different failure modes." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "These look like the same mask/tensor shape mismatch error signature, likely the same underlying off-by-one or indexing bug reported twice." + "accept": false, + "reason": "Same generic IndexError shape pattern, but no evidence of the same underlying bug or model path." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both involve Qwen video paths, but the reported bugs are different enough to treat separately." + "reason": "Both are video-related Qwen reports, but one is a v5.3 regression in generation models and the other is a StopIteration in embedding/video loading." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache/Qwen3.5 cache bug and NemotronH checkpoint loading are unrelated." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different models and different symptoms; a Voxtral tokenizer message issue is not the same as sleng-bert loading failure." + "reason": "Different tokenizer/model loading problems with no shared concrete failure." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different subsystems: DeepSpeed training weight-shape error vs image processor segmentation-map handling." + "reason": "Completely different subsystems: DeepSpeed training vs image processor segmentation-map handling." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen families and different bugs: rope index scaling vs uninitialized memory after meta materialization." + "reason": "Both touch rotary/position embedding internals, but one is a temporal scaling bug and the other is a meta-to-empty initialization bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF architecture support vs Phi-tiny-MoE dtype mismatch under autocast." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different concrete failures: FSDP2 shared_kv_states logic vs device_map auto device placement." + "reason": "Same model family, but different failures: FSDP2 attention-state rebuild vs device_map forward device mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are distinct bugs." + "reason": "Different models and different bugs; only both affect generation/inference behavior." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "A from_pretrained buffer regression is not the same as Kosmos2.5 OCR long-input indexing." - }, - { - "left": "issue:43550", - "right": "issue:44910", - "accept": false, - "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs Flash Attention 3D position_ids handling on Qwen3.5." + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error are different regressions." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen video StopIteration and an MPS histogram Int limitation are unrelated." + "reason": "Qwen3-vl-embedding video StopIteration and MPS histogram Int error are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing import for a specific class is not the same as meta-device loading breakage." + "reason": "ImportError for a specific class and meta-device loading failures are different problems." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and failure modes: torch.compile/SDPA vs flash-attention illegal memory access." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Near-duplicate titles describing the same Transformers 5 custom model initialization regression; the notebook report is a narrower reproduction." + "reason": "These are the same Transformers 5 custom model initialization regression; one is just the notebook-specific report." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe and meta-device loading breakage are separate issues." + "reason": "Qwen3Moe FP8 failure and meta-device loading regressions are distinct." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support and Float8 storage lookup failure do not share the same bug." + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen video/embedding related, but the concrete failures differ and are not clearly the same underlying bug." + "reason": "Both mention Qwen/video-ish context, but one is a video StopIteration bug and the other is TRL embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and FineGrainedFP8Config failure are unrelated." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping registration issue and Gemma4 PLE device mismatch are different problems." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Video-input StopIteration and mask/tensor shape mismatch are unrelated error paths." - }, - { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "A Transformers 5 flag regression is not the same as a Kosmos2.5 OCR indexing bug." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": false, - "reason": "Same model family and both mention bad outputs, but the reports are too different to confidently treat as one bug." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Strict config validation for granite_speech and tiny-random glm4v config validation are different problems." + "reason": "Tokenizer-mapping add-new-model-like bug and Gemma4 device mismatch are different changes." }, { - "left": "issue:43638", + "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing failure is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like bug." + "reason": "Deepspeed Zero3/Bert index error and tokenizer-mapping add-new-model-like failure do not share a concrete bug." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Same as above: ZeRO-3/BertModel index error is not the same as the tokenizer-mapping registration issue." + "reason": "Unrelated failures: tokenizer mapping logic vs mask/tensor shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map auto offload loading failure and Strix Halo mmap/OOM mitigation are not the same bug." + "reason": "device_map dequantized offload failure and mmap OOM on Strix Halo are different memory/loading issues." }, { "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "Both are SigLIP2-related, but one is wrong outputs while the other is a docs-example model/processor mismatch plus quantization failure." + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression; both report incorrect outputs from the same underlying inference path." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The two accepted soft pairs are plausible near-duplicates from the titles alone: 41093/44805 share the same mask-vs-indexed-tensor shape mismatch signature, and 43645/43646 are clearly the notebook-specific vs general custom-model initialization regression. The remaining links are appropriately rejected as only topical similarity, and the summary does not overstate duplicate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well-supported by the titles, and the false soft-edge verdicts avoid overclaiming shared root causes. No PRs are present, so there is nothing mergeability-related to flag." }, "evaluator_used": true, "retried": false, @@ -1961,7 +1859,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 6, "review_unit_count": 52, "status": "reviewed", @@ -1969,7 +1867,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36010", "issue:39404", @@ -2029,44 +1927,44 @@ "issue:42915|issue:44756", "issue:42491|issue:45276", "issue:43708|issue:44075", - "issue:39692|issue:43994", - "issue:43644|issue:43645", "issue:43854|issue:43931", - "issue:45488|issue:45812", + "issue:43644|issue:43645", "issue:44488|issue:44991", + "issue:39692|issue:43994", "issue:43257|issue:43854", + "issue:45488|issue:45812", "issue:43856|issue:43873", - "issue:42491|issue:43931", "issue:43856|issue:44387", - "issue:45362|issue:45406", + "issue:42491|issue:43931", "issue:44960|issue:46050", + "issue:45362|issue:45406", "issue:42491|issue:45292", - "issue:44910|issue:45588", "issue:44164|issue:44291", + "issue:44910|issue:45588", "issue:45276|issue:45335", "issue:43404|issue:43454", "issue:41720|issue:44155", "issue:39692|issue:44960", "issue:43425|issue:43957", + "issue:44402|issue:44488", "issue:42947|issue:45704", "issue:36010|issue:39404", - "issue:44402|issue:44488", "issue:43873|issue:44387" ], - "prepared_review_unit_hash": "e0ef4e89e3bd787d2e8ba0ba51bc4e7babb6db4bc2529ec69eb2fcd1e2def8a1", + "prepared_review_unit_hash": "0a51616dd82be073ca3b52d91bf0c435dde10068aa2b96d5af8e1c870c1e7c35", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36710, + "serialized_chars": 36711, "estimated_input_tokens": 9178, "estimated_eval_tokens": 18612 }, @@ -2075,210 +1973,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster with a few real duplicate subclusters. The strongest true duplicates are around Transformers v5 regressions: non-persistent buffers filled with junk, resize_token_embeddings not propagating to output embeddings, and lm_head weight tying failures in multimodal models.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43644 is the clearest anchor for one true duplicate subcluster: it directly matches 44534\u2019s report of v5 filling non-persistent buffers with junk.", + "summary": "This cluster is mostly a set of Transformers v5 regression reports across model loading, quantization, tokenizer behavior, and generation. It is heterogeneous overall, with only a few clear duplicate pairs; most soft links are related by subsystem but not by the same concrete bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43644 is the broadest, most representative release-wide regression report in the set, and its theme (v5 breaking core model initialization/state handling) aligns with several nearby v5-era failures.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, 43644 is the best anchor because it is specific, reproducible, and has the strongest direct duplicate match in the set.", + "best_issue_reason": "issue:43644 is the best single issue representative for the cluster because it is general, clearly actionable, and closest to the common v5 regression pattern that ties several of the items together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers v5 regression about non-persistent buffers being initialized with junk." + "reason": "Same non-persistent buffer junk regression; the titles are essentially duplicate phrasings of the same v5 bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different bugs and different code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + "reason": "Both are Qwen/accelerate-adjacent, but one is a hf4.x\u2192hf5.x LoRA compatibility issue and the other is a BitNet packed-weight loading failure." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3-family models, but the failures are different: auto device mapping CUDA assert vs FineGrainedFP8 config." + "reason": "Different Qwen3-related failures with different triggers: auto device mapping cuda assert vs FineGrainedFP8Config." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: GLM5 issue vs Qwen3.5 flash-attn generation issue." + "reason": "Different models and different flash-attention/generation failures; no shared concrete bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions: DeepSpeed ZeRO-3 weight loading vs incorrect visual encoder keys in save_pretrained." + "reason": "One is ZeRO-3 loading of language_model weights, the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." + "reason": "Both are loading failures, but they target different models and do not clearly describe the same underlying regression." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 failure vs mmap/OOM behavior on Strix Halo." + "reason": "Unrelated issues: Qwen3Moe FP8 failure vs mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model-specific bugs; no shared concrete failure mode." + "reason": "Different model families and different bugs; no shared code-path problem." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math bug is unrelated to optimizer args not being used." + "reason": "Trainer checkpoint math bug vs optimizer argument handling; unrelated." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is incorrect outputs in AutoModel/pipeline; not clearly the same bug." + "reason": "Different model-loading failures for different models and symptoms." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Related to Transformers 5 initialization, but one is a buffer corruption regression and the other is notebook custom-model initialization." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different model-loading failures for different architectures; no evidence of a shared bug." + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization in Jupyter; not the same bug." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + "reason": "Both concern loading/tokenizer regressions, but they affect different model families and appear to have different root causes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but they target different checkpoints and the reports don\u2019t indicate a single shared code-path bug." + "reason": "Related only by SigLIP2/model-processor confusion; one also includes quantization failure and the other reports nonsensical outputs." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different issues: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + "reason": "Different model families and different loading paths; not the same underlying issue." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Training memory usage regression is not the same as quantization offloading behavior." + "reason": "Both are tokenizer regressions, but the affected models and failure modes differ enough that they are not the same concrete bug." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Different models and symptoms; no clear shared root cause." + "reason": "Both are memory-related, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 CUDA reserved-memory/OOM regression." + "reason": "Related only at a high level to memory pressure; the concrete causes differ (training memory vs int4 reserved-memory/OOM regression)." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4 processor attribute error are unrelated." + "reason": "Different model-loading failures with different models and code paths." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading issue is not the same as sinq quantization save/load corruption." + "reason": "Different models and different save/load contexts; no clear shared bug." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Different bug classes: Qwen3 LoRA compatibility vs resize_token_embeddings not updating output embeddings." + "reason": "Different model families and different processor/tokenizer crashes." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Flash-attention crash on Qwen3.5 due to position_ids handling is unrelated to sink-less model auxiliary-state handling." + "reason": "Both touch model save/load internals, but one is extra_state handling and the other is an init_empty_weights/_is_hf_initialized API break." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Saving/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument mismatch are different regressions." + "reason": "Both involve flash_attention, but the concrete failures are different: 3D position_ids misinterpretation vs s_aux=None AttributeError." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug class: resize_token_embeddings fails to propagate updated weights to downstream embeddings/output embeddings across related model variants." + "reason": "Same underlying resize_token_embeddings propagation bug; both report that output/decoder embeddings are not updated after resizing." }, { "left": "issue:43404", "right": "issue:43454", "accept": true, - "reason": "Same core problem: lm_head weights are not tied in multimodal generation models, leading to garbage text generation." + "reason": "Same underlying lm_head weight-tying bug in multimodal generation models; both describe untied lm_head leading to bad generation." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated." + "reason": "Unrelated: Qwen3 device-mapping assert vs AudioFlamingo3 batched inference leakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model families and failure modes; no shared duplicate signal." + "reason": "Different model families and unrelated failure modes." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading regression are separate issues." + "reason": "Torch version incompatibility and meta-device loading are separate compatibility bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs model loading failure; not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." - }, - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer vocab-size mismatch on one model is not the same as another model\u2019s loading failure." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior is not the same as increased CUDA reserved memory under int4 quantization." + "reason": "Both mention quantization/memory, but one is offloading not working as expected and the other is increased reserved memory causing OOM; different concrete bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate subclusters are well-supported by the issue titles alone: 43644/44534, 45276/45335, and 43404/43454. The rejected pairs are also phrased cautiously and do not overclaim shared root causes." + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster\u2019s heterogeneity. The accepted soft pairs are well supported by the titles, especially the near-duplicate buffer-regression pair and the resize_token_embeddings pair. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -2289,7 +2181,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 7, "review_unit_count": 52, "status": "reviewed", @@ -2297,7 +2189,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:39404", "issue:42947", @@ -2353,8 +2245,8 @@ "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:44292|issue:44912", "issue:44387|issue:44756", + "issue:44292|issue:44912", "issue:43335|issue:45663", "issue:43957|issue:44756", "issue:42947|issue:43381", @@ -2362,12 +2254,12 @@ "issue:43854|issue:45216", "issue:44164|issue:44756", "issue:43381|issue:44928", + "issue:44479|issue:44877", "issue:45684|issue:45698", "issue:45588|issue:45663", - "issue:44479|issue:44877", "issue:43646|issue:43708", - "issue:45812|issue:46315", "issue:43645|issue:44164", + "issue:45812|issue:46315", "issue:45292|issue:45335", "issue:43828|issue:43957", "issue:44402|issue:44451", @@ -2378,250 +2270,250 @@ "issue:44683|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:44530|issue:45084", "issue:43425|issue:43716", + "issue:44530|issue:45084", "issue:43906|issue:44530", "issue:39404|issue:44912", "issue:44265|issue:44898" ], - "prepared_review_unit_hash": "5e4254ef4d32b95d1719a5542c348bbd612115c18d7e34679f57fa73de31ff15", + "prepared_review_unit_hash": "499fb7947e29defcc5d66ed089a43711213f827d8a608d3aeedd573f57fcb60d", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38039, - "estimated_input_tokens": 9510, - "estimated_eval_tokens": 19276 + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a heterogeneous set of unrelated Transformers bug reports. The only clear duplicate families are the resize_token_embeddings regressions; most other soft pairs are just broad thematic overlaps, not the same underlying defect.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 45698 is the best representative of the largest visible subtheme (custom model save/load regressions around save_pretrained/from_pretrained) and is still open with substantial discussion, but the overall cluster is not truly cohesive.", + "summary": "Most items are unrelated regression reports; the only strong duplicate signal is the resize_token_embeddings family around generic output-embedding propagation. I treated `issue:45292` as the representative bug, with model-specific reports as near-duplicates. ", + "confidence": 0.58, + "canonical_issue_reason": "`issue:45292` is the most generic statement of the resize_token_embeddings bug: the resize does not propagate to output embeddings. The nearby model-specific reports (`issue:45276` for Gemma4 and `issue:45335` for t5gemma) look like narrower manifestations of the same underlying update-path problem.", "canonical_pr_reason": null, - "best_issue_reason": "45698 is the most active and broadly representative issue in this set, so it is the best anchor if one issue must be chosen; however, it should not be treated as a duplicate hub for the whole cluster.", + "best_issue_reason": "`issue:45292` is the best issue to anchor the cluster because it describes the shared failure mode without model-specific noise and most directly captures the code-path to fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Both are model-loading/architectural regressions, but they hit different code paths and different failures." + "reason": "Different subsystems: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen composite config text_config unwrapping." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized on init_empty_weights is unrelated to mmap/OOM behavior." + "reason": "Unrelated failures: init_empty_weights argument mismatch vs mmap/OOM workaround on Strix Halo." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Gemma/Qwen subsystems and different failure modes; only a loose family resemblance." + "reason": "Different bugs and code paths: Gemma4 FSDP2 attention state rebuild vs Qwen3.5 rotary embedding CPU offload compatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Batched inference token/embedding leakage is unrelated to Gemma4 device placement." + "reason": "Different model families and symptoms: AudioFlamingo3 batched inference token leak vs Gemma4 PLE device mismatch." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Both mention quantization/model loading, but they are different models and different bugs." + "reason": "Quantization OOM regression vs platform-specific mmap disablement; not the same bug." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Int4 CUDA reserved-memory OOM is not the same as disabling mmap on Strix Halo." + "reason": "Both involve quantized model loading, but the models and reported failures differ; too broad to be the same underlying bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation bug is unrelated to Gemma4 FSDP shared_kv_states behavior." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state handling." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures are unrelated to Strix Halo mmap/OOM." + "reason": "Meta-device loading breakage is a different issue from Strix Halo mmap/OOM behavior." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both are gradient checkpointing issues, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval-mode use." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45276 is a model-specific manifestation of the generic output_embeddings problem." + "reason": "Same resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the generic output_embeddings propagation failure in 45292." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7 loading failure and Qwen3.5 save_pretrained regression are different bugs." + "reason": "Model loading failure for GLM-4.7-Flash is unrelated to Qwen3.5 save_pretrained regression." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling is unrelated to mmap/OOM behavior." + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap memory issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from position_ids/SDPA fallback." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the Qwen3.5 SDPA/math fallback NaN issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as strict Granite speech config loading." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save_pretrained, but permissions propagation and wrong custom module resolution are different defects." + "reason": "Both concern save/load of custom modules, but one is permissions propagation and the other is wrong-module resolution after save_pretrained." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention s_aux=None crash is unrelated to Gemma4 FSDP shared_kv_states rebuilding." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." + "reason": "Flash attention sink handling bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization regressions and Trainer resume/max_steps calculation are unrelated." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Tokenizer ID regression and convert_tokens_to_ids slowdown are different tokenizer issues." + "reason": "Jupyter/custom model init regression vs extra_state save/load handling; different code paths." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Notebook custom-model init and extra_state save/load failures are different bugs." + "reason": "Token ID regression in Granite tokenizers is unrelated to slow convert_tokens_to_ids performance." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug affecting tied/output embeddings across model families." + "reason": "Same underlying resize_token_embeddings propagation bug; 45335 is the t5gemma-specific symptom of the generic output_embeddings issue." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "torch.autocast dtype mismatch is not the same as meta-device model loading breakage." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Token vocab-size mismatch and loading failure for ScandiBERT are unrelated." + "reason": "Tokenizer vocab-size mismatch for one model is not the same as a generic model-loading failure for ScandiBERT." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast mismatch are not the same failure." + "reason": "Torch version incompatibility is a different root cause than the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap/OOM." + "reason": "Float8 storage resolution failure is unrelated to Strix Halo mmap memory behavior." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to tokenizer-version behavior changes." + "reason": "Whisper return_language pipeline regression is unrelated to tokenizer-version-dependent tokenization changes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." + "reason": "Compiled flex_attention torch-version breakage is unrelated to Gemma4 PLE device placement." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 custom-model regressions, but they describe different breakages and code paths." + "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; not the same bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is unrelated to Gemma4 device_map forwarding." + "reason": "Torch 2.10 incompatibility is a broad environment issue, not the Gemma4 device mismatch bug." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "PagedAttentionCache invalid group type and non-template-node compile error are different issues." + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different problems." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + "reason": "PagedAttentionCache linear_attention crash is unrelated to non-template node compilation errors." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache crash are unrelated." + "reason": "An isolated reproduction of a different issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + "reason": "Whisper pipeline language handling and MXFP4 quantization loading are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolate_pos_encoding behavior." + "reason": "torch.export failure due to torch_compilable_check is unrelated to Perceiver non-default resolution failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The cluster does look mostly heterogeneous, and the only clearly supported duplicate family is the resize_token_embeddings set. The accepted soft pairs are plausible, while the rejected pairs are framed cautiously and do not overclaim equivalence." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The resize_token_embeddings family around `issue:45292`, `issue:45276`, and `issue:45335` is a well-supported duplicate set, and the other soft-edge rejections do not overreach based on the issue titles/descriptions shown. Confidence is appropriately moderate." }, "evaluator_used": true, "retried": false, @@ -2632,7 +2524,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 8, "review_unit_count": 52, "status": "reviewed", @@ -2640,7 +2532,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:32090", "issue:34567", @@ -2697,8 +2589,8 @@ "issue:46050|issue:46326", "issue:43901|issue:44509", "issue:44589|issue:45084", - "issue:43299|issue:43931", "issue:43425|issue:44918", + "issue:43299|issue:43931", "issue:43994|issue:44079", "issue:44164|issue:45759", "issue:36032|issue:43452", @@ -2711,9 +2603,9 @@ "issue:44737|issue:45859", "issue:43582|issue:43632", "issue:44488|issue:45081", - "issue:32090|issue:39404", "issue:44661|issue:44683", "issue:44488|issue:44987", + "issue:32090|issue:39404", "issue:43611|issue:43644", "issue:40990|issue:43421", "issue:43716|issue:45084", @@ -2722,229 +2614,210 @@ "issue:34567|issue:40444", "issue:40444|issue:46326", "issue:44811|issue:45584", - "issue:43541|issue:45084", - "issue:42915|issue:44530" + "issue:43541|issue:45084" ], - "prepared_review_unit_hash": "20a388b88be65f325798b11766685b0ee0fff60eadc2dd8d95627da8093d17b8", + "prepared_review_unit_hash": "c97c85821b48b9af82efc5cd296de8eddaef9d09ca1bc38323f5a15cb7915892", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37292, - "estimated_input_tokens": 9323, - "estimated_eval_tokens": 18902 + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly high-similarity but still describe different bugs/regressions across loading, tokenization, training, and model-specific paths. I do not see any pair that is clearly the same underlying change or defect, so I reject all soft edges. For a representative issue, the broadest and most central is the v5 model-loading regression in issue 43611.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43611 is the broadest, most representative regression here: a Transformers v5 loading breakage with clear user impact and a concrete code-path focus. It is a better cluster anchor than the more symptom-specific issues.", + "summary": "The cluster is mostly heterogeneous: many unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few docs/runtime issues. I found no soft-edge pair that clearly appears to be the same underlying bug, so all candidate links are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43611 is the clearest broad representative of the cluster\u2019s recurring Transformers v5 loading-regression theme, with a generic and widely applicable failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the strongest overall issue candidate because it is specific enough to be actionable yet broad enough to represent the main v5 loading-regression theme in this set.", + "best_issue_reason": "Issue 43611 is the best single issue to anchor the cluster because it is broad, concrete, and closest to the repeated model-loading regressions seen here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are v5-era failures, but one is a video-input regression and the other is a mask/index shape mismatch; different model paths and likely different bugs." + "reason": "Both are regressions, but one is a Qwen VL video-input path issue and the other is a generic mask/tensor shape mismatch; not the same bug." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The titles point to different tokenizer/config behaviors: an isolated reproduction of an older issue vs. a mistral_common continue_final_message bug." + "reason": "Both involve tokenizers, but one is a reproduction of an earlier issue while the other is a mistral_common continue_final_message bug; different code paths." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "One is about save/load breaking quantized models; the other is about tokenizer message continuation logic. Different subsystems and failures." + "reason": "Quantized save/load breakage is unrelated to the mistral_common tokenizer continuation bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mismatch for text-classification pipeline behavior is unrelated to removed pipeline task docs." + "reason": "Both are docs issues, but they cover different pipeline/API docs and do not point to the same change." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Both are TypeErrors, but the underlying causes are unrelated: missing storage type vs. template-node compilation." + "reason": "Float8 storage lookup failure and template compilation failure are unrelated technical problems." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3-VL/Qwen3-MoE loading, but one is a dev version loading break and the other is a weight-shape mismatch; not the same defect." + "reason": "Torch-version incompatibility and Qwen3.5 SFT embedding unpacking are different failures." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Torch compatibility is unrelated to the TRL SFT trainer embedding unpacking failure." + "reason": "Both mention Qwen3-VL loading, but one is a broad dev-version regression and the other is a specific weight-shape mismatch; not enough to treat as the same bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A SigLIP2 inference/pipeline issue is not the same as a ModelOutput key-assignment bug." + "reason": "Model/pipeline nonsense outputs and ModelOutput key assignment with None are different issues." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Both concern save/from_pretrained-style behavior, but extra_state handling and text_config unwrapping are different code paths and symptoms." + "reason": "Extra_state save/load handling and multimodal config unwrapping are distinct from_pretrained/from_config problems." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict in T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Tokenizer method-name conflict and gguf_file loading failure are different tokenizer/model-loading bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading regressions, but CamemBERT masked-LM predictions and EMBEDDIA tokenizer loading are distinct bugs." + "reason": "Masked LM prediction regression and tokenizer loading failure for a different model are not the same underlying issue." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 init index error and compiled flex_attention torch-version failure are unrelated." + "reason": "Deepspeed zero3/BertModel indexing error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizer loading, but one is a specific model tokenizer load failure and the other is a Mistral regex patch crash; different causes." + "reason": "Both are tokenizer-loading failures, but they involve different models and distinct failure mechanisms." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory-usage inefficiency during Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." + "reason": "Training memory inefficiency and Strix Halo mmap OOM are not the same bug." }, { "left": "issue:39404", - "right": "issue:44671", + "right": "issue:44661", "accept": false, - "reason": "Whisper return_language pipeline behavior and CamemBERT masked LM predictions are unrelated." + "reason": "Whisper return_language behavior and add-new-model-like failure are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Save/from_pretrained extra_state handling is a different problem than a v5 video-input regression." + "reason": "Extra_state serialization and Qwen VL video-input regression are separate code paths." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU placement in relative positional encoding is unrelated to Qwen3.5 CPU offload compatibility." + "reason": "Both are device-related forward-pass issues, but they affect different models and have different symptoms." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching allocator warmup TypeError and _is_hf_initialized flag breakage are different issues." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "A model-load failure for cjvt/sleng-bert is not the same as a Mistral tokenizer regex-patching crash." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline behavior." + "reason": "Loading a specific model and patching Mistral regex are different tokenizer issues." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping-name bug and compiled flex_attention torch-version failure are unrelated." + "reason": "Model-generator tooling failure and compiled flex_attention failure are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "These are different loading failures for different models and versions; no shared concrete bug is evident." + "reason": "These are different model-loading failures with no shared underlying bug evident." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast of NoneType and Whisper return_language issues are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffers; different underlying problems." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization; not the same concrete defect." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model is unrelated to TokenizersBackend not updating its post-processor after special-token changes." + "reason": "Perplexity regression and runtime special-token post-processor update are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to template-node compilation errors." + "reason": "Image-preprocessor dtype mismatch and template compilation failure are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer initialization conflict and Qwen3MoE FineGrainedFP8Config failure are different model/tokenizer paths." + "reason": "Tokenizer conflict and Qwen3Moe FP8 config failure are different problems." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on linear_attention groups." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "TrainerState token-count tracking and multi-image IterableDataset finetuning failures are distinct training bugs." - }, - { - "left": "issue:40444", - "right": "issue:46326", - "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message are unrelated." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior and Whisper generation after align_special_tokens are related by model family, but they are different regressions and not clearly the same bug." + "reason": "trust_remote_code config-field loss and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm torch-dynamo tracing failure is unrelated to template compilation errors." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation errors." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are different MoE/runtime issues." + "reason": "Both are Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens; different bugs." } ] }, @@ -2958,7 +2831,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 9, "review_unit_count": 52, "status": "reviewed", @@ -2966,7 +2839,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36032", "issue:42175", @@ -2980,7 +2853,6 @@ "issue:43452", "issue:43482", "issue:43540", - "issue:43632", "issue:43644", "issue:43645", "issue:43646", @@ -2989,6 +2861,7 @@ "issue:43819", "issue:43883", "issue:43994", + "issue:44062", "issue:44206", "issue:44220", "issue:44265", @@ -2998,10 +2871,10 @@ "issue:44464", "issue:44466", "issue:44488", + "issue:44530", "issue:44534", "issue:44610", "issue:44683", - "issue:44756", "issue:44849", "issue:44987", "issue:44991", @@ -3013,20 +2886,21 @@ "issue:45507", "issue:45987", "issue:46178", - "issue:46209", + "issue:46304", "issue:46315", "issue:46326" ], "soft_pairs": [ "issue:42175|issue:46178", + "issue:44530|issue:46304", "issue:44451|issue:44987", "issue:43644|issue:43646", "issue:44206|issue:44220", - "issue:44464|issue:45987", "issue:43452|issue:43482", + "issue:44464|issue:45987", "issue:43883|issue:44488", - "issue:43317|issue:43482", "issue:36032|issue:43645", + "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:45084|issue:45507", "issue:44987|issue:44991", @@ -3034,263 +2908,262 @@ "issue:43262|issue:43377", "issue:43645|issue:44534", "issue:43646|issue:44534", - "issue:43089|issue:45987", "issue:43404|issue:44466", - "issue:43994|issue:44610", - "issue:43322|issue:43540", + "issue:43089|issue:45987", "issue:44403|issue:45081", "issue:43883|issue:44991", + "issue:43322|issue:43540", "issue:42915|issue:45084", + "issue:43994|issue:44610", "issue:43377|issue:43819", + "issue:44451|issue:45081", "issue:44265|issue:44610", "issue:44991|issue:46315", - "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:45216|issue:45357", "issue:44220|issue:44683", - "issue:43632|issue:44756", "issue:36032|issue:43742", - "issue:46209|issue:46326" + "issue:44062|issue:44987" ], - "prepared_review_unit_hash": "a47bd5917b275dc9271cdd7f75330f7cc2ac95bd2a82ec57ff0d4262beac5802", + "prepared_review_unit_hash": "41e832620de753035d9c93a7ff2784dc2253af432ddd4ec5832a254b53153b56", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37918, - "estimated_input_tokens": 9480, - "estimated_eval_tokens": 19216 + "serialized_chars": 38038, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at the subsystem level, not the same concrete bug. The only clear duplicate-looking pair is the Qwen3.5 save_pretrained regression.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45216 is the clearest canonical issue: it reports the broader Qwen3.5 save_pretrained regression, and issue:45357 is a later follow-up describing the same incorrect visual-encoder key serialization behavior.", + "summary": "Mostly heterogeneous issue set with a few clear duplicate subclusters. The strongest duplicate pair is the v5 non-persistent-buffer regression; there are also likely duplicate save_pretrained reports for Qwen3.5 and a plausible GGUF-loading pair.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest, most general report in the strongest exact duplicate pair (with issue:44534) and describes a concrete v5 regression rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative issue here because it states the regression crisply, has clear repro scope, and subsumes the later 45357 report.", + "best_issue_reason": "issue:43644 is the best overall representative issue in this set because it captures a concrete, reusable bug description and the most obvious duplicate theme present here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both are TensorFlow/backend related, but one is missing TF backend in extras and the other is an unknown backend mapping for tensorflow_text; different failures." + "reason": "Different backend/package problems: one is missing TensorFlow in a torch extra install, the other is an unmapped tensorflow_text backend name." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Both are cache/runtime regressions, but they concern different code paths and symptoms: Qwen3.5 paged attention vs USE_DISTRIBUTED=0 PyTorch support." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but for different models and likely different code paths/root causes." + "reason": "Both are load failures, but they target different models and likely different failure mechanisms; too broad to treat as the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related to transformers v5/custom model init, but one is about non-persistent buffer junk and the other about custom model initialization/Jupyter breakage." + "reason": "One is about non-persistent buffers being junk, the other about custom model initialization; related theme, but not the same concrete bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both touch audio feature extraction, but they target different functions and crash modes." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency and StaticCache sequence-length contract are different bugs." + "reason": "Both are audio-feature-extraction related, but the titles point to different failure points and there is not enough evidence they are the same underlying defect." }, { "left": "issue:43452", "right": "issue:43482", + "accept": true, + "reason": "Both describe GGUF loading breakage in v5 through the same general loading path; the model-specific report plausibly duplicates the broader gguf_file regression." + }, + { + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Both mention GGUF loading, but one is a gguf_file API break and the other is a model-specific transformers v5 failure." + "reason": "Chunked generation with compiled forward and StaticCache.get_seq_length() returning a tensor are different bugs in the generation stack." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys for Molmo is unrelated to loading cjvt/sleng-bert." + "reason": "Different models and different failure modes: missing all_tied_weights_keys versus a specific model load failure." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Dequantized device_map offload failure is unrelated to Qwen2.5-GGUF loading." + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Jupyter custom-model initialization behavior." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer method conflict and custom-model notebook initialization are different issues." + "reason": "Different loading failures: dequantized model offload/device_map handling versus GGUF model loading." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden-states output vs rope index scaling." + "reason": "Different Qwen model families and different bugs: hidden_states output regression versus RoPE position-id scaling." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different failures: template-node compilation versus GraniteMoEHybrid calling an invalid method." + "reason": "A template compilation error is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but one is a model load failure and the other is a tokenizer load failure for a different model." + "reason": "Both are v5 loading regressions, but they affect different models and likely different loader code paths." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different areas: PEFT/local checkpoint loading versus mistral_common continue_final_message handling." + "reason": "PEFT/local checkpoint loading and mistral_common continue_final_message are unrelated bugs." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI batching/padding-mask mismatch are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask behavior are different issues." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Both concern v5 custom-model behavior, but one is notebook initialization and the other is junk-filled non-persistent buffers." + "reason": "Notebook custom model initialization is not the same concrete bug as non-persistent buffers being filled with junk." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage is not the same concrete bug as buffer initialization with junk values." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation sync/dispatch overhead is performance-related and unrelated to StaticCache returning a tensor instead of int." + "reason": "Custom model initialization regressions and non-persistent-buffer corruption overlap only loosely; not the same defect." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve tied weights, but one is a missing weight-tying bug and the other is inconsistent serialization behavior." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Different model/pipeline correctness issue versus processor input-size mismatch." + "reason": "lm_head weight tying and lm_head serialization-by-device are distinct bugs about different lifecycle steps." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Different multimodal loading/processing bugs for different models." + "reason": "Generation overhead from syncs/dispatch is unrelated to the cache sequence-length return type bug." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise is unrelated to a specific Mistral regex patch crash." + "reason": "Noise during model loading and a Mistral regex patch crash are different symptoms and code paths." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different problems: tied-weights bookkeeping versus tokenizer loading regression." + "reason": "Different models and different issues; no evidence of a shared underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault while loading Llava Next is not the same as a ValueError in Qwen3OmniMoe video processing." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure and template compilation failure are unrelated." + "reason": "FineGrainedFP8Config failure and template compilation errors are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo input-size mismatch are different model/processor issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both mention numeric discrepancies, but one is batching/padding-mask support and the other is DAC latent reconstruction/STE." + "reason": "Missing padding-mask support in MIMI and DAC.from_latents missing STE are different audio-model bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model loading failure is not the same as the Mistral tokenizer regex crash." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure and OmDet processor size mismatch are unrelated." + "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet-Turbo processor size regression." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different issues." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Different model-load failure versus Mistral regex patch crash." + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different bugs." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "No concrete overlap in bug mechanism; different models and different failure sites." + "reason": "Different subsystems and symptoms: model loading failure versus tokenizer regex patch crash." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different init-time failures: FP8 config handling versus unexpected _is_hf_initialized argument." + "reason": "Qwen3Moe FP8 failure and init_empty_weights argument handling are different regressions." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a later report of the same incorrect visual-encoder key serialization." + "reason": "Both report the same Qwen3.5 save_pretrained regression; the later issue is a narrower follow-up on incorrect visual encoder keys." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank extraction issue and compiled flex_attention regression are unrelated." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different loading failures." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are distinct tokenizer/model-loading problems." }, { - "left": "issue:46209", - "right": "issue:46326", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to mistral_common continue_final_message behavior." + "reason": "AddedToken special-argument construction and a model-loading regression are different failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The reasoning stays conservative overall: the accepted pair (45216/45357) is well supported by matching Qwen3.5 save_pretrained regression titles, and the rejected pairs are generally distinguished by different models, APIs, or failure modes without overclaiming overlap. The summary is also grounded in the packet." + "feedback": "The writeup is grounded in the packet and the duplicate judgments are conservative. The two accepted pairs are plausible same-bug matches, and the rejected pairs avoid overclaiming beyond title/body evidence. The summary also stays appropriately cautious overall." }, "evaluator_used": true, "retried": false, @@ -3301,7 +3174,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 10, "review_unit_count": 52, "status": "reviewed", @@ -3309,7 +3182,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:33666", "issue:35707", @@ -3333,7 +3206,6 @@ "issue:43792", "issue:43818", "issue:43856", - "issue:44062", "issue:44079", "issue:44291", "issue:44403", @@ -3343,10 +3215,10 @@ "issue:44568", "issue:44589", "issue:44683", + "issue:44756", "issue:44811", "issue:44829", "issue:44877", - "issue:44987", "issue:44991", "issue:45020", "issue:45127", @@ -3357,17 +3229,20 @@ "issue:45542", "issue:45663", "issue:45812", - "issue:45923" + "issue:45923", + "issue:46209", + "issue:46326" ], "soft_pairs": [ - "issue:44062|issue:44987", + "issue:43632|issue:44756", + "issue:46209|issue:46326", "issue:44479|issue:45325", "issue:42915|issue:44589", "issue:43404|issue:45127", "issue:36032|issue:41720", "issue:40444|issue:45325", - "issue:43611|issue:44534", "issue:43531|issue:44877", + "issue:43611|issue:44534", "issue:43296|issue:43531", "issue:43425|issue:44403", "issue:40990|issue:44811", @@ -3375,223 +3250,229 @@ "issue:43632|issue:44534", "issue:43792|issue:44589", "issue:33666|issue:40444", - "issue:43421|issue:44568", "issue:44403|issue:44991", + "issue:43421|issue:44568", "issue:44683|issue:45020", "issue:43381|issue:45923", - "issue:44462|issue:45812", "issue:35707|issue:40444", - "issue:44829|issue:45479", + "issue:44462|issue:45812", "issue:44291|issue:44589", - "issue:43317|issue:43856", + "issue:44829|issue:45479", "issue:43482|issue:45538", + "issue:43317|issue:43856", "issue:43482|issue:43525", "issue:43818|issue:45357", - "issue:44079|issue:44534", - "issue:42175|issue:45542" + "issue:42175|issue:45542", + "issue:44079|issue:44534" ], - "prepared_review_unit_hash": "10a0417a9a6f9a756f947f7ccca0d28bda255412fb2f7884c809bc6c8119b308", + "prepared_review_unit_hash": "6a9eb8b54dd2d3e2ac195e495cccaf085d2b5b0c9a0ed7ea25e31769f8aa393f", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35889, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated transformers/vLLM issues, with only superficial overlap around v5-era model-loading/tokenizer regressions. No soft pair is strong enough to merge as the same underlying bug/change.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set and best captures the recurring theme of recent transformers regressions affecting remote_code models.", + "summary": "This cluster is mostly a loose set of Transformers/model-loading/tokenizer regression reports with a few Qwen/VL-adjacent items, but the soft pairs are not the same underlying bugs. I would not merge any of the candidate pairs; issue 45020 is the broadest representative of the cluster\u2019s main theme.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the best umbrella representative: it captures the broad Transformers v5 / remote_code regression theme that overlaps with several other items in the cluster, even though most are distinct concrete bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative issue for the cluster because it is broad, central, and closer to a shared regression theme than the more model-specific reports.", + "best_issue_reason": "issue:45020 is the most central and general issue in the set, making it the best single representative for triage despite the cluster being heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: Transformers v5 initialization flag regression vs mmap/OOM avoidance on Strix Halo." + }, + { + "left": "issue:46209", + "right": "issue:46326", "accept": false, - "reason": "Different failures: AddedToken/special-token API conflict vs a model loading regression for a specific remote-code model." + "reason": "Unrelated: FP8 inference failure on B200 vs tokenizer continue_final_message behavior." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL, but one is a broad video-input regression and the other is a specific still-image temporal position-id bug; not clearly the same fix." + "reason": "Both are Qwen VL regressions, but one is video input handling and the other is still-image temporal position indexing; not the same code path." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure in Qwen3Moe is a different bug from the Float8 storage lookup error." + "reason": "Both mention FP8, but one is a Qwen3MoE fine-grained config failure and the other is a missing Float8 storage type error." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch weight tying, but they affect different models and different failure modes; too far apart to merge." + "reason": "Both touch tied embeddings, but one is a model-specific untied lm_head bug and the other is LoRA merge collapse with extended vocabulary." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict and CUDA assert in device mapping are unrelated." + "reason": "Tokenizer method name conflict and CUDA assert on auto device mapping are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Same model family, but multi-image iterable-dataset training failure is not the same as the rope/position-id bug." + "reason": "Same model family, but one is multi-image IterableDataset finetuning failure and the other is a temporal position-id scaling bug." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Different v5 regressions with different mechanics: base_model_prefix loading vs non-persistent buffer initialization." + "reason": "Different bugs in different models: sliding_window behavior vs strict config loading for granite_speech." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Granite strict-config loading are unrelated." + "reason": "Both are v5 regressions, but they affect different mechanisms: base_model_prefix loading vs non-persistent buffer initialization." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and different failures; no shared code-path evidence." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version compatibility is unrelated to noisy loading logs." + "reason": "Torch 2.10 incompatibility is not the same as noisy transformer loading output." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Perplexity regression on gpt-oss-20b and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP shared_kv_states are different bugs." + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError are different failures." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized initialization and junk non-persistent buffers are separate v5 regressions." + "reason": "Both are Transformers v5 issues, but they concern different regressions and code paths." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." + "reason": "Whisper runtime failure and Float8 storage lookup error are not the same bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL-related, but multi-GPU training and multi-image iterable-dataset failure are not the same bug." + "reason": "Both involve Qwen2.5-VL training, but one is generic multi-GPU training and the other is a specific multi-image IterableDataset failure." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Runtime post-processor update bug is broader than the specific add_special_tokens BOS/EOS regression." + "reason": "Noisy loading output and tokenizer loading failure are different issues." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Generic loading noise and a specific tokenizer load failure for est-roberta are different issues." + "reason": "Runtime post-processor updates for special tokens differ from add_special_tokens failing to insert BOS/EOS." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a distinct backend/runtime problem from remote_code model loading regressions." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer.json precedence and Granite token-id regression are related only at a high level; not the same bug." + "reason": "Eval-mode gradient checkpointing restriction is different from missing supports_gradient_checkpointing on a trust_remote_code variant." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with past_key_values is unrelated to Qwen2.5-VL multi-image dataset failure." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset failures." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is a loss-formulation issue for num_labels=1." + "reason": "Ignoring tokenizer.json and producing wrong token IDs for Granite are different tokenizer bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and missing Float8 storage are separate compatibility failures." + "reason": "Unexpected _is_hf_initialized argument and Float8 storage-object lookup are unrelated." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Device-map offload loading failure and Qwen3 MoE memory inefficiency are different problems." + "reason": "Degenerate training from flash_attention_3 is not the same as zero-loss behavior with num_labels=1." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading in v5 and CLIPTokenizer max_length are unrelated." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length issue are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "gpu+cpu offload load failure and Qwen3 MoE training memory inefficiency are different problems." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading regression and Llama4Config pad_token_id attribute error are different model/config bugs." + "reason": "Qwen2.5-GGUF loading under v5 and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower weight/attention bug and Qwen3.5 save_pretrained key regression are unrelated." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are different code paths." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "ModelOutput key handling and buffer initialization are different code paths." + "reason": "Both are TF backend packaging issues, but one is missing TensorFlow in the torch extra and the other is tensorboard-only causing an undefined backend error." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Packaging/backend omission and tensorboard-without-TF runtime error are related in theme but not the same underlying bug." + "reason": "ModelOutput key handling and non-persistent buffer junk are unrelated." } ] }, @@ -3605,7 +3486,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 11, "review_unit_count": 52, "status": "reviewed", @@ -3613,7 +3494,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:34634", "issue:35707", @@ -3673,20 +3554,20 @@ "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43749|issue:44079", - "issue:43632|issue:45072", - "issue:45325|issue:45381", "issue:43611|issue:43646", - "issue:43994|issue:44898", + "issue:45325|issue:45381", + "issue:43632|issue:45072", "issue:42175|issue:43296", - "issue:45325|issue:45834", "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:43701|issue:45325", "issue:44479|issue:45823", + "issue:44291|issue:44877", "issue:43873|issue:45701", "issue:43606|issue:44265", - "issue:44291|issue:44877", "issue:43262|issue:43746", "issue:43296|issue:45800", "issue:34634|issue:35707", @@ -3697,229 +3578,232 @@ "issue:41720|issue:45823", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "2417a1413cb127d7c8851af7de84dea9c109b1acc5dc872208e76327ea33703f", + "prepared_review_unit_hash": "f4aeb5c7d5ddfebebb7e4522e337d6d3eee4811e0d034e82038bc218ebaa22c2", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37099, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "serialized_chars": 37106, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster. The only nearby topic is the Qwen2.5-VL 5.3.0 position-id area, but 45325 and 45381 look like related subsystem regressions rather than a confirmed duplicate bug, so that soft edge should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45381 is the broadest Qwen2.5-VL position-id regression in the set, but it should not be treated as a confirmed duplicate of issue:45325; the packet only shows a shared multimodal positional-indexing subsystem.", + "summary": "Mostly heterogeneous bug reports, with one clear duplicate pair around the transformers v5 `_is_hf_initialized` / `init_empty_weights` regression. Most other soft pairs are only superficially similar by subsystem or model family and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43632 is the clearest framework-level regression report and is the best anchor for the duplicate pair with issue:44291, which is the same `_is_hf_initialized` / `init_empty_weights` failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45381 is the strongest representative issue for the small Qwen2.5-VL positional-id theme, but it still appears distinct from the still-image report in issue:45325.", + "best_issue_reason": "issue:45920 is the strongest standalone issue in the set for broad impact: it describes a widespread tokenizer regression across multiple model families and would make a good umbrella report if this cluster were used for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer-loading error message vs Apple Silicon warmup TypeError; different subsystems." + "reason": "Different areas: tokenizer loading/error messaging for Voxtral vs an Apple Silicon allocator warmup TypeError." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching, but the models and failure modes differ." + "reason": "Both involve batching, but they target different models and different bugs: missing padding mask support vs sliding-window NaNs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex crash are unrelated." + "reason": "Unrelated failures: Qwen3 device-mapping CUDA assert vs a Mistral tokenizer regex crash." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window MoE behavior and init_empty_weights arg handling are distinct bugs." + "reason": "Both are v5 regressions, but one is Qwen3-MoE sliding-window behavior while the other is an init-empty-weights TypeError." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL-related, but one is multi-image finetuning and the other is video position ids." + "reason": "Both are multimodal Qwen issues, but one is finetuning with multiple images and the other is video position-id computation; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated." + "reason": "Different framework regressions: non-persistent buffer serialization vs ModelOutput key assignment." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check is a different code path from bf16 dtype mismatch." + "reason": "No shared code path: torch.export compile-check failures vs bfloat16 dtype mismatches." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share a concrete bug." + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key handling." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." + "reason": "Both are v5 model-loading regressions, but the titles point to different failure modes: base_model_prefix loading vs custom model initialization." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Closely related Qwen2.5-VL position-id regressions, but the packet only shows a shared subsystem, not the same exact bug." + "reason": "Close in model family, but one is still-image temporal position scaling and the other is video vision_position_ids; likely related area, not the same bug." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Both are Transformers v5 init/loading issues, but the concrete failures differ." + "reason": "Different problems: `_is_hf_initialized` initialization logic vs dtype mismatches in inference." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Different models and different image-classification failure modes." + "reason": "Unrelated packaging/backend selection issue vs a vLLM model-loading failure." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Packaging/backends vs PaddleOCR-VL load failure are unrelated." + "reason": "Different causes and contexts: Whisper runtime failure vs meta-device loading breakage." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Qwen2.5-VL position ids and Kosmos2.5 OCR indexing are different multimodal bugs." + "reason": "Both are vision-model issues, but one is nonsensical outputs and the other is non-default-resolution classification failure; not clearly the same bug." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are not the same issue." + "reason": "Both are OCR/vision-adjacent Qwen/Kosmos reports, but the concrete failures differ: position-id scaling vs long-input index error." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is missing tying and the other is inconsistent serialization." + "reason": "Both mention lm_head weights, but one is a missing tie in AyaVision and the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FineGrainedFP8Config failure and GGUF loading failure are unrelated." + "reason": "Different loading paths and model formats: FineGrainedFP8Config vs GGUF loading." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position ids." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen VL video regression and Gemma4 device mismatch are different bugs." + "reason": "Different regressions: Qwen video-input behavior vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Init-empty-weights/_is_hf_initialized regression is unrelated to strict config loading for granite_speech." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are separate concerns." + "reason": "Quantization/offload behavior and tokenization changes are separate issues." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Bark CPU offload mismatch and torch.export failure are unrelated." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "init_empty_weights argument handling and strict config loading are different load-time issues." + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export compile-check failures." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are unrelated." + "reason": "Audio processor chat template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are not the same bug." + "reason": "Different compatibility problems: vLLM loading failure vs torch/transformers version incompatibility." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with past_key_values are unrelated." + "reason": "Bark voice preset support and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "GPT-OSS perplexity regression and Whisper empty-transcription failure differ in model and path." + "reason": "High perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation cache handling and Qwen3 CUDA asserts are unrelated." + "reason": "No meaningful overlap: progressive generation bookkeeping vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Single-tokenizer special-token omission is not the same as broad wrong token IDs across models." + "reason": "Both are tokenizer regressions, but one is missing special tokens for a specific tokenizer and the other is broad wrong-token-id behavior across many models." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation and torch.export failures are separate issues." + "reason": "LayoutLMv2 tokenizer batching/crash is unrelated to torch.export compile-check behavior." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Gemma4 PLE device mismatch are different device-map problems." + "reason": "Different model families and failure modes: CUDA assert during device mapping vs Gemma4 PLE forward device mismatch." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload mismatch and DAC latent/forward mismatch are unrelated." + "reason": "Bark CPU-offload mismatch and DAC from_latents/STE mismatch are unrelated bugs." + }, + { + "left": "issue:43632", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same v5 `_is_hf_initialized` / init-empty-weights regression in model initialization/loading." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but the positive verdict on issue:45325 vs issue:45381 is a bit too strong for the packet. The titles show closely related Qwen2.5-VL 5.3.0 position-id regressions, but the evidence in the packet only establishes a shared subsystem, not an exact duplicate bug: one report is still-image temporal position_ids scaled by tokens_per_second, the other is video input vision_position_ids. Also, phrases like \"accepted duplicate pair\" go beyond what the packet itself demonstrates. I\u2019d reject on that overstatement; the rest of the soft-edge rejections look appropriately cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3927,7 +3811,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 12, "review_unit_count": 52, "status": "reviewed", @@ -3935,7 +3819,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36331", "issue:39692", @@ -3969,7 +3853,7 @@ "issue:44488", "issue:44534", "issue:44610", - "issue:44756", + "issue:44877", "issue:44898", "issue:44977", "issue:44991", @@ -3994,252 +3878,252 @@ "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:43257|issue:45923", - "issue:43317|issue:43873", "issue:43572|issue:45759", + "issue:43317|issue:43873", "issue:43377|issue:44898", "issue:40990|issue:42947", "issue:43322|issue:46050", "issue:43454|issue:43720", - "issue:41720|issue:43322", "issue:45325|issue:46315", + "issue:41720|issue:43322", "issue:43749|issue:44534", - "issue:41720|issue:44977", "issue:44466|issue:45357", + "issue:41720|issue:44977", "issue:42617|issue:42915", "issue:44991|issue:46291", "issue:43526|issue:43883", "issue:40990|issue:45701", "issue:44387|issue:45704", "issue:43881|issue:44991", - "issue:43577|issue:43708", "issue:36331|issue:42617", + "issue:43577|issue:43708", "issue:44186|issue:45072", "issue:44008|issue:45823", "issue:43404|issue:45357", - "issue:43450|issue:45701", "issue:36331|issue:42915", - "issue:43873|issue:44756" + "issue:43450|issue:45701", + "issue:44877|issue:44991" ], - "prepared_review_unit_hash": "13758684176ae03bc9579f0b981b6e75b24aa5652b8deee9b7ee982558b656c9", + "prepared_review_unit_hash": "0a9a082ba18c582cdbfd5435cac110c7a111623af74bb4eee77625cbc0571a3e", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37505, - "estimated_input_tokens": 9377, - "estimated_eval_tokens": 19010 + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, processors, tokenizer behavior, quantization/offloading, and training utilities. I would not merge any of the suggested soft edges.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "The cluster is highly heterogeneous: the soft pairs share broad themes like loading, quantization, tokenization, or multimodal models, but they do not describe the same concrete bug/change. I would reject all soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are largely unrelated, with only loose topical overlap.", + "canonical_pr_reason": "No pull requests in the cluster.", + "best_issue_reason": "No clear best issue to anchor the cluster; the issues are heterogeneous and not duplicates.", + "best_pr_reason": "No pull requests in the cluster.", "soft_edge_verdicts": [ { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Different failures: lm_head tying vs torch.compile/SDPA instability." + "reason": "Different failures: AyaVision lm_head weight tying vs Bamba-9B-v2 torch.compile/SDPA behavior." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc/example mismatch and quantization error vs IterableDataset multi-image finetuning failure; no shared bug path." + "reason": "One is a SigLIP2 docs example mismatch/quantization problem; the other is a Qwen2.5-VL IterableDataset multi-image finetuning failure." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one is unrelated to tokenizer conversion slowdown." + "reason": "MoonshineStreaming mask off-by-one vs tokenizer conversion performance regression; unrelated code paths." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two separate model loading problems for different models and likely different causes." + "reason": "Different model load failures for different checkpoints; not the same bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batching bug in MIMI is unrelated to OmDet processor/model size mismatch." + "reason": "MIMI padding-mask batching issue vs OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying bug and bf16 dtype mismatch are different code paths." + "reason": "Weight-tying serialization bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE conversion issue vs missing gradient-checkpointing flag; unrelated." + "reason": "Qwen3 MOE weight conversion/loading vs missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both mention offloading/quantization, but one is a specific dequantized load failure and the other is a broad offloading complaint; not clearly the same bug." + "reason": "StableLm pad_token_idx regression vs AutoModelForCausalLM.from_config text_config unwrapping for Qwen multimodal configs." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to Qwen multimodal config unwrapping." + "reason": "Both involve offloading/quantization, but one is a dequantized device_map load failure and the other is a broader quantization offloading complaint." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask mismatch is unrelated to Perceiver interpolation failure." + "reason": "Different models and symptoms: MIMI batching bug vs Perceiver non-default resolution failure." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated." + "reason": "High perplexity on a specific model/dataset vs gradient checkpointing ineffective with PEFT LoRA." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading crash is unrelated to sinq save/load quantization corruption." + "reason": "Llava Next load segfault vs quantized model save/load breakage; not the same concrete defect." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying vs packed-weight unpacking are different problems." + "reason": "AyaVision lm_head tie bug vs BitNet packed-weight unpacking issue." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:45325", + "right": "issue:46315", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Llava Next segmentation fault." + "reason": "Qwen2.5-VL rope/position-id scaling bug vs tokenizer speed regression." }, { - "left": "issue:45325", - "right": "issue:46315", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "RoPE temporal position scaling bug is unrelated to tokenizer conversion performance." + "reason": "Qwen3 auto device-map cuda assert vs Llava Next segmentation fault; different models and failure modes." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffer initialization junk." + "reason": "FSDP RAM-efficient loading regression vs non-persistent buffer initialization issue." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Different Qwen models and different failure modes: device-map CUDA assert vs flash-attention generation issue." + "reason": "Both touch serialization, but one is lm_head weight tying/device-dependent serialization and the other is incorrect visual encoder keys for Qwen3.5." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Both are serialization regressions, but one concerns lm_head tying and the other visual encoder keys; not the same bug." + "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel execution failure is unrelated to Qwen3Moe FP8 config failure." + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FineGrainedFP8Config failure; unrelated." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression and kernels version/revision import failure are unrelated." + "reason": "Tokenizer loading regression for a specific model vs kernels import/version requirement failure." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute error." + "reason": "BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model is not the same as a general tokenization-version change report." + "reason": "Perplexity regression on one model vs a broader tokenization behavior change across versions." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Quantization memory regression and apex RMSNorm memory leak are different issues." + "reason": "Int4 CUDA reserved-memory/OOM regression vs T5 apex FusedRMSNorm memory leak." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure and tokenizer loading failure for different artifacts are unrelated." + "reason": "Different models and failure classes: glm-4v-9b loading vs tokenizer loading for est-roberta." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Dtype propagation on BLIP2 is unrelated to checkpoint max_steps calculation." + "reason": "Trainer compute_loss signature mismatch vs 3d_parallel.py execution failure; no shared bug." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel execution failure." + "reason": "Blip2 dtype propagation issue vs resume_from_checkpoint max_steps miscalculation." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to bf16 dtype mismatches." + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs dtype mismatch in different models." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n variable-name collision and Gemma4 device mismatch are different forward-pass bugs." + "reason": "Gemma3n audio_mel_mask name collision vs Gemma4 PLE device mismatch." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head tying regression is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 visual encoder key serialization regression." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Batched video processor shape bug is unrelated to tokenization-version behavior changes." + "reason": "Trainer compute_loss kwarg error vs Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Trainer custom loss kwarg error is unrelated to Qwen3Moe FP8 loading failure." + "reason": "Video processor batch shape bug vs tokenization version-change regression." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Quantization offloading behavior and Strix Halo mmap OOM are different memory-management problems." + "reason": "Strict config loading for granite_speech vs tokenizer loading failure for est-roberta." } ] }, @@ -4253,7 +4137,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 13, "review_unit_count": 52, "status": "reviewed", @@ -4261,10 +4145,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:29159", + "issue:30064", "issue:33357", + "issue:34634", "issue:35707", "issue:36010", "issue:36032", @@ -4288,8 +4174,8 @@ "issue:43572", "issue:43606", "issue:43720", - "issue:43746", "issue:43782", + "issue:43873", "issue:43881", "issue:44186", "issue:44361", @@ -4297,15 +4183,13 @@ "issue:44610", "issue:44671", "issue:44743", - "issue:44877", + "issue:44756", "issue:44898", "issue:44913", - "issue:44991", "issue:45059", "issue:45081", "issue:45161", "issue:45406", - "issue:45464", "issue:45632", "issue:45684", "issue:45701", @@ -4313,251 +4197,238 @@ "issue:46291" ], "soft_pairs": [ - "issue:44877|issue:44991", + "issue:43873|issue:44756", "issue:43550|issue:43720", "issue:42175|issue:46291", - "issue:44423|issue:45406", "issue:41720|issue:42617", - "issue:44610|issue:44898", + "issue:44423|issue:45406", "issue:43550|issue:43606", + "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:45632|issue:45684", - "issue:42915|issue:43317", "issue:43295|issue:45701", - "issue:41720|issue:45161", + "issue:42915|issue:43317", "issue:36010|issue:42617", - "issue:44671|issue:44743", + "issue:41720|issue:45161", "issue:43425|issue:46291", - "issue:45081|issue:45812", + "issue:44671|issue:44743", "issue:43525|issue:46291", + "issue:45081|issue:45812", "issue:43531|issue:43572", "issue:43316|issue:44913", "issue:43540|issue:43782", "issue:42915|issue:43322", - "issue:43421|issue:45812", "issue:44186|issue:44361", + "issue:43421|issue:45812", "issue:36331|issue:41720", "issue:43526|issue:43881", "issue:29159|issue:36032", "issue:43388|issue:45059", "issue:33357|issue:35707", - "issue:45406|issue:45464", - "issue:41720|issue:43746" + "issue:30064|issue:34634" ], - "prepared_review_unit_hash": "3719638221fa4dc3a2c0a6db9ade44a04e5aa5e34e3f66b306744662bfae490f", + "prepared_review_unit_hash": "1a4554a3d46eaec1eb3d538618f1409ef61a70d7de625aee6f00db029298a281", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "soft_pair_count": 29, + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues spanning tokenization, config loading, multimodal serving, training API changes, and hardware/runtime failures. I did not find any soft pair that clearly describes the same concrete bug or fix path, so all soft edges are rejected.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45812 is the best representative because it describes a broad, high-impact tokenizer regression affecting all Granite models with multiple inbound references and a clear v4\u2192v5 symptom.", + "summary": "These are mostly unrelated issue reports with only surface-level similarity (tokenizer, loading, offload, multimodal, etc.). None of the soft pairs look like the same underlying bug/change, so they should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45701 is the broadest regression-style report in the set and has multiple inbound references, making it the best umbrella representative for the loose tokenization/version-behavior theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest global issue candidate: it is specific enough to be actionable but broad enough to capture a real regression affecting many users.", + "best_issue_reason": "Issue 45701 is the most suitable global representative because it is open, referenced by other discussions, and describes an overarching behavior change rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both are loading-related regressions, but one is strict config handling for granite_speech and the other is tokenizer loading for EMBEDDIA/est-roberta; different code paths and symptoms." + "reason": "Both involve loading/offloading, but one is a quantization offload problem and the other is a Strix Halo mmap/OOM workaround; different root causes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is a torch.compile/SDPA failure in Bamba-9B-v2, the other is an accelerate loading/unpacked-weights bug in BitNet; unrelated fixes." + "reason": "One is a Bamba SDPA/torch.compile failure; the other is an accelerate weight-unpacking issue for BitNet packed weights." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package/backend installation issue vs importing evaluate failing on kernels version metadata; no shared underlying bug." - }, - { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Both are serving crashes, but one is a continuous-batching multimodal type error and the other is a Gemma4Processor missing _tokenizer; different failures." + "reason": "Package/backend installation missing TensorFlow is unrelated to kernels v0.15 requiring version/revision metadata." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "A800 cudaErrorAssert during auto device mapping is unrelated to a 3d_parallel.py execution failure." + "reason": "Qwen3 auto device mapping cuda assert and failure to run 3d_parallel.py are different execution paths and bugs." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both concern image size/preprocessing mismatches, but they affect different models and different processor/model expectations." + "reason": "Serve multimodal continuous-batching crash with a string-to() error is not the same as Gemma4Processor missing _tokenizer." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different runtime problems: torch.compile with SDPA vs CPU offload device mismatch." + "reason": "Both are model loading/runtime failures, but the concrete failures are SDPA compile vs CPU offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizing, but one is OmDet processor output mismatch and the other is Perceiver interpolation at non-default resolution." }, { "left": "issue:44186", - "right": "issue:44610", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer crash on NER/padding versus processor output size mismatch for image classification; not the same bug." + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError are distinct tokenizer implementations and failure modes." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permissions propagation." + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation during save_pretrained/register_for_auto_class." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization regressions, but one is processor.tokenizer/image handling and the other is a general version-dependent tokenization change." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and device_map auto dequantized offload failure are different loading/quantization paths." + "reason": "Qwen3Moe FP8 failure and dequantized model load failure on GPU+CPU offload are different quantization/load bugs." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "The first is a regression around processor.tokenizer/images-to-tokenizer behavior; the second is a broader tokenization change report with no clear same fix path." + "reason": "GenerationMixin import failure is unrelated to a script execution problem in 3d_parallel.py." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device mapping on A800 and GPT-OSS MoE tensor-parallel failure are separate parallelization problems." + "reason": "Auto device mapping on A800 and only-TP not working for GPT-OSS MoE are different parallelization/device-placement issues." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py runtime issue." + "reason": "Torch 2.10 incompatibility is a dependency-version issue, not the kernels version/revision import requirement." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are distinct model-specific issues." + "reason": "CamemBERT masked LM regression and Qwen3_5 recurrent-state reset are unrelated model-specific bugs." }, { - "left": "issue:43425", + "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility and kernels import/version metadata are not the same failure mode." + "reason": "Llama4Config missing pad_token_id is a config API bug, not an import failure caused by kernels metadata requirements." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patching crashes during tokenizer load, while 45812 is a Granite AutoTokenizer ID regression; different tokenization mechanisms." - }, - { - "left": "issue:43525", - "right": "issue:46291", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import requirements." + "reason": "Both are tokenizer-related regressions, but one is a Mistral regex/backend_tokenizer crash and the other is wrong Granite token IDs; different code paths." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are separate config/model issues." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated model/config problems." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload bug affect different config fields and code paths." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reset are separate config persistence/API issues." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is distinct from weight_only loading error in Qwen3VL." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are different multimodal loading failures." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure is not the same as Llava Next segmentation fault during model loading." + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are different models and failure classes." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Runtime special-token/post-processor synchronization bug is not the same as Granite tokenizer ID regression." + "reason": "LayoutLMv2Tokenizer input-handling crash and MLukeTokenizer task AttributeError do not share a concrete code path." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding and MLukeTokenizer task AttributeError are different tokenizer-specific bugs." + "reason": "Runtime special-token/post-processor update bug is not the same as Granite wrong token IDs after AutoTokenizer regression." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to Qwen3 auto device mapping." + "reason": "Trainer compute_loss signature mismatch and Qwen3 auto device mapping are unrelated issues." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different models and different preprocessing/loading paths." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Generic slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens naming conflict are not the same underlying issue." + "reason": "Inconsistent slow vs fast tokenizer behavior and T5Tokenizer add_special_tokens name conflict are both tokenizer issues but not the same bug." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering dropping tuple labels is unrelated to SAM3 text/bounding-box behavior." + "reason": "gather_for_metrics dropping labels in the last batch and SAM3 text/bounding-box behavior are unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error in CLIP loading and progressive generation with inputs_embeds/past_key_values are unrelated." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are separate serving bugs." + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different subsystems and symptoms." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Local-model cache collisions and read-only permission propagation are different save/load filesystem issues." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are unrelated issues." } ] }, @@ -4571,7 +4442,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 14, "review_unit_count": 52, "status": "reviewed", @@ -4579,9 +4450,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ - "issue:30064", "issue:34567", "issue:34634", "issue:35707", @@ -4620,262 +4490,256 @@ "issue:45072", "issue:45357", "issue:45381", + "issue:45406", + "issue:45464", "issue:45479", "issue:45588", "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:45923", "issue:46050", "issue:46291" ], "soft_pairs": [ + "issue:41720|issue:43746", "issue:43550|issue:43653", "issue:43873|issue:45704", "issue:43606|issue:43720", - "issue:30064|issue:34634", + "issue:45406|issue:45464", "issue:44530|issue:46291", "issue:43421|issue:45701", - "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:44492|issue:44509", "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:44492|issue:44509", "issue:42490|issue:43329", "issue:34567|issue:35707", "issue:44625|issue:45479", "issue:44514|issue:44545", - "issue:45759|issue:45859", - "issue:43421|issue:43927", "issue:44451|issue:44991", + "issue:45759|issue:45859", "issue:44077|issue:44625", + "issue:43421|issue:43927", "issue:44898|issue:45072", "issue:43531|issue:44589", "issue:45588|issue:45759", "issue:44368|issue:45357", "issue:44987|issue:45042", - "issue:43782|issue:45381", "issue:44062|issue:44451", + "issue:43782|issue:45381", "issue:39692|issue:44610", - "issue:43746|issue:46050", - "issue:45704|issue:45923", "issue:44918|issue:44936", - "issue:43421|issue:43653" + "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "e518824baaa18af18573e95b0bb8a95399331c2c899612da8a6818bb96477408", + "prepared_review_unit_hash": "147cbc111f6bf31c9bdea68b3a0fbace68164bad4d7bd77296087f21891488bd", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36965, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "soft_pair_count": 29, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is largely heterogeneous and does not form one duplicate cluster. Only the Qwen2_5_VLProcessor batched `padding=False` reports look like the same underlying bug; the rest are distinct issues across unrelated code paths.", + "summary": "This cluster is mostly unrelated transformer bug reports. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor batched apply_chat_template crash reports. Everything else targets different models/code paths and should stay separate.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue for the full cluster: the items span many unrelated bugs. The clearest duplicate pair is 44514/44545, and 44514 is the better anchor because it is the earlier, more specific report of the same crash.", + "canonical_issue_reason": "issue:44514 is the best canonical issue because it matches issue:44545 on the same exact crash (`Qwen2_5_VLProcessor.apply_chat_template` with batched input and `padding=False`) and is the cleaner representative of that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the best issue candidate only for the one true duplicate pair; it cleanly describes the batched `apply_chat_template` crash with `padding=False`. It is not a strong canonical for the whole heterogeneous set.", + "best_issue_reason": "issue:44514 is the strongest issue in this set for dedupe purposes: it is a direct duplicate target for issue:44545 and has the clearest, most specific description of the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different subsystems and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different failures: torch.compile/SDPA on Bamba vs tokenizer special-token registration on BigBird." + "reason": "Unrelated bugs: Bamba torch.compile/SDPA vs BigBirdTokenizer special-token decode behavior." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Different problem classes: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload paths, but the models and root causes are different." + "reason": "Different code paths: Bark CPU offload device mismatch vs BitNet packed-weights loading during accelerate init." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Image segmentation-map processing and Bark voice preset handling are unrelated." + "reason": "Different models and failure modes: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttention/linear_attention cache crash is unrelated to the kernels import/version requirement." + "reason": "PagedAttention/Qwen3.5 model crash is unrelated to kernels import/version requirements for `evaluate`." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token post-processing and broad tokenization changes are not the same concrete bug." + "reason": "One is a runtime special-token/post-processor update bug; the other is a broad version-related tokenization regression with insufficient evidence of same root cause." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "CPU offload device mismatch is a different bug from missing tokenizer special-token registration." + "reason": "Different Qwen config issues: sliding-window behavior in MoE models vs unwrapping `text_config` for composite multimodal configs." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping `text_config` in multimodal configs." + "reason": "BarkProcessor voice preset failure is unrelated to Qwen3 device-mapping CUDA asserts." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "A docs typo and deprecated pipeline-task mentions are distinct documentation issues." + "reason": "Device-mismatch/offload bug vs tokenizer mask-token registration issue; not the same underlying defect." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "BarkProcessor voice preset and Qwen3 auto device-mapping cuda asserts are unrelated." + "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warnings are unrelated to the multimodal token-counting video-branch bug." + "reason": "Local-path import warning is unrelated to the multimodal video-token helper undefined-name bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter updates and progressive generation with embeds/past KV are different problems." + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are different training/generation bugs." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "`num_labels` propagation and degenerate zero-loss classification are different model/config bugs." + "reason": "Config propagation of `num_labels` is not the same as the zero-loss classification bug with `num_labels=1`." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + "reason": "Same exact underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Multimodal `text_config` unwrapping and CPU-offload rotary embedding compatibility are different code paths." + "reason": "Both are model-loading failures, but they involve different models and likely different tokenizer/config issues." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Special-token runtime post-processing and save/load loss of custom token IDs are related but distinct bugs." + "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are separate changes/failures." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "These are separate model/tokenizer loading failures with different symptoms and likely causes." + "reason": "An optional `post_init` policy issue in patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "PatchTSMixer `post_init` policy and Qwen3.5 label propagation are unrelated." + "reason": "Special-token post-processor update and DiaConfig custom token-ID loss on save/load are distinct tokenizer/config bugs." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are different failures." + "reason": "Perceiver image-size interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window logic is unrelated to the Float8 storage lookup error." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the missing Float8 storage object error." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is unrelated to `text_config` unwrapping." + "reason": "Flash-attention sink handling and Qwen multimodal config unwrapping are different code paths." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A config warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model load failure and an unwanted torchvision requirement in PIL image processors are different bugs." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3VL weight-only loading and Qwen2.5-VL video position IDs are separate issues." + "reason": "Loading `physical-intelligence/fast` on newer transformers is unrelated to PIL processors incorrectly requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken argument duplication is unrelated to loading ScandiBERT." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 docs/example errors and OmDet-Turbo processor/model size mismatch are distinct." + "reason": "`AddedToken(special=...)` construction error is unrelated to loading a specific model checkpoint." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are not the same bug." + "reason": "Qwen3VL weight-only loading and Qwen2.5-VL video vision-position IDs are different bugs in different model families." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing support are unrelated." + "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is unrelated to OmDet-Turbo's image-size mismatch." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and trainer.evaluate failing after train() are different trainer bugs." + "reason": "TRl SFT input-embedding unpacking and `train()`/`evaluate()` lifecycle failure are different trainer issues." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Runtime special-token post-processing and BigBird mask-token registration are different tokenizer issues." + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load corruption." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as heterogeneous, identifies only the clearly duplicated 44514/44545 pair, and keeps the other pairwise verdicts conservative. No soft-edge reasoning overstates the evidence." + "feedback": "The summary is well-grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is strongly supported by their near-identical titles and shared `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash. The rest of the pairs are correctly rejected as different bug classes or code paths, and there is no obvious overstatement in the canonical issue choice or the overall cluster summary." }, "evaluator_used": true, "retried": false, @@ -4886,7 +4750,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 15, "review_unit_count": 52, "status": "reviewed", @@ -4894,14 +4758,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:30064", "issue:36010", "issue:39692", - "issue:40444", "issue:41720", "issue:42886", + "issue:42915", "issue:43295", "issue:43322", "issue:43381", @@ -4946,23 +4810,25 @@ "issue:46294" ], "soft_pairs": [ - "issue:42886|issue:44843", - "issue:43381|issue:43844", + "issue:45704|issue:45923", "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:42886|issue:44843", "issue:45704|issue:45859", "issue:41720|issue:45704", "issue:43994|issue:44671", - "issue:43421|issue:44186", "issue:43531|issue:43645", + "issue:43421|issue:44186", "issue:43746|issue:43873", "issue:45081|issue:45356", "issue:39692|issue:43873", "issue:43540|issue:46294", - "issue:40444|issue:43746", + "issue:42915|issue:43746", "issue:45356|issue:45907", "issue:43596|issue:44220", - "issue:43720|issue:43819", "issue:30064|issue:36010", + "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:43540|issue:44008", @@ -4976,225 +4842,234 @@ "issue:43322|issue:45685", "issue:44186|issue:44898" ], - "prepared_review_unit_hash": "954a17cab80b8c217533d207bc2d43ab4dc1c8eb22e79e5170a9af5b8d4dca39", + "prepared_review_unit_hash": "08d4838479f57cd59ceb5230c9a2327ae4d1fb32e8bb8df91bf0a8c476260df7", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36934, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "soft_pair_count": 31, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are different bugs in different models or subsystems. The only clear duplicate-style match is the offline tokenizer/Mistral regex regression, where the broader cache-loading failure and the specific _patch_mistral_regex/model_info crash appear to share the same root cause.", - "confidence": 0.77, - "canonical_issue_reason": "issue:44843 is the best canonical issue because it pinpoints the concrete failure path (_patch_mistral_regex unconditionally calling model_info()) behind the broader offline tokenizer-loading symptom.", + "summary": "This cluster is heterogeneous: most items are unrelated model-, tokenizer-, training-, or docs-specific bugs, so there is no true duplicate group here. The closest theme is tokenizer/loading regressions, but even those land on different code paths and should not be merged.", + "confidence": 0.89, + "canonical_issue_reason": "I\u2019d use issue 44843 as the representative issue because it is a concrete, reproducible tokenizer-loading regression with a specific failing path (`_patch_mistral_regex` / offline mode) and is the closest thing to a shared cluster center.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest representative of the duplicate pair: it is specific, root-cause-oriented, and more actionable than the generic offline-cache symptom report.", + "best_issue_reason": "Issue 44843 is the best overall representative: it has the clearest root-cause surface, is actionable, and is more central than the other largely model-specific or orthogonal reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer-loading regression; 44843 identifies the concrete _patch_mistral_regex/model_info cause for the cache failure described in 42886." + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated bugs in different subsystems." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling is a different training bug than a missing model flag on Nemotron-3-Nano-Omni." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different problems: eval-mode gradient checkpointing misuse vs. abnormal gradient growth during ZeRO-3 training." + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient explosion are distinct failure modes with different fixes." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizers, but one is about updating post-processors after runtime special-token changes and the other about BigBirdTokenizer mask-token registration; not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Different model/runtime issues: Gemma-4 FSDP2 shared_kv_states KeyError vs. a missing supports_gradient_checkpointing flag." + "reason": "Both involve tokenizer/offline behavior, but one is cache loading under HF_HUB_OFFLINE and the other is unconditional `model_info()` in `_patch_mistral_regex`; different code paths." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Unrelated code paths: T5 apex RMSNorm memory leak vs. Qwen3_5MoE rotary embedding CPU-offload incompatibility." + "reason": "RMSNorm memory leak and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different failures in different models and execution modes; no shared concrete bug." + "reason": "A800 cudaErrorAssert during device mapping is unrelated to an apex RMSNorm memory leak." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are wrong-output reports, but for different models and likely different regressions; not the same underlying bug." + "reason": "Different models and different regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction issues." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Tokenizer post-processor update behavior is unrelated to LayoutLMv2 NER padding/truncation crashes." + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization are unrelated." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + "reason": "Tokenizer post-processor refresh after special-token edits and LayoutLMv2Tokenizer padding/NER crashes are different tokenizer bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local-checkpoint loading is unrelated to quantization offloading behavior." + "reason": "PEFT/local-checkpoint loading and quantization offloading are different loading/offload problems." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash and the other is codec/warning behavior for Kimi-K2.5; not the same concrete bug." + "reason": "Both are tokenizer-related regressions, but one is a backend_tokenizer AttributeError in `_patch_mistral_regex` and the other is Kimi codec handling plus a warning regression; not the same bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 example documentation errors are unrelated to offloading-with-quantization behavior." + "reason": "A documentation/example mismatch with quantization failure is not the same as a general offloading-with-quantization bug." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both concern video inputs, but they involve different models and different failure paths (processing ValueError vs. chat-template token/feature mismatch)." + "reason": "Both are multimodal/video-related, but one fails on Qwen3OmniMoe video processing and the other on Qwen3.5-9B chat-template token alignment; distinct code paths." }, { - "left": "issue:40444", + "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." + "reason": "Tokenizer codec/regex regression and list_repo_files revision forwarding are unrelated APIs." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed/BertModel zero3 initialization is unrelated to _torch_extract_fbank_features()." + "reason": "Deepspeed zero3/BertModel indexing and audio feature extraction are unrelated issues." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug is unrelated to DAC from_latents/STE mismatch." + "reason": "Image-processor segmentation-map handling and a GenerationMixin import error are unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Image segmentation-map processing failure is unrelated to the GenerationMixin ImportError." + "reason": "Packed-weight unpacking during accelerate loading and DAC forward/STE mismatch are different model internals bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to BitNet packed-weight loading." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated despite both being CI-like failures." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Audio feature extraction and add-new-model-like / TOKENIZER_MAPPING_NAMES logic are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal bugs: video-input processing vs. Gemma 3n attribute collision in forward()." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n variable-name collision are different failures." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Bamba torch.compile SDPA failure and bfloat16 dtype mismatches in other models are not the same issue." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "processor.tokenizer / image-to-tokenizer regression and Kosmos2.5 long-OCR index error are distinct multimodal bugs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output drift." + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output drift are unrelated model-output regressions." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model bugs with different triggers; no shared code-path or fix." + "reason": "Bamba SDPA compile failure and DAC.from_latents / missing STE mismatch are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword duplication is unrelated to the cjvt/sleng-bert loading failure." + "reason": "AddedToken special-argument TypeError and cjvt/sleng-bert loading failure are different tokenizer-related problems." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Generic input validation errors are unrelated to the zero-loss single-label classification regression." + "reason": "Validation XOR messaging and single-label classification zero-loss behavior are unrelated bugs." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metrics gathering last-batch truncation is unrelated to Mamba2 use_cache correctness." + "reason": "Metrics gathering truncation and Mamba2 use_cache incorrect results are different training/inference bugs." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault is unrelated to the MPS histogram Int dtype error." + "reason": "Llava Next segfault and MPS histogram implementation error for moe are unrelated runtime failures." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different model-specific issues." + "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failure are different model/input-processing bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The one accepted pair is plausibly the same offline/tokenizer regression based on the titles, and the rejections avoid overclaiming duplicate status for unrelated models/subsystems." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 16, "review_unit_count": 52, "status": "reviewed", @@ -5202,7 +5077,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:30064", "issue:34634", @@ -5255,22 +5130,22 @@ ], "soft_pairs": [ "issue:43335|issue:43756", + "issue:43531|issue:43643", "issue:43716|issue:44008", "issue:43653|issue:43819", - "issue:43531|issue:43643", - "issue:43950|issue:45987", "issue:44843|issue:45081", + "issue:43950|issue:45987", "issue:43643|issue:44877", + "issue:30064|issue:36331", "issue:44448|issue:44671", - "issue:43421|issue:44811", "issue:43540|issue:45381", - "issue:30064|issue:36331", + "issue:43421|issue:44811", + "issue:41720|issue:44991", "issue:43782|issue:44977", "issue:43577|issue:43818", - "issue:41720|issue:44991", "issue:39692|issue:45834", - "issue:45584|issue:45834", "issue:44821|issue:45084", + "issue:45584|issue:45834", "issue:44186|issue:44442", "issue:43644|issue:43749", "issue:43606|issue:45072", @@ -5281,184 +5156,190 @@ "issue:44805|issue:44936", "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "bbae386c85053799b6e71495d0b80c71acc402da2ce5d9441ea69dd508694621", + "prepared_review_unit_hash": "9dda677db33122eac4f80af5ce0bc3a4cc33634c8e274b9b08dfa168f7fe9308", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35690, - "estimated_input_tokens": 8923, - "estimated_eval_tokens": 18102 + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated bug reports across different models and components. None of the soft pairs look like the same underlying defect, so I would not merge any of them. The closest recurring theme is a Transformers 5.x loading regression around non-persistent buffers.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43950 is the clearest, most general statement of the main regression theme: `from_pretrained()` corrupting non-persistent buffers in Transformers 5.x.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem or regression language, not the same underlying bug. None of the soft pairs are strong enough to merge, though the two _patch_mistral_regex reports are the closest match and still look like distinct failure modes.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43950 is the strongest anchor because it describes a concrete, broad transformers 5.x regression in core buffer loading/deserialization, with implications beyond a single model or example.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the highest-level, broadly applicable bug in the set and has the strongest chance of serving as a canonical tracker for the buffer-loading regression.", + "best_issue_reason": "issue:43950 is the best representative issue in this set: it is clearly stated, framework-level, and more general than the model-specific reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer config vs Smollm3 RoPE layer allocation." + "reason": "Different models and bugs: sparse-layer config construction vs RoPE layer dropping." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen sliding-window behavior and AutoConfig field loss are unrelated failures." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different failure modes in different models: dtype mismatch vs Gemma3n variable-name collision." + "reason": "Different multimodal model paths; dtype mismatch in Mistral-3 vs a Gemma3n attribute error." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to DAC latent/forward mismatch." + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Qwen3 sliding-window behavior and AutoConfig `trust_remote_code` field loss are separate issues." + "reason": "Same helper function, but different bugs: offline hub access vs backend_tokenizer attribute crash." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Buffer corruption on load is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + "reason": "Core buffer-loading regression vs a StaticCache return-type contract issue are not the same bug." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Both involve Mistral regex patching, but one is offline-mode hub access and the other is an attribute error on tokenizer objects." + "reason": "Both involve config loading, but one is missing fields under trust_remote_code and the other is strict config rejection." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different config-loading problems: missing fields vs strict config blocking granite_speech." + "reason": "ImageProcessor segmentation-map handling and Trainer compute_loss signature mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "A version-output discrepancy for Pegasus is not the same bug as CamemBERT masked-LM prediction errors." + "reason": "Both are v5 output regressions, but they affect different models and code paths." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Runtime special-token updates and Whisper `batch_decode()` skip_special_tokens handling are distinct processor/tokenizer behaviors." + "reason": "Different video-input bugs in different Qwen families; not the same underlying defect." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different Qwen video bugs: input processing ValueError vs incorrect vision position ids." + "reason": "Special-token mutation syncing and Whisper batch_decode skip_special_tokens are distinct tokenizer behaviors." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Image segmentation-map processing and trainer `compute_loss` signature mismatch are unrelated." + "reason": "CUDA device-mapping failure on Qwen3 is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight-only loading error and Qwen3.5 flash-attention generation failure are separate code paths." + "reason": "Different Qwen issues: weight_only loading failure vs flash-attention generation behavior." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are not the same defect." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "CUDA assert during Qwen3 device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Documentation example errors vs OCR long-input index error are not the same bug." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "SigLIP2 docs/example errors are not the same as Kosmos2.5 OCR long-input index errors." + "reason": "AutoImageProcessor URL loading and template compilation errors do not share a concrete code path." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR indexing are different model-specific bugs." + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Loading AutoImageProcessor from URL has nothing to do with template compilation errors." + "reason": "LayoutLMv2 tokenizer padding/NER crashes and FastSpeech2Conformer tokenizer loading failures are different issues." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failures are unrelated." + "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading failure are not the same underlying bug." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch for Bark is different from dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Bark CPU offload device mismatch and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype issues and Apple Silicon warmup TypeError are unrelated." + "reason": "Model dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are separate problems." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different code paths." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline docs/error-message wording is unrelated to SigLIP2 producing bad outputs." + "reason": "Pipeline task deprecation messaging and SigLIP2 nonsensical outputs are not the same bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset behavior and GenerationMixin import failure are different layers and bugs." + "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape mismatch in model code is unrelated to trainer evaluate-after-train behavior." + "reason": "Mask/index shape mismatch and trainer evaluate-after-train failure are different problems." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and removed-pipeline-task documentation are unrelated." + "reason": "GLM-5 RoPE discussion and docs about removed pipeline tasks are not duplicates." } ] }, @@ -5472,7 +5353,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 17, "review_unit_count": 52, "status": "reviewed", @@ -5480,7 +5361,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:28218", "issue:29159", @@ -5496,7 +5377,6 @@ "issue:43697", "issue:43720", "issue:43742", - "issue:43746", "issue:43749", "issue:43782", "issue:43819", @@ -5508,13 +5388,14 @@ "issue:44368", "issue:44554", "issue:44561", + "issue:44589", "issue:44610", "issue:44671", - "issue:44811", "issue:44857", "issue:44912", "issue:45003", "issue:45020", + "issue:45042", "issue:45072", "issue:45081", "issue:45084", @@ -5534,214 +5415,208 @@ "issue:44561|issue:45020", "issue:45987|issue:46192", "issue:28218|issue:29159", - "issue:44671|issue:45701", "issue:44610|issue:45072", + "issue:44671|issue:45701", "issue:43720|issue:45072", "issue:43782|issue:45325", "issue:43825|issue:43827", + "issue:43749|issue:44291", "issue:43906|issue:46209", "issue:43582|issue:44857", - "issue:43749|issue:44291", "issue:45081|issue:45406", - "issue:45372|issue:46326", "issue:42175|issue:45081", + "issue:45372|issue:46326", "issue:43262|issue:43819", "issue:45003|issue:46285", - "issue:43653|issue:44912", "issue:34634|issue:36331", + "issue:43653|issue:44912", "issue:44060|issue:44368", "issue:43526|issue:43697", "issue:43742|issue:45020", - "issue:43650|issue:43906", "issue:43526|issue:44554", + "issue:43650|issue:43906", "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:43746|issue:44811" + "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "03b66022b71a28a2143e2d431e6af770683ff6dc96dfebe8f7f0bb65b4163d96", + "prepared_review_unit_hash": "587db92ab5d52dcfd16e37bbc9b47643f655f4aea415b9bf7734c05e78f8c63b", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35208, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "serialized_chars": 35145, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly topic-adjacent but not the same underlying bug. They span unrelated tokenizer quirks, model-loading regressions, processor/config mismatches, and training/runtime issues, so I don't see a safe duplicate canonical among them.", - "confidence": 0.97, - "canonical_issue_reason": "No safe canonical issue: the set is heterogeneous and none of the issues is a clear duplicate hub for the others.", + "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem vocabulary, but they are not the same concrete bug/change. I rejected all soft edges and found no PRs to consider.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated tokenizer, loading, multimodal, training, and packaging problems.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue: the cluster is too mixed for one issue to represent a single underlying bug.", + "best_issue_reason": "If one issue must serve as a loose representative, issue 45020 is the broadest remote_code-related report, but it is still not a good cluster-wide duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both relate to remote_code regressions, but 44561 is a specific helper removal breakage while 45020 is a broader compatibility report; not the same code-path bug." + "reason": "Both mention remote_code breakage, but 44561 is a specific `is_torch_fx_available` removal issue while 45020 is a broader generic report." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "One is a cache length type/shape contract issue, the other is a tokenizer kwarg handling bug; unrelated behavior." + "reason": "StaticCache sequence-length contract and `return_tensors` being ignored are different APIs and failure modes." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer-related, but one is about spacing after added tokens and the other is slow/fast tokenizer inconsistency; not clearly the same defect." + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a slow/fast tokenizer inconsistency." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Masked-LM prediction differences in CamemBERT are not the same as a generic tokenization change report." + "reason": "One is an image-size preprocessing mismatch and the other is a bfloat16 dtype mismatch; different bugs." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Processor input size mismatch and bfloat16 dtype mismatches are different subsystems and failures." + "reason": "Masked LM prediction errors and generic tokenization changes are too broad to treat as the same underlying bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to inference dtype mismatches in other models." + "reason": "Packed-weight unloading during accelerate loading is unrelated to the bfloat16 inference dtype mismatch." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "A from_pretrained weight_only loading error is not the same as a VL position-id scaling bug." + "reason": "These are different Qwen vision-language issues: one is a load-time weight_only error, the other is a RoPE indexing bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a misleading runtime error message, the other is stale docs; related to pipeline removals but not the same concrete bug." + "reason": "One concerns an error message, the other docs still referencing `pipeline()`; same theme, not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but they hit different code paths: FSDP CPU RAM efficient loading vs `init_empty_weights` argument handling." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of one issue is unrelated to an FP8/B200 inference failure." + "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crashes are different platform-specific problems." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "Both touch loading paths, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are distinct bugs." + "reason": "Apple Silicon allocator warmup and CUDA AMP crash are unrelated runtime failures." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch failure and Gemma4 processor missing _tokenizer are different object/API errors." + "reason": "Different processor/tokenizer bugs: Mistral regex patching versus Gemma4 processor missing `_tokenizer`." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Gemma 4 import/load failure due to mistral_common API changes is not the same as continue_final_message handling." + "reason": "Package installation backend selection and Mistral tokenizer regex patching are unrelated." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Backend packaging/install behavior is unrelated to tokenizer patch crashes." + "reason": "Both touch `mistral_common`, but one is an import error during Gemma4 loading and the other is a tokenizer `continue_final_message` behavior bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate defaulting and DAC forward/from_latents mismatch are separate issues." + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are separate issues." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP model structure inconsistency do not share the same bug." + "reason": "Unsafe `sys.modules` access and CLIP text-model structural inconsistency are unrelated." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and MXFP4 quantization fallback are unrelated." + "reason": "BarkProcessor `voice_preset` and `compute_loss` signature changes have no concrete overlap." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are completely different components." + "reason": "Tokenizer special-token decoding and MXFP4 quantization fallback are different subsystems and failures." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tie/warning behavior in Qwen models, but they describe different model families and warning causes; not clearly one bug." + "reason": "Both discuss tied-embedding warnings, but they refer to different models and likely different root causes." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated vision model issues." + "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated model-processing bugs." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error loading MobileLLM is not the same as a broad remote_code regression report." + "reason": "MobileLLM load-time key errors do not match the broader remote_code breakage report." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The placeholder 'ADD THE DATA' issue is not a duplicate of a reproduction report." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "BEiT label reduction and MPS attention correctness are unrelated bugs." + "reason": "A low-quality request for data is not a duplicate of an isolated reproduction issue." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation errors and tokenizer max-length configuration are different failure modes." + "reason": "Template compilation errors and CLIP max_length configuration are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-branch helpers in multimodal token counting are unrelated to removed config references in auto_mappings." + "reason": "Undefined multimodal helper names and stale auto-mapping config references are different CI/codegen issues." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Local-checkpoint PEFT loading issues and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Float8 storage lookup failure and PIL-backend torchvision dependency regression are unrelated." } ] }, @@ -5755,7 +5630,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 18, "review_unit_count": 52, "status": "reviewed", @@ -5763,7 +5638,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:29159", "issue:34567", @@ -5790,6 +5665,7 @@ "issue:43696", "issue:43720", "issue:43742", + "issue:43746", "issue:43749", "issue:43819", "issue:43854", @@ -5798,7 +5674,6 @@ "issue:44387", "issue:44479", "issue:44568", - "issue:44589", "issue:44610", "issue:44617", "issue:44756", @@ -5815,148 +5690,148 @@ "issue:45859" ], "soft_pairs": [ - "issue:44589|issue:45042", - "issue:44387|issue:44617", + "issue:43746|issue:44811", "issue:43452|issue:44991", - "issue:43550|issue:44912", + "issue:44387|issue:44617", "issue:43638|issue:44936", + "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:43257|issue:43329", "issue:43854|issue:44977", "issue:36010|issue:43645", - "issue:38175|issue:44610", "issue:39692|issue:44912", "issue:43720|issue:44610", - "issue:43454|issue:43577", + "issue:38175|issue:44610", "issue:36010|issue:36331", + "issue:43454|issue:43577", "issue:43531|issue:45042", - "issue:43257|issue:43696", "issue:45459|issue:45803", + "issue:43257|issue:43696", "issue:42490|issue:43257", "issue:43262|issue:44811", "issue:43643|issue:45759", "issue:43329|issue:44479", "issue:43329|issue:43450", "issue:43606|issue:45859", - "issue:43749|issue:44756", "issue:34567|issue:40990", - "issue:44568|issue:45356", + "issue:43749|issue:44756", "issue:43257|issue:43931", + "issue:44568|issue:45356", "issue:29159|issue:34567", "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "faeca605a81cf5d0e7fcfd589b595d5476d59a1b5390bc71f3ee4a5b48e76b93", + "prepared_review_unit_hash": "15e2c03f957fe4b3d813aaa4e0a83b71fb0d26fcfa45085e7fac6651e8e54068", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36570, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues span unrelated tokenizer, trainer, model-loading, quantization, and multimodal bugs. The closest overlap is around Qwen video/multimodal handling, but even there the titles point to different failure modes rather than the same fix.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43329 is the clearest representative issue: it names a concrete shared code-path defect in multimodal video token counting and points to an actionable root cause, making it the best canonical placeholder for the nearest mini-cluster.", + "summary": "The set is very heterogeneous: the soft-similarity links mostly share broad subsystem vocabulary rather than a single underlying bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43257 is the best anchor only because it is one of the few issues that has multiple nearby Qwen/Qwen3 loading-related neighbors; however, the overall cluster is too mixed to treat it as a true canonical for all items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest global keep candidate because it is specific, technically grounded, and likely to be fixed/verified in one focused change across multiple VLM processors.", + "best_issue_reason": "issue:43257 is the strongest representative of the small Qwen3/MoE loading subgroup, but it still does not explain most of the other issues in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Different subsystems and failure modes: missing Float8 storage object vs. PIL backend unexpectedly requiring torchvision." - }, - { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both are OOM-related, but they involve different models and likely different causes; no shared code path is evident." + "reason": "Different problems: local PEFT checkpoint loading for GraniteSpeech vs Whisper processor `batch_decode()` ignoring `skip_special_tokens`." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but one is gguf-related AutoTokenizer/AutoModel loading and the other is a specific tokenizer regression for est-roberta." + "reason": "Both mention tokenizer/model loading, but one is about `gguf_file` handling and the other is a tokenizer regression for a specific model." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Unrelated issues: torch.compile + SDPA on Bamba versus MXFP4 quantization fallback on gpt-oss-20b." + "reason": "Both are OOM reports, but one is an int4 quantization memory regression and the other is a model-specific video OOM." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different bugs in training lifecycle: deepspeed zero3 with a non-pretrained BERT model versus evaluate failing after train." + "reason": "Different training failures: ZeRO-3 with a non-pretrained Bert vs `trainer.evaluate()` after `trainer.train()`." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Shared family name only; one is a `torch.compile` SDPA failure, the other is an MXFP4 loading/quantization fallback issue." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Separate problems: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs on save/load." + "reason": "Both are model-behavior bugs, but `DAC.from_latents` mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Both touch Qwen3/MoE-ish areas, but one is a weight-conversion/loading issue and the other is a multimodal video token-counting bug." + "reason": "Both are Qwen3-MoE-related, but one is weight conversion during accelerate/deepspeed loading and the other is a video token counting code-path bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash unit-test loading versus Qwen3.5 flash-attention generation." + "reason": "Different failures: unit test loading of GLM-4.7-Flash vs Qwen3.5 generation with flash-attention." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both involve model/config machinery, but the import error for GenerationMixin and the Jupyter custom-model regression are different issues." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Different symptoms and components: SIGLIP2 zero probabilities versus OmDet-Turbo image-size mismatch." + "reason": "Importing `GenerationMixin` is unrelated to notebook custom-model initialization behavior in Transformers 5.0." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same bug as gpt-oss-20b MXFP4 loading fallback." + "reason": "SigLIP2 docs errors are not the same as gpt-oss MXFP4 loading falling back to bf16." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the OmDet-Turbo processor shape mismatch." + "reason": "BitNet packed-weight loading during accelerate is a different code path from OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Different model families and defects: AyaVision weight tying versus Blip2 dtype propagation." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo image size mismatch." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Both are trainer/model API regressions, but one is an import-path change and the other is a custom compute_loss signature mismatch." + "reason": "GenerationMixin import failure and custom `compute_loss()` signature change are separate API regressions." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and Blip2 dtype propagation are different model initialization bugs." }, { "left": "issue:43531", @@ -5965,88 +5840,88 @@ "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Qwen MoE weight conversion with accelerate/deepspeed is not the same as GPT-oss-20b CUDA OOM." + "reason": "Both involve error handling, but protobuf decode masking and Fuyu `except:` swallowing errors are different functions and failure modes." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Both involve exception handling, but in different functions and contexts; they are not the same concrete bug." + "reason": "Both involve Qwen/gpt-oss, but one is weight conversion/loading correctness and the other is a CUDA OOM during inference." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path slash import warning and Qwen MoE weight conversion are unrelated." + "reason": "Trailing-slash local model warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are different processor bugs." + "reason": "Audio `apply_chat_template()` sampling-rate default bug is not the same as Whisper `batch_decode()` special-token handling." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both concern config handling, but one is trust_remote_code/AutoConfig field loss and the other is unwrapping text_config for composite Qwen configs." + "reason": "`trust_remote_code` missing fields in `AutoConfig` is a different config-loading issue than `from_config` not unwrapping `text_config`." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Closest pair in the set, but still not clearly the same bug: one is a precise undefined-variable/method problem in multimodal video token counting, the other is a broader Qwen video-input regression report." + "reason": "Video token counting undefined names is not the same bug as the v5.3.0 video-input regression across Qwen VL/MoE models." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both mention video/multimodal processing, but one is token counting and the other is batched video processor output shape." + "reason": "Undefined video-branch helpers in `_get_num_multimodal_tokens` is different from batched video processor shape output." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Device-mismatch CPU-offload issue on bark-small is not the same as Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Both mention loading/performance/OOM concerns, but the FSDP CPU RAM efficient loading breakage is distinct from the Strix Halo mmap OOM report." + "reason": "CPU offload device mismatch for bark-small is unrelated to Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." + "reason": "TrainerState token counting and gpt-oss perplexity are completely different concerns." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Different tokenizer regressions on different models; no shared underlying bug is apparent." + "reason": "Both mention memory, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different root causes." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading issues, but one is accelerate/deepspeed conversion and the other is VL weight-shape mismatch." + "reason": "Qwen3 MOE weight conversion during loading is not the same as Qwen3-VL-30B-A3B-Instruct weight-shape mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token regression for mdeberta-v3-base is unrelated to Kimi-K2.5 codec handling/warning regression." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting not updating." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe and MobileLLM key error are different model-loading bugs." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and MobileLLM key error are different model-loading bugs." } ] }, @@ -6060,7 +5935,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 19, "review_unit_count": 52, "status": "reviewed", @@ -6068,7 +5943,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:24643", "issue:28282", @@ -6121,250 +5996,250 @@ ], "soft_pairs": [ "issue:44291|issue:45042", - "issue:43452|issue:43582", "issue:42915|issue:44821", + "issue:43452|issue:43582", "issue:43927|issue:44912", "issue:44849|issue:45701", - "issue:43697|issue:45357", "issue:44987|issue:45538", + "issue:43697|issue:45357", "issue:42915|issue:45538", - "issue:41720|issue:43540", "issue:44568|issue:45488", - "issue:44479|issue:45381", + "issue:41720|issue:43540", "issue:33357|issue:34567", + "issue:44479|issue:45381", "issue:42175|issue:43824", - "issue:43540|issue:44479", "issue:43317|issue:45538", - "issue:43540|issue:44560", + "issue:43540|issue:44479", "issue:44062|issue:44991", "issue:28282|issue:34689", "issue:45137|issue:45405", + "issue:43540|issue:44560", "issue:24643|issue:29159", "issue:43577|issue:45072", - "issue:44987|issue:45907", "issue:43742|issue:44291", + "issue:44987|issue:45907", "issue:28282|issue:29127", - "issue:43257|issue:43756", "issue:42915|issue:43749", + "issue:43257|issue:43756", "issue:38175|issue:44898", "issue:43582|issue:43782", - "issue:44737|issue:45588", - "issue:42175|issue:44488" + "issue:42175|issue:44488", + "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "1ce9115eeb66c863f46288441c1eb1b4fa35f909a9a2ada2242e91d28b9a8b36", + "prepared_review_unit_hash": "60d54393d62600100acb5f1b48b9764587ec7d98ba7764333716b9351e524277", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36746, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like pair is the Qwen video-input regression around wrong vision position ids; the rest are distinct bugs across different subsystems/models and should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45701 is the broadest representative in the cluster and has the most external references, but the overall set is too mixed for a true single canonical duplicate. If one issue must anchor the cluster, this is the best umbrella candidate among the tokenization-related subset.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports. The only strong duplicate-looking pair is the Qwen2.5/Qwen3 VL video-input regression in v5.3.0; everything else appears to be distinct issues in different code paths or models.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44479 is the better canonical issue because it describes the broader regression across multiple Qwen VL variants and the shared v5.3.0 video-input failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best representative because it is broader, still open, and reflects a user-visible regression with multiple inbound references; it is more suitable as the cluster anchor than the many model-specific or environment-specific reports.", + "best_issue_reason": "issue:44479 is the best representative issue in the cluster: it is the broadest and most actionable report for the only accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different failure modes and subsystems: init_empty_weights / _is_hf_initialized vs PIL image processing requiring torchvision." + "reason": "Different failures: init_empty_weights/_is_hf_initialized handling vs image processor backend dependency on torchvision." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Unrelated areas: gguf loading in from_pretrained vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Qwen3Moe FineGrainedFP8Config loading bug is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different problems: Qwen3Moe FP8 config failure vs loading AutoImageProcessor from a URL." + "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator warmup TypeError are separate code paths." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different code paths: DiaConfig token IDs persistence vs MXFP4 quantization falling back to bf16." + "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization fallback when loading git-oss-20b." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Both involve model behavior changes, but one is Qwen3.5 hidden-states output and the other is a tokenizer/version regression; not the same bug." + "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a general tokenization-version behavior change." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is not the same as CLIPTokenizer model_max_length behavior." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different model bugs: RTDetrV2 output divergence vs Qwen3.5 save_pretrained key serialization." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are different problems." }, { - "left": "issue:44987", + "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Unrelated tokenizer/model-loading failure vs CLIPTokenizer max length constant bug." + "reason": "FP8 config loading for Qwen3Moe is unrelated to CLIPTokenizer's max_length constant." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 config failure vs CLIPTokenizer max length issue." + "reason": "Special-token insertion for mdeberta-v3-base is a different tokenizer bug than LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Same family name only; one is device-mapping cuda assert, the other is video-input ValueError in a different Qwen3 Omni path." + "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video processing ValueError are not the same bug." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different failure mechanisms." + "reason": "MacOS CLIP bus error is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "These describe the same Qwen video-input regression in v5.3.0: wrong video/vision position handling affecting Qwen2.5-VL and related Qwen3 VL/moe models." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "Completely different issues: CLIP bus error on macOS vs TrainerState token counting not updating." + "reason": "Both describe the same v5.3.0 Qwen VL video-input regression, with 45381 a more specific manifestation around vision_position_ids." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different import/install problems: missing TensorFlow backend in a torch install vs missing Qwen2.5-VL symbol import." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both are video-input issues, but the model families and reported failures differ; not enough evidence they share one concrete code-path bug." + "reason": "Packaging/backends missing TensorFlow extra is unrelated to missing Qwen2_5_VL import." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Different areas: device_map/offload loading failure vs CLIPTokenizer model_max_length constant." + "reason": "Dequantized model offload failure and CLIPTokenizer max_length are unrelated." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but one is Qwen3OmniMoe ValueError and the other is Qwen3-VL embedding StopIteration; different model paths." + "reason": "Qwen3OmniMoe video processing ValueError is a different failure from the broader Qwen VL video-input regression." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer-related, but one is AddedToken keyword duplication and the other is a specific model tokenizer load failure; not clearly the same defect." + "reason": "AddedToken keyword collision is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different loading errors: missing PyTorch dependency vs a model-loading regression for Llama 3.2 Vision." + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are different issues." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Different problems: DeepSpeed ZeRO3 deque error vs an overly bumped minimum PEFT version." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump problem." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe processing ValueError and the other is a StopIteration in Qwen3-vl-embedding; different symptoms and likely different code paths." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "No overlap in bug surface: DeepSpeed training weight-dimension error vs tokenizer slow/fast inconsistency." + "reason": "DeepSpeed training weight shape error is unrelated to tokenizer slow/fast inconsistency." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they involve different models and different inference/loading paths; not the same bug." + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bf16 mismatch are separate dtype bugs." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Unrelated: model loading regression vs repository file listing not forwarding revision." + "reason": "MobileLLM loading key error is not the same as the unexpected _is_hf_initialized argument issue." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different failures: MobileLLM key error vs init_empty_weights unexpected argument." + "reason": "Model loading regression is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Completely different issues: missing PyTorch vs LayoutLMv3 error-message clarity." + "reason": "PyTorch import availability and LayoutLMV3 box-validation messaging are unrelated." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Different model-specific bugs: Qwen3 MOE weight conversion under accelerate+deepspeed vs Smollm3 RoPE layer selection." + "reason": "Qwen3Moe FP8 config loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different loading paths." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Different training/loading paths: Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading broken." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are image-model issues, but the architectures and symptoms are unrelated." + "reason": "Siglip2 zero probabilities and Perceiver non-default-resolution interpolation are different model-specific bugs." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Different failures: Apple Silicon TypeError in caching warmup vs Qwen3VL weight_only loading error." + "reason": "Apple Silicon warmup TypeError is unrelated to Qwen3VL weight_only loading failure." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Unrelated: XLNet positional encoding device placement vs flash-attention crash on sink-less models." + "reason": "Backend package extras are unrelated to loading cjvt/sleng-bert." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different bugs: install extras backend composition vs inability to load a specific model." + "reason": "XLNet CPU-side relative positions and flash_attention s_aux=None are different code-path crashes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and appropriately cautious about the cluster being heterogeneous. The one accepted soft pair (44479/45381) is supported by very close title overlap around the same Qwen video-input regression, and the other pair verdicts stay conservative. The note that 45701 is only an umbrella anchor, not a true canonical duplicate for the whole set, is also appropriately hedged." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:44479 vs issue:45381, is plausibly the same Qwen VL video-input regression at v5.3.0, and the other soft-edge rejections are phrased cautiously without overclaiming evidence." }, "evaluator_used": true, "retried": false, @@ -6375,7 +6250,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 20, "review_unit_count": 52, "status": "reviewed", @@ -6383,7 +6258,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:24643", "issue:29127", @@ -6436,10 +6311,10 @@ "soft_pairs": [ "issue:43493|issue:43994", "issue:43404|issue:45987", - "issue:43526|issue:45479", "issue:34567|issue:36331", - "issue:43756|issue:45325", + "issue:43526|issue:45479", "issue:44291|issue:44821", + "issue:43756|issue:45325", "issue:43906|issue:45381", "issue:44062|issue:45081", "issue:44913|issue:46121", @@ -6458,17 +6333,17 @@ "issue:41762|issue:44936", "issue:44514|issue:45381", "issue:44493|issue:46050", - "issue:43906|issue:46202", - "issue:43452|issue:43577" + "issue:43452|issue:43577", + "issue:43906|issue:46202" ], - "prepared_review_unit_hash": "3e2e465d237e7b58702eae37a45c895d091caf28db5d6f23e3d88c63df4d3210", + "prepared_review_unit_hash": "7433c9ffbf1acc4afcf00a9361992527e275adc5bbd616df2ff9808596f9fdc6", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, @@ -6483,96 +6358,96 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer, config, processor, trainer, model-loading, and multimodal regression reports across unrelated code paths. I do not see any strong duplicate groups, so all soft edges are rejected.", - "confidence": 0.27, - "canonical_issue_reason": "issue:45920 is the broadest umbrella-style report in the set: it describes a cross-model AutoTokenizer regression affecting multiple model families, with inbound references and an active repro narrative. It is the best single issue to anchor the cluster, though the cluster is not truly a duplicate set.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across loading, config, tokenizer, vision, trainer, and quantization paths. I do not see a strong duplicate cluster overall; the only plausible duplicate pair is the SigLIP2 implementation/output mismatch.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most globally suitable representative because it is broad, recent, and regression-oriented across several models, making it a better catch-all than the many narrow one-off bug reports here.", + "best_issue_reason": "Issue 45920 is the best anchor if one is needed: it is the broadest, highest-signal regression report and spans multiple affected model families, while most other issues are narrower and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both are SigLIP2-related, but one is a HF-vs-JAX discrepancy and the other is a bad AutoModel/pipeline output report; too little evidence they are the same concrete bug." + "accept": true, + "reason": "Both point to the same SigLIP2 behavior mismatch: HF output diverges from the expected/original implementation and produces wrong results on the same model family." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Completely different code paths: tied lm_head weights in Mistral3 vs StaticCache sequence-length typing." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "Different failures: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + "reason": "Different subsystems: tied lm_head weights in Mistral3 vs StaticCache sequence-length return type." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both involve Trainer APIs, but one is token counting state not updating and the other is a custom compute_loss signature break; not the same bug." + "reason": "Trainer state tracking bug vs custom compute_loss signature break; different code paths and fixes." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Both mention RoPE/vision modeling, but they affect different models and different logic (Smollm3 layer dropping vs Qwen2.5-VL temporal position scaling)." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the sequence-classification zero-loss issue." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized argument handling vs loading AutoImageProcessor from URL." + "reason": "Different loading failures: unexpected _is_hf_initialized argument vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Separate Qwen/Gemma-style RoPE/position handling issues affecting different models and code paths." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "The first is only an isolated reproduction of another issue; the second is a specific Qwen2.5-VL video position_id bug. No direct evidence they are the same defect." + "reason": "The first is a reproduction of an older issue; the second is a Qwen2.5-VL video position-id regression." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer bugs: AddedToken argument duplication vs Mistral regex patch expecting backend_tokenizer." + "reason": "Tokenizer AddedToken special-argument conflict is unrelated to the Mistral regex patch crash." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both concern RoPE/config handling, but one silently loses rotary_pct on reload while the other errors on JSON-loaded list validation; different failure modes." + "reason": "Both involve RoPE-related config handling, but one is silent config reload fallback and the other is a JSON-list type error; not the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal model issues, but one is a janus generate-image test failure and the other is a Phi-4-multimodal load failure; not enough to treat as the same bug." + "reason": "Two different multimodal model failures with different models and symptoms; not a shared underlying bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different subsystems: image processor torchvision dependency regression vs tokenizer regex patch crash." + "reason": "PIL backend torchvision dependency regression is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both involve loading/tokenizer/model-pretrained flows, but the affected models and reported symptoms differ; no clear shared underlying bug." + "reason": "gguf_file/from_pretrained breakage is a different loading problem than failing to load a specific model repo." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "One is a Qwen3.5 save_pretrained key serialization issue; the other is a broad AutoTokenizer token-ID regression across multiple models. Different concrete defects." + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the AutoTokenizer wrong-token-IDs regression." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError while loading MobileLLM-125M vs missing Float8 storage type during load are distinct loading failures." + "reason": "MobileLLM loading key error vs float8 storage lookup failure are distinct deserialization issues." }, { "left": "issue:43531", @@ -6584,81 +6459,84 @@ "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and stale auto_mappings references are unrelated maintenance/CI issues." + "reason": "PEFT version bump problem vs stale auto_mappings reference to removed configs; different maintenance issues." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config field loss, but one is generic trust_remote_code AutoConfig missing fields and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict handling; not proven same root cause." + "reason": "trust_remote_code config field loss is not the same as missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config problems: num_labels propagation in Qwen3.5 vs strict config blocking granite_speech loading." + "reason": "Num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Unrelated issues: DeepSpeed training weight dimensionality error vs LayoutLMv3 box-information error messaging." + "reason": "DeepSpeed weight dimension runtime error is unrelated to LayoutLMv3 box-clarity messaging." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output mismatch in v5 vs Qwen3.5 incorrect checkpoint save_pretrained behavior." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are separate regressions." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model-path bugs." + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure affect different models and mechanisms." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 DeepSpeed ZeRO-3 load crash and trainer.evaluate-after-train failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL/processor problems: apply_chat_template batching crash vs video vision_position_ids bug." + "reason": "apply_chat_template batching crash and Qwen2.5-VL video position-id bug are different processor/model bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys during loading and sinq quantization save/load breakage are not the same bug." + "reason": "Unexpected position-id key warnings and sinq quantization save/load corruption are not the same issue." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both mention reproduction/roundtrip style failures, but one is tied to an external issue reproduction and the other is a Gemma pipeline token roundtrip issue; insufficient evidence of identity." + "reason": "Tokenizer/model loading with gguf_file is unrelated to BLIP2 dtype propagation on load." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer/model-loading gguf_file breakage and Blip2 dtype handling are unrelated." + "reason": "A reproduction of an earlier issue and a Gemma pipeline roundtrip failure are not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft-edge pair (43493/43994) is plausible from the titles, and the rest of the verdicts are reasonably cautious. The broad-anchor choice of 45920 is also supported by its title covering multiple model families." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 21, "review_unit_count": 52, "status": "reviewed", @@ -6666,7 +6544,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:28282", "issue:29159", @@ -6718,266 +6596,269 @@ "issue:46178" ], "soft_pairs": [ - "issue:43688|issue:43749", "issue:44466|issue:45005", + "issue:43688|issue:43749", "issue:43452|issue:44843", "issue:45372|issue:46170", - "issue:43819|issue:44811", - "issue:43295|issue:45356", "issue:30064|issue:33666", "issue:28282|issue:32090", - "issue:28282|issue:33357", + "issue:43819|issue:44811", "issue:44936|issue:45823", + "issue:28282|issue:33357", + "issue:43295|issue:45356", "issue:43653|issue:44361", - "issue:38175|issue:43295", - "issue:44361|issue:44442", "issue:44484|issue:44704", "issue:28282|issue:35141", + "issue:44361|issue:44442", + "issue:38175|issue:43295", "issue:45542|issue:46178", "issue:44464|issue:44743", "issue:44514|issue:45290", "issue:43577|issue:43697", "issue:43653|issue:44568", - "issue:29159|issue:33357", "issue:44843|issue:44991", "issue:43646|issue:43749", + "issue:29159|issue:33357", "issue:43688|issue:45704", "issue:43688|issue:45440", - "issue:43653|issue:43927", "issue:43531|issue:43742", + "issue:43653|issue:43927", "issue:45491|issue:46002", "issue:43688|issue:45701", "issue:44464|issue:44977", "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "015ef7db05950824ff770608c43992450e9e02d4ab9647297eb41a7c03244c2f", + "prepared_review_unit_hash": "1c16793ca7f42644d9164717be81d07d6765e5a0ceadcb495d66d104504a8b94", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37152, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "serialized_chars": 37148, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates here: the soft pairs mostly share broad subsystem terms, but each pair appears to be a different bug, model, or code path.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a clear canonical representative; this set is heterogeneous and the soft pairs do not look like the same underlying defect.", + "summary": "The items are mostly unrelated standalone issues. The only plausible duplicate pair is the v5 tied-weights/translation-model serialization report pair; the rest differ in model, subsystem, or failure mode.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45005 is the broader, more umbrella report about tied-weights problems in v5, so it is the better canonical issue if we group the tied-weight duplicates together.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues stands out as a safe global canonical choice because the topics are unrelated and the overlaps are only superficial.", + "best_issue_reason": "issue:45005 is the strongest representative issue overall because it is the broadest and most central tied-weights report among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression; different model path and symptom." - }, { "left": "issue:44466", "right": "issue:45005", + "accept": true, + "reason": "Likely the same v5 tied-weights serialization bug: both point to lm_head/tied-weight handling going wrong, with 45005 as the broader umbrella report." + }, + { + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent while the other is translation model behavior in v5." + "reason": "Different bugs: auxiliary loss normalization in MoE models vs broken FSDP CPU RAM-efficient loading." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "GGUF loading failure for AutoTokenizer/AutoModel vs offline model_info call in mistral regex patch; different failure modes." + "reason": "Both involve loading/tokenizer paths, but one is gguf_file support for from_pretrained and the other is an offline-regression from an unconditional model_info() call." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import error from missing ReasoningEffort vs Windows/ROCm torch.distributed dependency issue." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC latents mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated generation/codec bugs." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Processor.tokenizer/images regression in v4.57.5 vs Kimi-K2.5 tokenizer codec regression in v5.4.0." + "reason": "Distinct failures: Gemma processor import dependency on mistral_common vs Windows/ROCm torch.distributed import issues." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training; different components entirely." + "reason": "Different subsystems and symptoms: image processor void segmentation maps vs Qwen2-VL multi-GPU training." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import error vs Trainer gpu_broadcast NoneType error; not the same bug." + "reason": "PyTorch-missing ImportError is unrelated to the Trainer NoneType broadcast TypeError." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Missing PyTorch import error vs MacOS bus error with a CLIP model; distinct runtime problems." + "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluate-after-train failure vs Gemma4 device_map forward device mismatch; different paths." + "reason": "Training/eval lifecycle bug vs Gemma4 device_map auto device mismatch; not the same underlying issue." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue vs MLukeTokenizer AttributeError; unrelated tokenization bugs." + "reason": "Environment/import failure vs MacOS bus error in a CLIP model; unrelated." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Zero probabilities in SigLIP2 vs processor.tokenizer regression; different model families and symptoms." + "reason": "Both are regressions around tokenizers, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec handling and warning behavior." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "MLukeTokenizer task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different tokenizer issues." + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer AttributeError on tasks." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard size question vs AutoProcessor cached_file kwargs bug; not the same defect." + "reason": "A question about default shard size is not the same as AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import missing vs embeddings reinitialized after resize in post_init; unrelated." + "reason": "Missing PyTorch import error is unrelated to post_init reinitializing tied output embeddings." }, { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Undefined tf backend when only tensorboard is installed vs tensorflow_text backend mapping error; different backend setup problems." + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures affecting different model families and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability output bug is unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both touch backend availability, but they are different missing-backend problems: TensorFlow backend undefined vs tensorflow_text mapping error." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled forward chunked generation mismatch vs Qwen3.5 recurrent state reset with cache; both generation-related but different concrete bugs." + "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs recurrent state resetting with cache." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template crashes, but one is batched padding=False and the other is tool-call assistant messages with no content." + "reason": "Same API surface, but different crashes and triggers in apply_chat_template; not clearly the same bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype not propagated vs RTDetrV2 output differences in v5; different models and mechanisms." + "reason": "Blip2 dtype propagation bug vs RTDetrV2 output divergence; unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBirdTokenizer mask token registration vs mdeberta add_special_tokens BOS/EOS regression; different tokenizer special-token bugs." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with a CLIP model; no same underlying defect." + "reason": "Both concern special tokens, but one is BigBird mask-token registration and the other is mdeberta BOS/EOS addition in v5." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline mistral_regex model_info call vs est-roberta tokenizer loading regression; both tokenizer-related but different root causes." + "reason": "Both affect tokenizer loading, but one is an offline model_info regression and the other is a model-specific tokenizer load failure." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0.0 vs FSDP loading regression; distinct upgrade failures." + "reason": "Custom model init breakage is not the same as FSDP CPU RAM-efficient loading being broken." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue vs MacOS bus error; different failure classes." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug vs T5 apex FusedRMSNorm memory leak; unrelated." + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization in MoE models vs DeepSeekV3 native implementation divergence; different code paths." + "reason": "Different model families and code paths: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs DiaConfig losing custom token IDs; unrelated tokenizer/config issues." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading MobileLLM-125M." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs MobileLLM-125M key error on load; different model bugs." + "reason": "BigBird special-token decoding bug and DiaConfig custom token-ID persistence are different issues." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 NaN embeddings from sliding-window attention vs NaNs in classification heads on checkout/init; same symptom class, different root cause." + "reason": "Both mention NaNs, but the contexts differ: Gemma3 sliding-window all-padding windows vs classification-head NaNs after checkout/init." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization bug vs generic tokenization changes across versions; not the same issue." + "reason": "Auxiliary-loss normalization bug vs general tokenization changes across transformers versions; not the same root cause." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward vs Qwen3.5 flash-attention generation issue; different generation stacks." + "reason": "Chunked generation with compiled forward is distinct from Qwen3.5 flash-attention generation failures." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba-9B-v2 torch.compile + SDPA failure vs DiaConfig custom token IDs lost; unrelated." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig custom token ID loss." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft edge, issue:44466 vs issue:45005, is plausibly the same tied-weights v5 bug, and the rest of the rejects stay appropriately cautious given the different subsystems or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 22, "review_unit_count": 52, "status": "reviewed", @@ -6985,7 +6866,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:28218", "issue:32090", @@ -7048,8 +6929,8 @@ "issue:44466|issue:46050", "issue:43504|issue:43720", "issue:43504|issue:43550", - "issue:43504|issue:44610", "issue:33666|issue:36010", + "issue:43504|issue:44610", "issue:43742|issue:44821", "issue:45823|issue:46050", "issue:43262|issue:43295", @@ -7058,230 +6939,230 @@ "issue:43606|issue:43927", "issue:43994|issue:46192", "issue:44849|issue:46209", - "issue:43278|issue:43688", "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43525|issue:43572", "issue:44625|issue:46002", "issue:43720|issue:44361", - "issue:43525|issue:43572", - "issue:43493|issue:43825", "issue:43756|issue:44913", + "issue:43493|issue:43825", "issue:28218|issue:33357", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "860d5e1919ccf5569f33a78b68b642efb58e87c3c6b5e638a6de972b21a958ec", + "prepared_review_unit_hash": "3fac3f7a36db05c380b5a559e096a2e98c8504f125f3ffb8e4faa36bbc3e03e2", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36437, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "serialized_chars": 36430, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster: the issues span many unrelated bugs across tokenizers, trainers, configs, vision/audio models, loading/saving, and inference backends. None of the soft pairs look like the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is too heterogeneous to represent one underlying bug.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bugs spanning training, model loading, configs, processor behavior, and attention kernels. I rejected all soft edges because none look like the same underlying change or defect.", + "confidence": 0.89, + "canonical_issue_reason": "There is no true canonical issue for the whole cluster because the items are not a single duplicate set. If one must be chosen as an anchor, issue 43504 is the most self-contained and concrete load-time regression report.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; any choice would be arbitrary because the items are not duplicates of one another.", + "best_issue_reason": "Issue 43504 is the strongest representative issue: it describes a specific, reproducible failure with a focused fix surface (legacy-field handling during pretrained model loading).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Different model families and failures: a video-input regression versus missing `num_labels` propagation in Qwen3.5 config." + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different symptoms, code paths, and fixes." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "One is a Qwen3 device-mapping CUDA assert; the other is inconsistent outputs from compiled chunked generation. Different code paths." + "reason": "cudaErrorAssert on auto device mapping vs inconsistent chunked-generation outputs under compilation; unrelated runtime failures." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated subsystems." + "reason": "Bamba torch.compile/SDPA issue vs MLukeTokenizer task AttributeError; different model families and failure modes." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention `trust_remote_code`, but one is missing fields in `AutoConfig` while the other is removal of `is_torch_fx_available` breaking remote-code models. Not the same bug." + "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models; not the same bug." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and FP8 inference on B200 are different hardware/backend issues." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype loading issue and flash-attention `s_aux=None` crash are separate problems." + "reason": "Blip2 dtype mismatch vs flash_attention crash on s_aux=None; unrelated component and error surface." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast `NoneType` error is unrelated to `num_input_tokens_seen` not updating." + "reason": "Trainer NoneType broadcast error vs TrainerState token counter not updating; both trainer-related but distinct defects." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different models and defects: dtype propagation in BLIP2 versus an MPS attention correctness issue." + "reason": "dtype handling in Blip2 is unrelated to the MPS attention correctness issue." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` TypeError and Qwen2-VL multi-GPU training are not the same underlying issue." + "reason": "Generic multi-GPU/trainer context only; the actual errors and code paths differ." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both touch save/load behavior, but one is tied-weight serialization by device and the other is quantized sinq persistence; too different to merge." + "reason": "Serialization of tied lm_head weights vs sinq quantized save/load breakage; both persistence-related but not the same bug." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field loading for BEiT and unpacking packed weights for BitNet are unrelated loading bugs." + "reason": "Legacy-field pretrained load failure for BEiT vs BitNet packed-weight unpacking during accelerate loading; different models and fix locations." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT pretrained loading failure and Bamba compile/SDPA failure are unrelated." + "reason": "Pretrained preset loading bug vs Bamba compile/SDPA failure; no shared underlying defect." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Model preset loading legacy-field bug versus OmDet-Turbo processor/model input-size mismatch." + "reason": "Multi-GPU training request/error vs GenerationMixin import failure; unrelated topics." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and `GenerationMixin` import failure are unrelated." + "reason": "Model preset load failure vs processor/model input-size mismatch; different subsystems." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error on load and `AutoImageProcessor` URL loading are different loading paths and failures." + "reason": "MobileLLM key error on load vs AutoImageProcessor URL loading issue; both loading-related but not the same problem." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map forward mismatch and sinq quantized save/load breakage are unrelated." + "reason": "Device mismatch during forward with auto device map vs quantized model persistence regression; unrelated code paths." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default bug and processor/tokenizer regression are different processor behaviors." + "reason": "Audio chat-template sampling-rate default vs processor.tokenizer/image-passing regression; different processors and behavior." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig losing custom token IDs are separate serialization/load bugs." + "reason": "Packed weights not unpacked during loading vs config custom token IDs lost on save/load; both loading issues but different objects and symptoms." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "`gguf_file` breaks model/tokenizer loading, while ScandiBERT load failure is a separate model-specific issue." + "reason": "gguf_file path breaks AutoTokenizer/AutoModel loading vs a specific model no longer loading; too broad to be the same bug." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small and DiaConfig token-ID loss are unrelated." + "reason": "CPU offload device mismatch vs DiaConfig save/load token ID loss; unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 model/pipeline nonsense output and `return_tensors` being ignored are not the same defect." + "reason": "SigLIP2 inference quality issue vs return_tensors being ignored when text_kwargs is passed; different API layers." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are different issues." + "reason": "Qwen3.5 hidden-states bug vs FP8 inference on B200; unrelated regressions." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support vs unexpected compute_loss keyword argument; not the same underlying issue." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in eval versus incorrect auxiliary-loss normalization are unrelated." + "reason": "Embedding dtype regression during evaluate vs auxiliary-loss normalization bug; different model logic." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Qwen2-VL multi-GPU training issue and `compute_loss` unexpected kwarg error are distinct trainer problems." + "reason": "Both mention missing pad token fields, but they affect different configs/models and appear to be separate compatibility bugs." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Missing `num_labels` propagation and NaNs in classification heads are not the same underlying bug." + "reason": "num_labels propagation bug vs NaNs in classification heads; different failure mechanisms." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet loading failure and MLukeTokenizer AttributeError are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both concern missing pad-token config fields, but they affect different model configs (`pad_token_id` vs `pad_token_idx`) and lack evidence of a shared code-path bug." + "reason": "BitNet accelerate-loading failure vs MLukeTokenizer AttributeError; no shared code path." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are different kinds of issues." + "reason": "SigLIP2 implementation discrepancy vs misleading pipeline error message; unrelated concerns." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer truncation and GPTNeoX rotary_pct reload behavior are both rotary-related but not the same bug." + "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoX rotary_pct persistence bug; both config-related but distinct." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space bug and MacOS bus error in CLIP model loading are unrelated." + "reason": "Tokenizer added-space behavior vs MacOS bus error on a CLIP model; entirely different symptoms and layers." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example/model-processor mismatch and the other is a core HF-vs-JAX implementation discrepancy; not the same change or bug." + "reason": "SigLIP2 docs example errors vs SigLIP2 implementation discrepancy; one is documentation/example breakage, the other model parity." } ] }, @@ -7295,7 +7176,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 23, "review_unit_count": 52, "status": "reviewed", @@ -7303,7 +7184,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:33357", "issue:33666", @@ -7360,232 +7241,238 @@ "issue:43540|issue:44977", "issue:45200|issue:45229", "issue:43493|issue:43844", - "issue:43278|issue:43844", "issue:44488|issue:44843", + "issue:43278|issue:43844", "issue:39692|issue:43295", "issue:44493|issue:46285", "issue:43756|issue:45083", - "issue:43646|issue:44466", "issue:43334|issue:43572", + "issue:43646|issue:44466", "issue:43257|issue:43299", - "issue:45229|issue:45823", "issue:33357|issue:33666", "issue:43334|issue:45759", - "issue:43927|issue:44361", + "issue:45229|issue:45823", "issue:44589|issue:45520", - "issue:43504|issue:43606", + "issue:43927|issue:44361", "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43572|issue:44291", "issue:43278|issue:43701", "issue:44464|issue:45584", - "issue:43572|issue:44291", "issue:43575|issue:45405", - "issue:43606|issue:44112", "issue:43504|issue:43653", "issue:44792|issue:45405", + "issue:43606|issue:44112", "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "9f4a54354ffaa3f8d589e191ffb3435ee10c390ea3054d39ef74b41bf6c87d9c", + "prepared_review_unit_hash": "7ad613e24e6435fd69c47f2913c7965c6c1b58cb6bf35fe5ff16d4602203711c", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36003, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired items span unrelated model-loading, tokenizer, configuration, training, inference, and dependency-regression issues. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the items cover many distinct regressions across different models and code paths rather than one shared defect.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers regression issues across tokenizers, multimodal configs, loading, and distributed training. None of the soft-similarity pairs look like the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, concrete v4\u2192v5 regression with a clear symptom (wrong token IDs) and affects a whole model family.", "canonical_pr_reason": null, - "best_issue_reason": "No good global issue representative: the cluster is too mixed to anchor on one issue without losing important distinctions.", + "best_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set, with a specific failure mode and wider impact than the more niche model/config reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-load failure vs unreleased dependency version bump; unrelated symptoms and causes." + "reason": "One is a model loading failure; the other is a dependency/version bump problem. Different root causes and code paths." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states output bug vs incorrect visual-encoder save keys; different code paths." + "reason": "Different bugs: hidden-state output behavior vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failures; not one concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (special-token insertion vs token-ID mapping)." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing error vs flash-attention generation issue; distinct failures." + "reason": "Different failure modes in Qwen3OmniMoe video processing vs Qwen3.5 flash-attention generation." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing multimodal token-type IDs for finetuning vs CUDA OOM in multi-GPU inference." + "reason": "Text-only mm_token_type_ids handling and multi-GPU CUDA OOM are unrelated problems." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 HF/JAX implementation mismatch vs DeepSpeed gradient blow-up; different problems." + "reason": "SigLIP2 implementation mismatch is unrelated to a ZeRO-3 gradient growth issue." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Embedding dtype drift in eval vs ZeRO-3 gradient anomaly; unrelated root causes." + "reason": "Model loading failure for sleng-bert is unrelated to an offline-mode hub lookup bug." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Model-specific load failure vs offline hub lookup regression; overlap in loading only." + "reason": "dtype drift in embeddings is not the same bug as abnormal gradients under DeepSpeed ZeRO-3." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs example mistakes vs processor/tokenizer API regression; not the same bug." + "reason": "Documentation/example errors and a processor.tokenizer regression are different issues." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys vs CLIP text-model structure change; different model internals." + "reason": "Both mention structural/key inconsistencies, but they concern different models and different failure surfaces." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE-layer count bug vs feature-extraction length helper bug; unrelated." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Custom model init breakage vs serialization inconsistency for lm_head.weight; different paths." + "reason": "RoPE-layer mismatch in Smollm3 is unrelated to a qwen3_omni_moe helper-function behavior bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both involve missing config token IDs after v5, but for different configs/fields and not one concrete defect." + "reason": "Both involve missing token fields, but in different configs/models and with different missing attributes." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Both touch Qwen3 MoE loading, but one is weight conversion with accelerate/deepspeed and the other is dev-version loading failure." + "reason": "Custom model initialization breakage is not the same as lm_head.weight serialization inconsistency." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Multi-GPU OOM vs PLE device mismatch during forward; different runtime issues." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version load regression." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Mac bus error on CLIP vs Qwen2-VL multi-GPU training; unrelated." + "reason": "A MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL pad_token_id loss vs composite config text_config unwrapping; different loading bugs." + "reason": "Missing pad_token_id in Qwen3-VL and unwrap text_config for composite Qwen multimodal configs are different code paths." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Config save/load token-ID loss vs tokenizer AttributeError on tasks; distinct failures." + "reason": "CUDA OOM in multi-GPU inference is not the same as a device-mismatch bug with device_map=auto." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup error vs flash_attn import key error; unrelated environment/runtime issues." + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Legacy-field model loading issue vs CPU-offload device mismatch; different subsystems." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer AttributeError are different bugs." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a model class vs missing Float8 storage object; unrelated." + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the Float8 storage object problem." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Embedding dtype change vs resume-from-checkpoint key mismatch; not the same bug." + "reason": "Beit legacy-field loading and bark-small CPU offload device mismatch are different issues." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs empty-transcription handling in Whisper; different behaviors." + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized argument during init_empty_weights are separate regressions." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Missing pad_token_idx in config vs unexpected init_empty_weights argument; separate API regressions." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "TP load OOM vs unreleased PEFT minimum-version bump; unrelated." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different failure modes." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "CPU-offload device mismatch vs stale GraniteSpeech CI test; not the same issue." + "reason": "Tensor-parallel OOM and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Pretrained preset load failure vs tokenizer special-token registration bug; different code paths." + "reason": "Different subsystems: Beit loading vs BigBirdTokenizer special-token registration." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure vs dependency version bump; unrelated." + "reason": "A Janus generation test failure is unrelated to the PEFT version requirement bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI issues, but the model, symptom, and likely code path differ." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 wrong outputs vs unexpected position-id keys; different models and symptoms." + "reason": "SigLIP2 bad outputs and widespread unexpected position-id keys are not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Duplicate of a load failure vs dependency bump mismatch; no shared bug." } ] }, @@ -7599,7 +7486,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 24, "review_unit_count": 52, "status": "reviewed", @@ -7607,7 +7494,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:15354", "issue:28218", @@ -7618,8 +7505,8 @@ "issue:34567", "issue:37428", "issue:38175", - "issue:39692", "issue:42490", + "issue:43065", "issue:43232", "issue:43295", "issue:43450", @@ -7645,7 +7532,6 @@ "issue:45198", "issue:45200", "issue:45290", - "issue:45356", "issue:45381", "issue:45406", "issue:45446", @@ -7656,10 +7542,12 @@ "issue:46121", "issue:46192", "issue:46209", - "issue:46365" + "issue:46365", + "issue:46369" ], "soft_pairs": [ "issue:43873|issue:46050", + "issue:43065|issue:46369", "issue:45588|issue:46050", "issue:44423|issue:44734", "issue:42490|issue:43696", @@ -7670,227 +7558,212 @@ "issue:28218|issue:34567", "issue:43582|issue:44977", "issue:44554|issue:45446", - "issue:15354|issue:38175", "issue:45084|issue:45520", + "issue:15354|issue:38175", "issue:43540|issue:45200", "issue:44521|issue:45290", "issue:45200|issue:45823", "issue:45072|issue:45198", - "issue:44186|issue:46192", "issue:37428|issue:43957", "issue:43493|issue:43701", + "issue:44186|issue:46192", "issue:43232|issue:44849", "issue:45823|issue:46192", "issue:45381|issue:46209", "issue:43295|issue:43450", "issue:44554|issue:46365", - "issue:43295|issue:44610", - "issue:39692|issue:46192", - "issue:44554|issue:45356", - "issue:43295|issue:43873" + "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "ab166785a63c90df50b324a7f545559cd811dc8959fcf37ae8f314ce4bfa55a7", + "prepared_review_unit_hash": "56c2abb59e0bac817320a3f6a531a6fe8804066169b4af7b75a57e1c60cefcfc", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36521, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "soft_pair_count": 27, + "serialized_chars": 35799, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "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 spanning tokenizers, serving, multimodal processors, quantization, attention, and training/runtime bugs. There is no strong cluster-wide duplicate pattern; the only near-duplicate I\u2019d treat as the same underlying regression is the Gemma4Processor/tokenizer `_tokenizer` breakage.", - "confidence": 0.45, - "canonical_issue_reason": "Issue 43295 is the best anchor because it captures the broader Gemma4Processor tokenizer regression, and issue 45406 looks like the same underlying `_tokenizer`/processor API break manifesting in `transformers serve`.", + "summary": "These issues are mostly heterogeneous transformer bugs across serving, tokenization, quantization, and model-specific regressions. I don\u2019t see a reliable duplicate family strong enough to merge; 43873 is the most active/high-signal issue, but it is not a duplicate of the rest.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43873 has the strongest discussion/inbound-ref signal and is the broadest active bug report in the set, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43295 is the most representative single issue in the only credible duplicate pair; it is broader than the serve-specific crash in 45406.", + "best_issue_reason": "43873 is the best overall issue to anchor the cluster because it is active, broadly framed, and has the most evidence of community relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load of a quantized model; different bugs." + "reason": "Different quantization problems: offloading behavior vs save/load breakage for a sinq-quantized model." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 issues: a dummy Conv2d in Sam3PixelDecoder vs memory overflow in sam3-litetext." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling and quantized model serialization are unrelated code paths." + "reason": "Flash-attention sinkless-model AttributeError is unrelated to quantized model persistence after save/load." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but one is continuous batching with multimodal models and the other is KV-cache continuation indexing; not the same bug." + "reason": "Both hit serving, but the failures are different: multimodal str.to handling vs KV-cache continuation tensor indexing." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and CUDA OOM are unrelated." + "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash-Attention CI failures and MLFlow reporting after failed training jobs are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are different subsystems." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor `_tokenizer` crash and RoPE validation list handling are different areas." + "reason": "Gemma4Processor tokenizer AttributeError and rope-validation TypeError are unrelated bugs." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated." + "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading regression do not match." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` NoneType errors do not share the same bug." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing and TrainerState token counting are separate issues." + "reason": "Added-token spacing behavior is unrelated to num_input_tokens_seen not updating." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bug are different problems." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and PyTorch version gating for AuxRequest import are different problems." + "reason": "MPS attention correctness with mismatched head dims is unrelated to the flex_attention version-check bug." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are not the same bug." + "reason": "Compiler/template-node failure is not the same as the flash_attn import KeyError on Python 3.13." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Template-node compilation error and flash_attn import key error are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are distinct issues." + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Gemma4 mm_token_type_ids defaults." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is multimodal assistant masks and the other is tool-call/no-content crash; different failure modes." + "reason": "Both involve apply_chat_template, but one is assistant_mask generation and the other is a tool-call/no-content crash." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 token-type defaults and PLE device placement are separate Gemma4 bugs." + "reason": "Same model family, but different bugs: mm_token_type_ids defaults vs device_map forward mismatch." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:46192", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and `return_tensors` being ignored are different tokenizer bugs." + "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash attention import failure and meta-device model loading breakage are unrelated." + "reason": "Flash-attention utility import error and meta-device model loading breakage are different failure modes." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batched padding crash is unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states behavior are different issues." + "reason": "Generation kwargs handling after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch and `return_tensors` override behavior are unrelated." + "reason": "Gemma4 device mismatch and return_tensors/text_kwargs behavior are unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 B200 inference are unrelated." + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are different issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Gemma4 processor/tokenizer regression and batched video processor shape bug are different code paths." + "reason": "Gemma4Processor tokenizer regression and batched video-shape bug do not look like the same underlying defect." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and importing Trainer with datasets installed are unrelated." + "reason": "MPS attention correctness bug is unrelated to the Trainer import issue involving datasets." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Gemma4 processor/tokenizer regression and OmDet-Turbo processor size mismatch are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 docs example errors and `return_tensors` being ignored are not the same bug." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Gemma4 processor/tokenizer regression and quantization offloading behavior are unrelated." + "reason": "Gemma4Processor tokenizer regression is unrelated to OmDet-Turbo processor input-size mismatch." } ] }, @@ -7904,7 +7777,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 25, "review_unit_count": 52, "status": "reviewed", @@ -7912,17 +7785,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:28218", "issue:35141", "issue:37428", "issue:38175", + "issue:39692", "issue:41720", "issue:42490", "issue:42915", - "issue:43262", "issue:43278", + "issue:43295", "issue:43334", "issue:43388", "issue:43450", @@ -7936,14 +7810,14 @@ "issue:43824", "issue:43844", "issue:43856", + "issue:43873", "issue:43950", "issue:43957", "issue:43975", "issue:44112", "issue:44442", "issue:44466", - "issue:44514", - "issue:44521", + "issue:44554", "issue:44792", "issue:44898", "issue:44987", @@ -7952,11 +7826,10 @@ "issue:45200", "issue:45290", "issue:45325", + "issue:45356", "issue:45412", "issue:45520", "issue:45563", - "issue:45759", - "issue:46170", "issue:46178", "issue:46192", "issue:46209", @@ -7964,238 +7837,231 @@ "issue:46326" ], "soft_pairs": [ + "issue:39692|issue:46192", + "issue:44554|issue:45356", "issue:43572|issue:44987", + "issue:43295|issue:43873", "issue:43572|issue:43957", - "issue:44898|issue:45412", "issue:43950|issue:46285", "issue:45520|issue:46178", "issue:44466|issue:45127", "issue:43550|issue:43844", "issue:37428|issue:43824", + "issue:44898|issue:45412", "issue:45200|issue:45325", "issue:43450|issue:43575", "issue:43334|issue:43525", "issue:44792|issue:45563", "issue:41720|issue:46209", - "issue:43388|issue:43526", "issue:42490|issue:43493", - "issue:28218|issue:35141", - "issue:42915|issue:43824", + "issue:43388|issue:43526", "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:28218|issue:35141", "issue:43278|issue:43856", - "issue:45290|issue:46326", - "issue:43526|issue:46192", "issue:38175|issue:43493", + "issue:43526|issue:46192", "issue:43653|issue:44112", - "issue:44442|issue:45198", - "issue:38175|issue:45412", - "issue:43262|issue:43450", - "issue:45759|issue:46285", - "issue:44514|issue:44521", - "issue:45520|issue:46170" + "issue:45290|issue:46326", + "issue:43975|issue:45520", + "issue:44442|issue:45198" ], - "prepared_review_unit_hash": "46883545a4884edebf4bf84c19449dc80c30ffdb4f4e965c36fa1c5d2db37da7", + "prepared_review_unit_hash": "858da225610a7f9e872bf9f962da50d657bf2111c421fc637099981643df1d92", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36809, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "soft_pair_count": 28, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad topical similarity (tokenization, chat templating, model loading, multimodal models). I did not find any pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 44521 is the best representative because it is broad, active, and well-referenced, and it sits in the most coherent subtheme here (chat-template/multimodal tokenization bugs).", + "summary": "The cluster does not form a single duplicate set. The soft-similarity pairs mostly point to different subsystems or different concrete failures, so they should all be rejected; there is no strong canonical issue/PR target here.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 has the strongest combination of scope and relevance: it describes a concrete bug in `apply_chat_template` for multimodal inputs, has multiple inbound references, and is broader than the more narrowly scoped neighboring reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors vs. `return_tensors` being ignored in `text_kwargs`; different bugs and different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness on value head dim mismatch is unrelated to a tokenizer regression in Kimi-K2.5." + }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but one is StableLm config padding metadata and the other is a generic transformers>=5.1 loading failure for a specific model; no clear shared code-path bug." + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to loading failure for `physical-intelligence/fast`." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Different failures: missing `pad_token_idx` in one config versus meta-device loading regressions in another." + "reason": "Processor/tokenizer regression and quantization offloading behavior are distinct problems." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model behaviors." + "reason": "A config attribute regression for StableLm does not match meta-device loading failures in other models." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` is a different bug from CLIP text-model structure inconsistency." + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text model structure changes." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Import guard/backend mapping issues, but for different backends and different failure modes." + "reason": "Python 3.13 `flash_attn` import mapping issue is unrelated to the `tensorflow_text` backend mapping error." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse after vocab extension; not the same bug." + "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse after vocab extension; not the same bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are different training/runtime problems." + "reason": "`torch.compile` with SDPA on Bamba-9B-v2 is not the same as gradient blow-up under ZeRO-3." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and model families." + "reason": "Different import errors for different missing symbols/models; not the same underlying failure." }, { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Both are multimodal model bugs, but one is about default `mm_token_type_ids` and the other about RoPE temporal scaling." + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure is unrelated to RT-DETR memory release issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 multimodal token type defaults and Qwen2.5-VL temporal position scaling are separate model bugs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shapes and tensor-parallel OOM are unrelated issues." + "reason": "Batched video processor shape bug is unrelated to Qwen2 load OOM from tensor parallelism." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing `pad_token_id` symptoms, but in different configs/models with no evidence of a shared root cause." + "reason": "Both are missing `pad_token_id`, but for different model families and not the same concrete code-path issue." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same bug." + "reason": "A janus image-generation test failure and a stale `num_return_sequences` warning are unrelated." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/runtime-specific failures: CUDA assert on A800 versus FP8 inference failure on B200." + "reason": "A800 `cudaErrorAssert` under auto device map and B200 FP8 inference failure are different hardware/configuration bugs." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Both involve labels, but one is metric-gathering for training/eval and the other is image processor label reduction." + "reason": "Trailing-slash local path import warning is unrelated to SigLIP2 implementation discrepancy." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Different label-handling bugs in different utilities; not the same underlying issue." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different code paths." + "reason": "A missing import symbol and a tokenizer detokenization regression are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3MoE FP8 failure and a Qwen2.5-VL import error are not the same issue." + "reason": "Qwen3MoE FP8 config failure is unrelated to the Qwen2.5-VL import error." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "ImportError for a missing model class and incorrect detokenization are unrelated." + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resizing are different bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Dtype drift in evaluation and MoE training memory usage are different problems." + "reason": "Training/eval dtype mismatch is unrelated to Qwen3 MoE memory inefficiency." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Both touch chat templating, but one is a crash on tool-call assistant messages and the other is a `continue_final_message` issue for a different tokenizer path." + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other a broader implementation discrepancy; not enough evidence they are the same bug." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Label reduction in BEiT image processing and `return_tensors` being ignored are different preprocessing bugs." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "These are related only at a very high level (SigLIP2 correctness); one reports zero probabilities, the other a broader HF-vs-JAX discrepancy, with no clear same bug evidence." + "reason": "Beit label reduction and `return_tensors` being ignored are unrelated preprocessing issues." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Different speech/tokenizer failures in different models and APIs." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 probability collapse and RT-DETR memory leak are unrelated model issues." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video output shapes are different processor bugs." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale device override are unrelated." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency do not share a concrete code path." + "reason": "Both are chat-template/tokenizer-related, but one is a crash on empty assistant tool-call messages and the other is a `continue_final_message` bug in mistral_common tokenizers; not the same failure." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Both are `apply_chat_template` issues in Qwen2.5-VL, but one is a batching/padding crash and the other is incorrect assistant mask generation; too different to treat as the same bug." + "reason": "Tokenizer detokenization regression and flash-attn import mapping error are unrelated." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Python 3.13 flash-attn import handling and Windows ROCm torch.distributed dependency errors are unrelated import issues." + "reason": "AutoTokenizer load failure for one tokenizer and save/tokenization failure for another model are distinct bugs." } ] }, @@ -8209,7 +8075,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 26, "review_unit_count": 52, "status": "reviewed", @@ -8217,28 +8083,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:29127", "issue:29942", "issue:32090", "issue:37428", - "issue:39692", - "issue:42490", - "issue:43278", + "issue:38175", + "issue:43262", "issue:43335", "issue:43425", + "issue:43450", "issue:43504", - "issue:43526", "issue:43550", "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", - "issue:43825", "issue:43827", - "issue:43854", "issue:43901", "issue:43931", "issue:44112", @@ -8246,10 +8108,11 @@ "issue:44351", "issue:44448", "issue:44493", + "issue:44514", + "issue:44521", "issue:44561", "issue:44610", "issue:44743", - "issue:44779", "issue:44855", "issue:44857", "issue:45083", @@ -8257,311 +8120,267 @@ "issue:45200", "issue:45245", "issue:45290", - "issue:45310", "issue:45381", - "issue:45459", - "issue:45478", + "issue:45412", + "issue:45520", "issue:45584", "issue:45588", "issue:45593", + "issue:45759", "issue:45823", "issue:45859", - "issue:46234" + "issue:46170", + "issue:46234", + "issue:46285" ], "soft_pairs": [ - "issue:44561|issue:46234", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:44514|issue:44521", "issue:44610|issue:44857", - "issue:44206|issue:45584", - "issue:43819|issue:44112", + "issue:44561|issue:46234", "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:44206|issue:45584", "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:43335|issue:43550", "issue:43606|issue:45083", - "issue:29942|issue:32090", "issue:37428|issue:43425", + "issue:29942|issue:32090", "issue:44448|issue:44743", - "issue:45200|issue:45588", "issue:45127|issue:45245", + "issue:45200|issue:45588", "issue:43611|issue:43931", "issue:43335|issue:43653", "issue:44855|issue:45083", - "issue:45290|issue:45381", - "issue:43819|issue:44493", "issue:43550|issue:44112", + "issue:43819|issue:44493", "issue:44206|issue:45823", - "issue:43335|issue:43504", + "issue:45290|issue:45381", "issue:37428|issue:44351", + "issue:43335|issue:43504", "issue:45588|issue:45859", - "issue:29127|issue:32090", - "issue:43278|issue:43825", - "issue:45459|issue:46234", - "issue:39692|issue:43526", - "issue:45310|issue:45478", - "issue:43335|issue:45083", - "issue:39692|issue:44493", - "issue:43720|issue:44112", - "issue:43335|issue:44112", - "issue:44448|issue:44779", - "issue:43335|issue:45593", - "issue:42490|issue:43854", - "issue:43606|issue:44857" + "issue:29127|issue:32090" ], - "prepared_review_unit_hash": "229709f6ae7d9ecd0ef668af0c2a1bd5dba1b40765bc772733b5b7eceeac460e", + "prepared_review_unit_hash": "fef4d9236cd45fff58a1a66c2bfab1554c8f8b785bfc0a481fa976a7756071e9", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38966, - "estimated_input_tokens": 9742, - "estimated_eval_tokens": 19740 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36364, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports across different models or subsystems. The only clear near-duplicate pair is issue:45310 and issue:45478, which share the same title, model family, and transformers>=5.4.0 `from_pretrained` regression context.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the earlier report in the Qwen3.5 MoE `from_pretrained` pair and is the best anchor for that near-duplicate cluster.", + "summary": "No soft pairs look like true duplicates; most are only loosely related by subsystem (chat templates, imports, processors, or model loading) but describe different failures and code paths. I would keep the issues separate and not merge any PRs based on this set.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it has the most inbound references/discussion and describes a clear, user-facing multimodal bug with broad impact. The other issues are narrower, more platform-specific, or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it is the earlier of the near-duplicate pair and has the same title/model context as issue:45478.", + "best_issue_reason": "issue:44521 is the best canonical issue candidate because it is active, well-scoped, and directly points to a reproducible multimodal failure. It is more representative than the more specialized import/model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is an audio chat-template default and the other is a video batching shape bug; different media paths and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: SigLIP2 zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model/config structure, but they are different models and different breakages: Qwen multimodal config unwrapping vs CLIP text-model structure drift." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform failures, but they stem from different missing dependencies/symbols and different environments." + }, + { + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both are import-utils related, but they point to different missing helpers and different breakages." + "reason": "Same general API area, but one is a batched padding=False crash and the other is incorrect assistant masks; not clearly the same underlying bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different models and failures: processor input-size mismatch vs AMP/CUDA loss crash." + "reason": "Different detection/model issues: input size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing helper/import utilities, but they concern different symbols and different compatibility breaks." + }, + { + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "The failures are in different code paths and do not look like the same bug." + "reason": "Both are docs regressions, but they affect different pages and different deprecated API mentions." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent conversion mismatch and GraniteSpeech CI device-override failure are unrelated." + "reason": "Different problems entirely: DAC latent mismatch vs a GraniteSpeech CI test issue." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both are docs-related, but they describe different API/documentation mismatches." + "reason": "Different apply/template-related bugs: unsupported feature-extractor arg vs empty-transcription generation failure." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different subsystems and different observed behavior." + "reason": "No concrete overlap beyond being model/feature-extractor related; the bugs are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "These are distinct bugs in different models/components." + "reason": "Different losses and failure modes in different object-detection models." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are not the same issue." + "reason": "A config construction bug in SwitchTransformers is unrelated to a torch.compile/SDPA failure in Bamba-9B-v2." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe output-length behavior." + "reason": "Different code paths and domains: CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Flash Attention test failures and Trainer NoneType broadcast errors are different failures." + "reason": "One is a missing internal flash-attention symbol; the other is a broad Torch 2.10 compatibility complaint." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "A missing flash-attention import and a broad Torch 2.10 compatibility issue are different problems." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are distinct issues." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths: Pegasus output regression vs qwen3_5 recurrent-state behavior." + "reason": "Different model families and different defects: Pegasus output regression vs Qwen recurrent-state reset." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Gemma4 token-type-id defaults and flash-attention `s_aux=None` crashes are unrelated." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories > 2^24 runtime limit." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "LoRA merge collapse and category-count overflow are distinct bugs." + "reason": "Gemma4 token-type defaults and flash_attention sink-less-model crashes are separate bugs." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base-model-prefix loading breakage is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Different loading failures: a base_model_prefix regression vs a specific Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different failures in different components: SwitchTransformers config vs BigBird tokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing error and qwen3_omni_moe helper behavior are unrelated." + "reason": "Python 3.13 decorator parsing error in DebertaV2Model is unrelated to the qwen3_omni_moe helper behavior." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl vision-position-id bug are different issues." + "reason": "A torch.compile/SDPA model failure does not match a GraniteSpeech CI device-override test issue." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent mismatch and unexpected position-id key handling are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to the GraniteSpeech stale-device test." + "reason": "No shared underlying bug: DAC latent reconstruction vs widespread unexpected position-id keys." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in LASR and Gemma4 PLE device mismatch are unrelated failures." + "reason": "Different device/processor problems in different models; not the same failure path." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BEiT legacy-field load failure are different code paths." + "reason": "Both are chat/video-template issues, but one crashes on assistant tool calls while the other has wrong vision_position_ids; not the same bug." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different causes." + "reason": "Both are import errors, but they involve different missing symbols and different packaging regressions." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Qwen3_5MoE rotary embedding CPU-offload issue are distinct." + "reason": "Both mention CPU/offload/flash-related code, but the concrete failures are different and not mergeable as one PR." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` TypeError are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype drift during eval and pipeline translation-task messaging are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error masking and missing falcon-mamba availability helper are different issues." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 docs example errors and BeitImageProcessorFast label reduction bug are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title, same model family, and the same Qwen3.5 MoE `from_pretrained` regression context; 45478 looks like a later repeat of 45310." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe helper behavior are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs example problems and position-id key warnings are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale-device CI are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different problems." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss AMP crash are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The main conclusion is plausible, but a few claims are too strong for the packet. The data supports that issue:45310 and issue:45478 are a very close duplicate/near-duplicate pair (same title, same model family, later repeat), but not an explicit 'exact duplicate.' Likewise, 'clearest concrete bug description' and 'same failure mode' go beyond what is directly shown in the packet. Please phrase the duplicate/canonical judgment more conservatively." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 27, "review_unit_count": 52, "status": "reviewed", @@ -8569,7 +8388,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:10000", "issue:15354", @@ -8579,57 +8398,68 @@ "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", + "issue:39692", "issue:40444", "issue:41720", "issue:42490", "issue:43278", "issue:43329", - "issue:43381", - "issue:43412", + "issue:43335", "issue:43526", "issue:43550", "issue:43575", - "issue:43611", + "issue:43606", "issue:43701", + "issue:43720", "issue:43746", + "issue:43825", + "issue:43854", "issue:43873", "issue:43927", + "issue:44112", "issue:44360", "issue:44448", "issue:44493", "issue:44561", - "issue:44568", "issue:44779", "issue:44857", "issue:44977", - "issue:44987", "issue:45072", "issue:45083", "issue:45229", - "issue:45372", - "issue:45406", - "issue:45491", - "issue:45563", - "issue:45588", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", "issue:45698", - "issue:45823", "issue:45920", "issue:46192", "issue:46209", - "issue:46285" + "issue:46234" ], "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", "issue:34689|issue:35141", "issue:44360|issue:44561", "issue:45920|issue:46192", "issue:38175|issue:44493", "issue:44857|issue:45072", "issue:44977|issue:45229", - "issue:43746|issue:46209", "issue:44448|issue:44977", "issue:28218|issue:32090", + "issue:43746|issue:46209", "issue:40444|issue:43526", "issue:43701|issue:45083", "issue:29942|issue:35141", @@ -8638,249 +8468,254 @@ "issue:43873|issue:45229", "issue:43927|issue:45698", "issue:42490|issue:43575", - "issue:41720|issue:45229", "issue:44561|issue:44779", - "issue:43278|issue:43329", "issue:10000|issue:15354", - "issue:44977|issue:45563", - "issue:37428|issue:44987", - "issue:44857|issue:45588", - "issue:44568|issue:45491", - "issue:43412|issue:45588", - "issue:45372|issue:45588", - "issue:43278|issue:43381", - "issue:43611|issue:46285", - "issue:45588|issue:45823", - "issue:45372|issue:45406" + "issue:41720|issue:45229", + "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "38ecbc68054f739bbe0edff0ddb5cb4a9bc6582f8d09f3a351084a52e027b13f", + "prepared_review_unit_hash": "2d163f30ca884f74067c8f5da103b90138cf7e66972617c161a24a98ca4b5d50", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37172, - "estimated_input_tokens": 9293, - "estimated_eval_tokens": 18842 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose collection of Transformers issue reports across many unrelated areas (tokenizers, loading/saving, flash-attn, quantization, device mapping, export, and trainer/runtime errors). The soft pairs show superficial wording overlap, but none look like the same concrete underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45920 is the broadest open regression in the set and the closest thing to an umbrella topic, since it spans tokenizer failures across multiple model families. That said, the cluster is heterogeneous, so it is only a weak canonical choice.", + "summary": "This cluster is mostly heterogeneous Transformer issues spanning unrelated models and subsystems. The only clear duplicate pair is the repeated Qwen3.5 Moe from_pretrained regression (#45310 / #45478).", + "confidence": 0.93, + "canonical_issue_reason": "#45310 is the earlier, fuller report of the exact same Qwen3.5 Moe from_pretrained failure; #45478 has the same title and appears to be a later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best representative for the cluster because it is open, high-signal, and covers a broad cross-model tokenizer regression. It is still not a true duplicate target for the other items.", + "best_issue_reason": "#45310 is the best representative of the one true duplicate pair in this cluster and has the clearest original context.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Both are loader/runtime bugs, but one is a dtype drift issue and the other is an incorrect pipeline error message; different failure modes." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling vs a missing import-utils symbol; unrelated bugs despite both touching imports." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is a SigLIP2 docs/example mismatch and quantization failure; the other is a Beit fast processor label-reduction bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model, same from_pretrained regression; #45478 is a duplicate of #45310." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse-layer config creation vs qwen3_omni_moe feature length calculation." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example problems are unrelated to the position-id/key warning regression." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is packed-weight unloading during accelerate loading and the other is a stale GraniteSpeech test." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4-v5 behavior changes, but they affect different models and likely different tokenizer/generation paths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug is not the same as a GraniteSpeech CI device override failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "One concerns SwitchTransformers layer construction; the other concerns D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash warning is unrelated to a specific model-loading failure in unit tests." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are different bugs." + }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different failures: Llama model loading vs embedding resize/reinit behavior." + "reason": "Both are loading/training issues, but one is a Llama 3.2 Vision model-loading regression and the other is embedding reinitialization after resize." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "One is about a DSA/ReLU model component; the other is a v5 API removal breaking trust_remote_code models." + "reason": "A discussion about a missing DSA indexer ReLU is unrelated to removal of is_torch_fx_available." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer regression across multiple models vs return_tensors being ignored in a different kwargs path." + "reason": "AutoTokenizer producing wrong IDs is a distinct regression from return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SIGLIP2 zero probabilities and position-id key warnings are unrelated symptoms and code paths." + "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific inference issue, not the generic position-id key warning." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/AMP, but they affect different models and different inference paths." + "reason": "Different failures: LwDetrImageLoss AMP crash vs dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug vs multi-GPU OOM are different problems." - }, - { - "left": "issue:43746", - "right": "issue:46209", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference on B200." + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output mismatch is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Both mention output differences, but they are different models and different mechanisms (Pegasus output drift vs Qwen3.5 flash-attention failure)." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; no shared code path." + "reason": "Tokenizer extra-space behavior is unrelated to a Trainer NoneType GPU broadcast error." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and FP8 inference on B200 are different model/runtime problems." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "VLM iterable-dataset finetuning failure and BeitImageProcessorFast label handling are different bugs." + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure is not the same as a BeitImageProcessorFast label bug." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe helper behavior." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization are unrelated." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error vs Mac bus error on CLIP loading are distinct." + "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP loading are different issues." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as a feature-extraction length helper bug." + "reason": "Bamba torch.compile SDPA failure is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior is a different issue from Gemma4 multi-GPU OOM." + "reason": "Quantization offloading behavior and multi-GPU OOM are distinct scaling/runtime problems." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module." + "reason": "Custom token IDs being lost on save/load is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning is unrelated to tp-induced OOM when loading Qwen2-57B-A14B." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as Gemma4 inference OOM." + "reason": "Trailing-slash import warning and tensor-parallel OOM on Qwen2-57B are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A removed utility breaking trust_remote_code is unrelated to a tokenizer producing wrong IDs." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval is unrelated to the multimodal token counting video-branch bug." + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, but DeepSeek tokenizer regression is a separate tokenizer bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Old DistilBERT issue and torch.jit.script generator-expression limitation are different reports." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale num_return_sequences warning." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Different import/load regressions with no shared failing code path." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "AMP loss crash and flash_attention.py s_aux=None crash are separate runtime failures." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer BOS/EOS regression is unrelated to Gemma3 NaN embeddings with mixed-length batching." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export support issues are unrelated to flash_attention.py crashing on s_aux=None." + "reason": "German DistilBert issue and GeneratorExp torch.jit.script failure are clearly unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Gemma4 processor import/load failure is not the same as the flash-attention sink-less-model crash." + "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure from Gemma4 multi-GPU OOM." }, { "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is a different behavior from embedding dtype changes." - }, - { - "left": "issue:43611", - "right": "issue:46285", - "accept": false, - "reason": "Base-model-prefix loading breakage and CLIPTextModel structure changes are related only at a very broad version-regression level." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4-related, but one crashes in flash_attention.py and the other is a device-map mismatch in forward." - }, - { - "left": "issue:45372", - "right": "issue:45406", + "right": "issue:43329", "accept": false, - "reason": "Both involve Gemma4 processor loading, but one is a missing import and the other is a missing _tokenizer attribute in serve." + "reason": "Embedding dtype drift during evaluate is unrelated to the undefined variable bug in multimodal token counting." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly supported duplicate pair is #45310/#45478, which have the same title and model context. The soft-edge verdicts are conservative and the non-duplicate calls are well-justified by differing failure modes or subsystems." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 28, "review_unit_count": 52, "status": "reviewed", @@ -8888,290 +8723,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:25251", "issue:29127", - "issue:29942", - "issue:30064", "issue:32090", "issue:33290", "issue:33357", "issue:34567", + "issue:37428", "issue:39692", "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43066", "issue:43278", "issue:43381", - "issue:43421", - "issue:43575", + "issue:43412", "issue:43611", "issue:43653", - "issue:43701", - "issue:43756", "issue:43873", "issue:43976", "issue:43994", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", - "issue:44442", "issue:44448", - "issue:44462", "issue:44466", "issue:44479", + "issue:44568", "issue:44743", + "issue:44857", "issue:44871", "issue:44977", + "issue:44987", "issue:45198", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45563", + "issue:45588", "issue:45712", "issue:45803", - "issue:46121" + "issue:45823", + "issue:46121", + "issue:46285" ], "soft_pairs": [ - "issue:43976|issue:45440", + "issue:37428|issue:44987", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43278|issue:43381", + "issue:43412|issue:45588", + "issue:43611|issue:46285", + "issue:45588|issue:45823", + "issue:45372|issue:45406", "issue:44448|issue:44466", + "issue:43976|issue:45440", "issue:45198|issue:45803", - "issue:45245|issue:45563", "issue:25251|issue:32090", - "issue:43065|issue:43994", + "issue:45245|issue:45563", "issue:43653|issue:44743", - "issue:43065|issue:45412", - "issue:44206|issue:44479", "issue:43611|issue:46121", - "issue:45459|issue:45712", + "issue:44206|issue:44479", "issue:32090|issue:33290", + "issue:45459|issue:45712", "issue:44186|issue:45198", - "issue:42490|issue:43873", "issue:29127|issue:34567", "issue:33357|issue:39692", + "issue:42490|issue:43873", + "issue:43065|issue:45412", "issue:44871|issue:44977", + "issue:43065|issue:43994", "issue:44361|issue:45198", - "issue:43994|issue:45412", - "issue:42915|issue:42994", - "issue:29942|issue:30064", - "issue:45372|issue:45459", - "issue:43278|issue:43575", - "issue:43066|issue:44462", - "issue:44265|issue:45198", - "issue:43756|issue:45440", - "issue:43381|issue:43701", - "issue:43421|issue:45491", - "issue:43653|issue:44442" + "issue:42915|issue:42994" ], - "prepared_review_unit_hash": "9a67b0c9bae3598c6657714cc2007fc4f64dbb09d441d381be3b77cbd81b07aa", + "prepared_review_unit_hash": "cb568611e7ab51cd2d3dfecf3b0197ea86e6682b7898ec1599e5368c0c587847", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36447, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, training, quantization, vision, and docs issues. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so all are rejected.", + "summary": "This cluster is mostly retrieval noise: the issues span many unrelated Transformers subsystems (tokenizers, model loading, generation, quantization, export, trainer, docs) and the soft links are mostly keyword-level similarity rather than the same bug/change.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the cluster does not share one underlying defect and is too diverse to anchor on a representative issue.", + "canonical_issue_reason": "If a representative issue is needed, #43873 is the broadest active bug and has the most external attention, but the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue for deduplication: the cluster spans unrelated topics, so choosing one issue as representative would be arbitrary.", + "best_issue_reason": "#43873 is the best single representative for triage because it is open, broader in scope than most others, and has multiple inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Different problems: Python-version compatibility vs a model-implementation divergence in DeepseekV3MoE." + "reason": "Both are import/loading failures, but they hit different code paths and models: Gemma processor import vs loading physical-intelligence/fast." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Both concern generation/model behavior, but one is output drift and the other is weight serialization; not the same bug." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning about num_return_sequences in paged generate()." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "One is a Wav2Vec2 save/tokenization failure; the other is a broad exception-handling bug in Fuyu batching. Different code paths." + "reason": "AMP/CUDA loss crash in LwDetr is unrelated to a flash_attention AttributeError on s_aux=None." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Unrelated: category-count runtime error vs stale warning in paged generate()." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs in different layers." }, { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast NoneType error are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Dummy Conv2d placeholder issue vs SigLIP2 bad outputs; different models and failure modes." + "reason": "Gemma 4 processor import failure from mistral_common is not the same as the flash_attention s_aux=None crash." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer special-token registration bug vs recurrent state reset in Qwen3.5 cache handling." + "reason": "Embedding dtype drift between train/eval is distinct from gradient checkpointing being unsupported in eval mode." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Dummy class cleanup is unrelated to RT-DETR memory not being released on deletion." + "reason": "Executorch export issues and flash_attention runtime crashes are different code paths and failure modes." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43611", + "right": "issue:46285", "accept": false, - "reason": "Feature extractor arg regression and video-input regression affect different components and models." + "reason": "Both concern loading/model structure changes in v5, but they affect different model families and concrete breakages." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Base-model-prefix loading breakage is unrelated to rope validation TypeError on JSON-loaded lists." + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 PLE device mismatch under device_map=\"auto\"." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer error masking with protobuf absent is unrelated to dummy PT class leakage." + "reason": "Both involve Gemma4 processors, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Trainer broadcast NoneType error and Adafactor/DeepSpeed OOM are different failure classes." + "reason": "Generation output changes and lm_head.weight serialization differences are separate regressions." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Python version incompatibility and DeepseekV3MoE divergence are unrelated." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Import warning for local paths ending in slash is unrelated to quantization offloading behavior." + "reason": "Wav2Vec2 save/tokenization failure is not the same bug as Fuyu's bare except swallowing errors." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + "reason": "Pipeline top_k nested-list output and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "MacOS bus error for a community CLIP model is unrelated to SigLIP2 docs/example errors." + "reason": "Category-cardinality runtime error and stale num_return_sequences warning are different issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation regression are different issues." + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "MLukeTokenizer AttributeError is not the same as Wav2Vec2 save/tokenization failure." + "reason": "base_model_prefix loading breakage and rope validation TypeError come from different mechanisms." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Bad inference outputs for SigLIP2 are unrelated to RT-DETR memory release bugs." + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video input regression." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are separate quantization problems." + "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are not the same bug." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Tokenizer error masking from protobuf absence is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Gemma 4 processor import failure due to ReasoningEffort missing is unrelated to protobuf exception masking." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are different tokenizer/model bugs." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Embedding dtype drift in eval and tensor-parallel OOM when loading Qwen2-57B are different issues." + "reason": "LayoutLMv3 error-message clarity and num_input_tokens_seen not updating are unrelated trainer/UI issues." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are both tokenizer-related but not the same concrete bug." + "reason": "MacOS bus error on a pretrained CLIP model and SigLIP2 docs example errors are different problems." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "torch.export/export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Local-path trailing-slash import warning is not the same as quantization offloading malfunction." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model-specific correctness bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are separate training issues." + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different bugs." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Runtime post-processor update bug in TokenizersBackend is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are different quantization-related issues, not the same bug." } ] }, @@ -9185,7 +9013,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 29, "review_unit_count": 52, "status": "reviewed", @@ -9193,283 +9021,304 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:29127", "issue:29942", - "issue:33290", + "issue:30064", "issue:33357", - "issue:34567", - "issue:34689", "issue:35141", "issue:36010", "issue:42490", "issue:42915", + "issue:43066", "issue:43262", + "issue:43278", "issue:43334", "issue:43381", - "issue:43452", + "issue:43421", "issue:43526", "issue:43531", "issue:43575", - "issue:43646", + "issue:43653", "issue:43701", + "issue:43756", "issue:43761", "issue:43824", "issue:43931", - "issue:44062", - "issue:44077", + "issue:43994", "issue:44186", "issue:44206", + "issue:44265", "issue:44279", "issue:44387", "issue:44442", + "issue:44462", "issue:44464", - "issue:44610", "issue:44625", - "issue:44743", - "issue:44811", "issue:44857", "issue:44977", - "issue:45003", "issue:45072", + "issue:45198", "issue:45245", + "issue:45372", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45584", - "issue:45588", "issue:45593", "issue:45834", "issue:45859", - "issue:45907" + "issue:46369" ], "soft_pairs": [ - "issue:44610|issue:45412", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43381|issue:43701", + "issue:43421|issue:45491", + "issue:43653|issue:44442", "issue:29127|issue:33357", - "issue:45440|issue:45593", "issue:43824|issue:44279", + "issue:45440|issue:45593", "issue:29942|issue:36010", + "issue:43994|issue:46369", "issue:43526|issue:45834", "issue:43526|issue:44186", "issue:29127|issue:35141", - "issue:43761|issue:45859", "issue:44625|issue:45584", + "issue:43761|issue:45859", + "issue:43575|issue:43701", "issue:42915|issue:43931", "issue:44442|issue:45072", - "issue:43575|issue:43701", - "issue:44977|issue:45245", - "issue:43575|issue:44387", "issue:42490|issue:43381", - "issue:43526|issue:44857", + "issue:43575|issue:44387", "issue:43334|issue:43531", - "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:43526|issue:44857", "issue:44464|issue:45491", - "issue:43646|issue:44077", - "issue:44743|issue:44811", - "issue:43452|issue:45588", - "issue:44062|issue:45907", - "issue:33290|issue:34689", - "issue:33290|issue:34567", - "issue:33290|issue:35141", - "issue:45003|issue:45440" + "issue:43262|issue:44206" ], - "prepared_review_unit_hash": "3f620c3c88f5c9c984aa908fc401481184b528f008a8bcf6d52446cf1841ebbd", + "prepared_review_unit_hash": "2813e0c55aa88d34ed8ad97c86cac41c1751f413ed6f5109fafb5317cdb9ab44", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35913, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "soft_pair_count": 31, + "serialized_chars": 36941, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad vocabulary or the same subsystem, but they describe different bugs, regressions, or model-specific failures. I would not consolidate any of the suggested pairs as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated issues across different models and code paths; none of the soft pairs look like true duplicates or mergeable sameness.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44462 is the clearest concrete bug report in the set: it names a specific failing behavior in AutoTokenizer loading `tokenizer.json` from a repo and is straightforward to reproduce and fix.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44462 is the strongest standalone issue candidate because it is specific, actionable, and centered on a single code path rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Both mention model/runtime problems, but one is an image-size mismatch in OmDet-Turbo and the other is RT-DETR memory not being released; different failure modes and code paths." + "reason": "Different subsystems and symptoms: Flash Attention 2 test failures vs image processor void segmentation map handling." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "LayoutLMv3 error clarity vs MacOS bus error on CLIP are unrelated issues; only the generic \"crash/error\" theme overlaps." + "reason": "Unrelated failure modes: a missing `ReasoningEffort` import vs tokenizer errors being masked when protobuf is absent." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "DeepSeekV3MoE divergence from remote implementation is a model parity bug; D-FINE missing auxiliary losses is a separate training-loss issue." + "reason": "Different problems: embedding dtype drift during eval vs tensor-parallel model loading OOM." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Qwen2.5-VL import error is a concrete missing symbol problem; \"Dependency issue with transformers\" is too vague and not the same bug." + "reason": "Both are tokenizer-related, but one is a wrong decoder type in v5 and the other is ignoring `tokenizer.json` during loading; not the same bug." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import failure are different regressions in different areas." + "reason": "Both mention memory, but one is a model cleanup leak and the other is model load overflow; different code paths." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "BEiT fast image processor label reduction bug is unrelated to Kosmos2.5 OCR index errors." + "reason": "Different domains: SigLIP2 inference quality vs RT-DETR memory release behavior." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "These both involve token/label processing, but one is a BEiT fast processor label-return bug and the other is LayoutLMv2Tokenizer crashing on NER/padding; not the same code path." + "reason": "Different failures: `torch.export` compatibility with `torch_compilable_check` vs save/tokenization issues for Wav2Vec2." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization after resizing token embeddings are separate issues." + "reason": "Different model-specific implementation bugs: Smollm3 RoPE layer dropping vs DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility affect different models and behaviors." + "reason": "Different behaviors: gradient checkpointing in eval mode vs resume-from-checkpoint key mismatch." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated model/processor bugs." + "reason": "Different tokenizer/runtime issues: special-token post-processor updates vs NaNs from sliding-window attention on mixed-length batches." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are distinct loading/configuration issues." + "reason": "Both involve tokenizers, but one is a BigBird special-token registration bug and the other is AutoTokenizer loading a specific tokenizer class." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Completely different issues: LayoutLMv3 error messaging vs a MacOS bus error on a CLIP community model." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct TP OOM and resume_from_checkpoint key mismatch are different training/runtime problems." + "reason": "An import error for a specific model class is not the same as a general dependency issue." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are not the same underlying defect." + "reason": "Different model families and bugs: DeepseekV3MoE implementation divergence vs D-FINE auxiliary loss handling." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Both are OOM-related, but one is tensor-parallel model loading and the other is int4 quantization increasing reserved CUDA memory; different causes." + "reason": "Different topics: Flash Attention 2 tests vs missing `GenerationMixin` import." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "No overlap beyond broad inference problems; one is SigLIP2 output quality and the other is a memory overflow on sam3-litetext." }, { "left": "issue:43526", - "right": "issue:44857", + "right": "issue:45834", "accept": false, - "reason": "BEiT label reduction bug and LwDetrImageLoss AMP/CUDA crash are different image-model issues with no shared failure path." + "reason": "Different image-processing bugs: label reduction in BeitImageProcessorFast vs long OCR index errors in Kosmos2.5." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and Qwen3-MoE sliding_window behavior are separate model-specific bugs." + "reason": "Both touch preprocessing, but the bugs are distinct: Beit label reduction vs LayoutLMv2 tokenizer crashes on NER/padding." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor unsupported center arg are unrelated preprocessing bugs." + "reason": "Unrelated: unclear layoutlmv3 error messaging vs embedding reinitialization after resizing token embeddings." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings under sliding-window attention are different generation/attention failures." + "reason": "Different model families and code paths: Qwen3.5 config propagation vs Whisper empty-transcription generation after token alignment." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage and patchtsmixer post_init policy are not the same bug." + "reason": "Different failures: CLIPVision hidden states regression vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens behavior involve different modules and symptoms." + "reason": "Different bugs: tensor-parallel OOM on model load vs checkpoint key mismatch during resume." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "gguf_file load-path breakage and flash-attention s_aux=None AttributeError are separate loader vs attention integration issues." + "reason": "Both are Qwen model loading issues, but one is FineGrainedFP8Config failure and the other is weight-shape mismatch; not the same underlying bug." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "AddedToken duplicate special kwarg and list_repo_files not forwarding revision are unrelated API bugs." + "reason": "Unrelated tokenizer loading failure vs dtype mismatch in bfloat16 inference." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "AdaFactor/deepspeed OOM and Llama 3.2 Vision model-loading breakage are distinct problems despite both being version-related." + "reason": "Completely different concerns: trailing-slash local path warning vs gradient checkpointing in eval mode." }, { - "left": "issue:33290", - "right": "issue:34567", - "accept": false, - "reason": "OOM with AdaFactor in deepspeed is unrelated to TrainerState num_input_tokens_seen not updating." + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/OOM, but one is tensor-parallel model load OOM and the other is increased reserved memory under int4 quantization." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Optimizer/deepspeed memory OOM and token-embedding resize reinit are different issues." + "reason": "Both are Qwen-related, but one is a missing `pad_token_id` load error and the other is a sliding-window model behavior issue." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3.5 flash-attention generation vs a category-count runtime limit." + }, + { + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is a framework-level safety bug, not the same as DeepSeekV3MoE implementation divergence." + "reason": "Distinct bugs: Beit image label reduction vs LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation/attention bugs: compiled forward causing inconsistent chunked generation vs NaNs from sliding-window attention on mixed-length batches." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/image feature issues: chat-template sampling-rate default vs unsupported `center` argument in LasrFeatureExtractor." } ] }, @@ -9483,7 +9332,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 30, "review_unit_count": 52, "status": "reviewed", @@ -9491,10 +9340,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:33290", + "issue:34567", "issue:34689", + "issue:35141", "issue:36010", "issue:36331", "issue:42175", @@ -9504,11 +9355,11 @@ "issue:43316", "issue:43381", "issue:43388", + "issue:43452", "issue:43493", "issue:43525", "issue:43611", - "issue:43643", - "issue:43650", + "issue:43646", "issue:43720", "issue:43723", "issue:43749", @@ -9516,257 +9367,269 @@ "issue:43827", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", "issue:44079", "issue:44188", - "issue:44190", "issue:44442", "issue:44479", - "issue:44496", "issue:44743", - "issue:44855", + "issue:44811", "issue:44871", "issue:44898", - "issue:44913", "issue:44987", - "issue:45137", + "issue:45003", "issue:45216", "issue:45290", + "issue:45440", "issue:45479", + "issue:45588", "issue:45698", - "issue:45759", "issue:45803", + "issue:45907", "issue:46178", - "issue:46202", - "issue:46234", - "issue:46365" + "issue:46234" ], "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:44062|issue:45907", + "issue:33290|issue:34567", + "issue:33290|issue:35141", "issue:43381|issue:43873", + "issue:45003|issue:45440", "issue:44442|issue:44898", "issue:43761|issue:44079", "issue:43723|issue:45479", - "issue:42175|issue:46234", - "issue:43232|issue:43388", "issue:42490|issue:44743", "issue:43316|issue:43525", + "issue:42175|issue:46234", "issue:34689|issue:43611", - "issue:43761|issue:44188", + "issue:43232|issue:43388", "issue:43720|issue:44442", + "issue:43761|issue:44188", "issue:43931|issue:45216", "issue:44077|issue:44479", - "issue:44479|issue:45290", "issue:34689|issue:36010", "issue:43493|issue:43827", "issue:33290|issue:36331", + "issue:44479|issue:45290", + "issue:44987|issue:46178", "issue:44442|issue:45803", "issue:42907|issue:45698", - "issue:44987|issue:46178", "issue:43873|issue:44871", - "issue:43749|issue:43931", - "issue:43643|issue:44913", - "issue:43316|issue:45759", - "issue:44190|issue:44496", - "issue:44855|issue:45137", - "issue:43650|issue:46202", - "issue:45803|issue:46365" + "issue:43749|issue:43931" ], - "prepared_review_unit_hash": "294931f8b76c541d8a8ae62c44f138d0843a3cd8f357dc3e6d0948b3240d996c", + "prepared_review_unit_hash": "aebc71e69f8ce96df2c8340163430967288a78ac943206b97ea321aeb14f3f85", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35736, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "soft_pair_count": 30, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports/regressions around loading, generation, configs, tokenizers, and backend availability. None of the soft-edge pairs look like true duplicates of the same concrete bug/change, so the pairwise merges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43611 is the broadest, most central loading-regression report here: it names a concrete v5 model-loading breakage around `base_model_prefix`, which is more representative of the cluster than the narrower model-specific reports.", + "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly around model loading, serialization, and assorted regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates should be merged here.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45698 is the best single representative because it is an active, concrete from_pretrained/save_pretrained correctness bug with broad user impact and clear triage value.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue anchor because it is concrete, high-signal, and broadly applicable to the many loading-related complaints in the set.", + "best_issue_reason": "issue:45698 is the strongest issue to keep surfaced: it is open, specific, and describes a real loading bug rather than a vague regression or documentation-only problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: recurrent-state reset in Qwen3.5 vs Whisper processor batch_decode handling." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: tokenizer/model loading with gguf_file vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model init, but one is custom model initialization under v5 and the other is a patchtsmixer post_init policy issue." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Completely different failures: DeepSpeed Adafactor OOM vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in training optimizer use is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "No shared underlying bug: optimizer OOM vs embedding resize/post_init reinitialization." + }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Different failures: gradient checkpointing in eval mode vs quantization/offloading behavior." + "reason": "Gradient checkpointing eval-mode limitation is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Both involve model internals, but one is unsafe sys.modules access and the other is DeepseekV3MoE parity divergence." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Unrelated domains: tokenizer loading failure vs Perceiver image classification resolution/interpolation bug." + "reason": "Tokenizer loading failure and Perceiver image-classification resize failure are different subsystems and bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is CLIPVisionModel hidden_states handling; the other is generic ModelOutput key assignment." + "reason": "One is a CLIPVisionModel forward regression; the other is a generic ModelOutput key assignment bug." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading regression vs zero-loss sequence-classification bug; no shared code path." - }, - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "Backend install/export issue vs missing import utility symbol; different underlying problems." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs after GPU sync vs distributed metric gathering of tuple labels." + "reason": "Tokenizer loading in v5 and sequence-classification zero-loss regression are unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local path slash warning vs Qwen recurrent-state reset in cached generation." + "reason": "Local path trailing-slash import warning is unrelated to recurrent state reset in qwen3.5." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Different config API mismatches for different models and fields; not the same bug." + "reason": "Both are config API issues, but they affect different models and different missing/inconsistent fields." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging omission for tensorflow is unrelated to a missing import_utils helper." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading-related, but one is a specific Llama 3.2 Vision regression and the other is a broader base_model_prefix loading issue." + "reason": "Both are loading regressions, but they arise from different causes and model-loading paths." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "CLIPVision hidden_states omission is unrelated to attention kernel divergence under torch.compile." + "reason": "Generation kwargs handling and metric-gathering label truncation are unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate unpacking of BitNet weights vs tokenizer class loading; different code paths." + "reason": "BitNet accelerated-loading unpacking bug is unrelated to AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to torch.compile attention-kernel branching." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape-mismatch model loading vs incorrect save_pretrained checkpoint serialization; not the same defect." + "reason": "Weight-shape mismatch on load and incorrect save_pretrained output are different bugs." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init allowance vs Qwen video-input regression; unrelated model behaviors." - }, - { - "left": "issue:44479", - "right": "issue:45290", - "accept": false, - "reason": "Video input preprocessing regression vs chat-template tool-call crash; distinct features." + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are separate issues." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model-loading breakage for a specific Llama variant vs missing GenerationMixin import; separate regressions." + "reason": "Model-loading breakage for Llama 3.2 Vision is unrelated to the GenerationMixin import error." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs outdated docs referencing pipeline(); no common bug." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed Adafactor OOM vs custom trainer compute_loss signature mismatch." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "AutoTokenizer loading failure vs bare-except handling in Fuyu tensor conversion; different failures." + "reason": "Training OOM is unrelated to CustomTrainer.compute_loss keyword incompatibility." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Dequantized save failure vs wrong custom module loaded after save_pretrained; both are serialization-related but not the same concrete bug." + "reason": "Video-input regression for Qwen models is unrelated to chat-template crashes with tool-call assistant messages." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading regression for a specific repo vs missing backend mapping for tensorflow_text." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantization/offloading bug vs eos_token_id config inconsistency; unrelated behavior." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM-efficient loading issue vs Qwen3-VL shape mismatch; different loading paths and causes." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "trust_remote_code field loss vs GPTNeoX rotary_pct not persisting; separate config serialization bugs." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM not unwrapping text_config; related area, but distinct issues." + "reason": "A model-loading regression and a backend-mapping ValueError are different problems." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Local dataset loading script issue vs unrecognized model/config issue; no shared root cause." + "reason": "Tokenizer loading failure is unrelated to the bare-except bug in FuyuBatchFeature.convert_to_tensors()." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Python 3.13 DebertaV2 import parsing error vs DeepSpeed ZeRO3 deque underflow." + "reason": "Both mention save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Non-bug placeholder issue vs Gemma pipeline roundtrip failure; unrelated." + "reason": "Quantization/offloading behavior is unrelated to eos_token_id configuration inconsistency." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Fuyu tensor conversion exception handling vs Trainer import conflict with datasets; different subsystems and causes." + "reason": "FSDP CPU RAM efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch." } ] }, @@ -9780,7 +9643,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 31, "review_unit_count": 52, "status": "reviewed", @@ -9788,14 +9651,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:16998", "issue:22355", "issue:25251", "issue:28282", - "issue:32090", - "issue:35141", "issue:41950", "issue:42617", "issue:43065", @@ -9804,15 +9665,13 @@ "issue:43388", "issue:43404", "issue:43441", - "issue:43452", "issue:43475", - "issue:43504", "issue:43540", "issue:43550", "issue:43575", "issue:43606", - "issue:43646", - "issue:43673", + "issue:43643", + "issue:43650", "issue:43688", "issue:43701", "issue:43716", @@ -9821,250 +9680,248 @@ "issue:43825", "issue:44077", "issue:44162", + "issue:44190", "issue:44479", "issue:44496", "issue:44514", "issue:44534", + "issue:44610", "issue:44617", - "issue:44743", "issue:44792", + "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45127", - "issue:45200", + "issue:45137", "issue:45584", - "issue:45698", + "issue:45759", "issue:45803", "issue:46050", - "issue:46170" + "issue:46170", + "issue:46202", + "issue:46365", + "issue:46369" ], "soft_pairs": [ - "issue:43295|issue:43825", - "issue:43065|issue:44617", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:45803|issue:46365", "issue:25251|issue:28282", + "issue:43295|issue:43825", "issue:43550|issue:43701", "issue:42617|issue:43575", "issue:43606|issue:43701", - "issue:44077|issue:44534", - "issue:16998|issue:22355", + "issue:43065|issue:44617", "issue:43575|issue:43742", + "issue:16998|issue:22355", "issue:43540|issue:44514", "issue:43316|issue:43716", "issue:44871|issue:45584", + "issue:44610|issue:46369", "issue:43295|issue:44871", "issue:43316|issue:44877", - "issue:43404|issue:43441", "issue:44162|issue:44792", - "issue:43388|issue:43688", + "issue:44077|issue:44534", + "issue:43404|issue:43441", "issue:45803|issue:46170", - "issue:43761|issue:44479", - "issue:41950|issue:43475", - "issue:43673|issue:44743", + "issue:43388|issue:43688", "issue:44871|issue:46050", - "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:45127|issue:45200", - "issue:32090|issue:35141", - "issue:44617|issue:45584", - "issue:43504|issue:45698" + "issue:43761|issue:44479", + "issue:41950|issue:43475" ], - "prepared_review_unit_hash": "fde605b1e813c6e3078c7dea21f64f012001df236d145f3480668268e142fa31", + "prepared_review_unit_hash": "1c66b199eb2c8a25abdf7d8e7325a2b28063c9d430ac520f8e25f6b83d0f7b05", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36035, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "serialized_chars": 35886, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to be the same underlying bug or change. The cluster is a set of loosely related Transformers issues with broad topical overlap (v5 regressions, model loading, processor behavior, config quirks) but distinct root causes and fix paths.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the items span unrelated subsystems and symptom patterns, so forcing a canonical issue would be misleading.", + "summary": "These are mostly thematically similar Transformers issues, but the titles point to distinct bugs, models, and code paths; I would not merge any of the soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41950 is the broadest active issue in the set, with inbound references and a clear user-facing pipeline regression, so it is the best representative if one issue must anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative for the cluster because there is no coherent duplicate set; at most they are thematically similar Transformer bugs, not one bug.", + "best_issue_reason": "issue:41950 is the best single issue representative because it is open, fairly generic, and already attracts references; it fits the cluster better than the more narrowly scoped model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Both involve v5 regression messaging/processor behavior, but one is a processor/tokenizer API break and the other is a pipeline help-text issue for translation tasks; different bugs and fixes." + "reason": "Both are config/load-reload bugs, but one is about trust_remote_code losing fields and the other is GPTNeoX rotary_pct not persisting; different models and failure modes." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Both mention SAM 3/video, but one is a dummy Conv2d implementation detail in Sam3PixelDecoder and the other is CUDA OOM in Sam3Video; not the same code-path problem." + "reason": "Both concern config API shape for multimodal models, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen 3.5/3.6." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch for AutoModel." + "reason": "One is a dataset loading problem in an example script; the other is model class resolution for a specific checkpoint. Different subsystems." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Python 3.13 import parsing for DebertaV2Model and a DeepSpeed ZeRO3 deque IndexError are unrelated bugs." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "3d_parallel.py execution failure and tp loading OOM for Qwen2-57B are different failure modes and different code paths." + "reason": "The first is not a technical bug report, while the second is a Gemma pipeline roundtrip/tokenization issue; no shared code path." }, { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch during resume." - }, - { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Optional post_init allowance for patchtsmixer is a model-construction policy issue, while junk non-persistent buffers is a broader v5 buffer initialization regression." + "reason": "Bare except swallowing errors in Fuyu preprocessing is unrelated to Trainer import failure tied to datasets on import." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are unrelated." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "OOM when loading a large model with tensor parallelism is unrelated to a key error while loading MobileLLM-125M." + "reason": "One is a processor.tokenizer regression when passing images; the other is an incorrect pipeline error message about translation support. Different fixes." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched apply_chat_template crash are distinct multimodal preprocessing bugs." + "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch involve different configs and different failure mechanisms." + "reason": "A 3d_parallel.py execution issue and a tensor-parallel OOM on Qwen2-57B are different problems." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated generation/config bugs." + "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint resume key mismatches." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer API regression and Gemma-3 eos_token_id config mismatch do not share the same underlying defect." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3Video OOM are not the same underlying bug." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Gemma3TextConfig discrepancy and strict config blocking granite_speech loading are different config-validation issues." + "reason": "Tensor-parallel OOM for a large Qwen model and a key error loading MobileLLM are unrelated." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Mistral3 lm_head tie-weight bug is unrelated to Ministral-3 FlashAttention failure." + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx import are unrelated." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "ESM2 model breakage and janus image-generation test failure are unrelated model-specific issues." + "reason": "Both involve multimodal/video processing, but they affect different Qwen processors and different input/templating paths." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "gather_for_metrics dropping tuple labels is a Trainer/metrics batching bug; auxiliary loss normalization in OLMoE/GPT Oss is a model-loss computation issue." + "reason": "A config API discrepancy for Gemma3TextConfig is unrelated to a dtype mismatch between image preprocessor and model in Mistral-3." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Bare except in Fuyu tensor conversion swallowing interrupts is unrelated to Windows/ROCm torch.distributed import/type errors." + "reason": "Gemma eos_token_id configuration inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenization bugs." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen vision/video input regression are different model families and different forward-path bugs." + "reason": "OmDet-Turbo input-size mismatch and Sam3 litetext memory overflow are different model/runtime issues." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Video-classification pipeline processor selection and Sam3Video missing fpn_position_embeddings are unrelated issues." + "reason": "Processor/tokenizer regression and Gemma eos_token_id mismatch touch different components and fixes." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill and qwen3_5 recurrent state reset are both caching-related but affect different mechanisms and code paths." + "reason": "ESM2 breakage across workflows and a janus image-generation test failure are not the same defect." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and quantized-model save/load breakage with sinq are unrelated serialization/config problems." + "reason": "A post_init policy change for patchtsmixer and junk-filled non-persistent buffers are unrelated." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Transformers 5 custom model initialization breakage and GPTNeoX rotary_pct reload bug are different initialization/config persistence issues." + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are distinct code paths." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "gguf_file breakage in tokenizer/model loading is unrelated to an unrecognized model type error from a missing config field." + "reason": "FuyuBatchFeature exception handling and Windows/ROCm torch.distributed import issues are unrelated." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different training/data-prep bugs." + "reason": "Last-batch label trimming in gather_for_metrics and auxiliary-loss normalization in MoE models are different training bugs." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "NoneType GPU broadcast error in Trainer and output embedding reinitialization after resize are unrelated training/model-setup issues." + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage after sinq are unrelated." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty transcription regression are different models, different failure modes." + "reason": "CLIPVision hidden_states regression and Qwen video input regressions affect different model families and failure modes." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Beit legacy-field loading failure and wrong custom module loaded after save_pretrained are distinct model-loading bugs." + "reason": "Video-classification pipeline looking for image processors and a missing Sam3VisionEncoderOutput attribute are different pipeline/model errors." } ] }, @@ -10078,7 +9935,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 32, "review_unit_count": 52, "status": "reviewed", @@ -10086,45 +9943,44 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ + "issue:32090", "issue:35141", "issue:41720", "issue:42490", "issue:43065", - "issue:43335", + "issue:43452", + "issue:43504", "issue:43525", "issue:43531", - "issue:43550", "issue:43572", - "issue:43644", + "issue:43646", + "issue:43673", "issue:43761", "issue:43827", "issue:43931", - "issue:43976", "issue:43994", "issue:44060", - "issue:44077", "issue:44190", "issue:44242", - "issue:44462", "issue:44464", "issue:44479", + "issue:44496", "issue:44521", "issue:44534", "issue:44610", + "issue:44617", "issue:44734", + "issue:44743", "issue:44792", "issue:44855", - "issue:44877", "issue:44913", - "issue:44933", "issue:44964", "issue:44977", "issue:45127", + "issue:45200", "issue:45245", - "issue:45357", - "issue:45362", "issue:45381", "issue:45406", "issue:45542", @@ -10132,237 +9988,237 @@ "issue:45584", "issue:45588", "issue:45600", - "issue:45632", - "issue:45907", + "issue:45698", "issue:46178", - "issue:46234" + "issue:46234", + "issue:46369" ], "soft_pairs": [ + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43673|issue:44743", + "issue:45127|issue:45200", + "issue:32090|issue:35141", "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44617|issue:45584", "issue:44734|issue:45406", "issue:45542|issue:46234", - "issue:45563|issue:45584", - "issue:43761|issue:44242", "issue:43525|issue:43531", + "issue:45563|issue:45584", "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:45381|issue:46369", "issue:43931|issue:44060", - "issue:44190|issue:44964", "issue:44534|issue:44913", + "issue:44190|issue:44964", "issue:44792|issue:45600", "issue:44464|issue:45563", - "issue:44855|issue:45588", "issue:43827|issue:43994", - "issue:44479|issue:44734", "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:44479|issue:44734", "issue:41720|issue:45245", - "issue:43065|issue:44610", + "issue:44617|issue:46369", "issue:44521|issue:45381", - "issue:44933|issue:45362", - "issue:43644|issue:44913", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:45632|issue:46234", - "issue:43335|issue:44855", - "issue:44077|issue:44877", - "issue:45127|issue:45357", - "issue:44462|issue:45907" + "issue:43065|issue:44610" ], - "prepared_review_unit_hash": "ddf68a64e942e575a7c501f45a6694de88c4b68496ae6a6f4a42a0c957aae710", + "prepared_review_unit_hash": "389f5c9b392c12cbc1050222bd82a55c0cc2916b0e75eb4edf63d4317ffeaaed", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36088, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated closed issues. The only clearly recurring theme is a Transformers v5 non-persistent-buffer regression, but none of the provided soft pairs are true duplicates.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bugs and regressions. I would reject all soft duplicate edges; they share broad themes like loading, cache, or v5 regressions, but not the same concrete bug or fix path.", "confidence": 0.84, - "canonical_issue_reason": "Issue 43644 is the strongest root report for the only clearly repeated bug pattern here (v5 non-persistent buffers), and it predates the later reworded duplicate-style report 44534.", + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (v5 breaking custom model initialization) and the closest thing to a representative issue, though the cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best representative issue because it states the shared regression most generally and appears to be the original report rather than a later variant.", + "best_issue_reason": "issue:43646 is the best global representative because it is the most general and central v5 regression report among these issues; however, it should be treated as a loose umbrella, not a proven duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Unrelated backend/config typo vs TensorFlow-text backend mapping error; different code paths and symptoms." + "reason": "Both are configuration/loading regressions, but one is a generic v5 init break and the other is a GPTNeoX config field reset; different bugs and fixes." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "One concerns gguf_file support in AutoTokenizer/AutoModel loading, the other is an unrecognized model due to missing model_type; related area, different failure." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend handling is a different import-utils issue than the missing Falcon Mamba availability helper." + "reason": "Both involve cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5; not the same code-path bug." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "A stale generate warning is not the same bug as Whisper failing on empty transcription after special-token alignment." + "reason": "Extended-vocab LoRA collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing-loss omission are separate model behavior bugs." + "reason": "Trainer GPU broadcast TypeError is unrelated to embedding reinitialization after resize." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_idx in StableLmConfig and missing tensorflow_text backend mapping are different subsystem issues." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues do not share the same root cause." + "reason": "Both are model-loading problems, but one is a legacy-field preset load bug and the other is wrong custom-module resolution after save/load; not the same defect." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/tie-weight problems." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to Phi-4 multimodal model loading." + "reason": "KV-cache tensor indexing crash in transformers serve is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload regression are distinct config/state bugs." + "reason": "Tensorboard/TensorFlow backend mismatch and missing is_falcon_mamba_ssm_available are different import/backend issues." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Janus image-generation test failure is unrelated to stale auto_mappings entries for removed Sam3LiteText configs." + "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are unrelated config bugs." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale num_return_sequences warning." + "reason": "A stale warning about num_return_sequences is not the same as Whisper failing on empty transcription." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Python 3.13 import parsing failure and flash_attention s_aux=None crash are unrelated." + "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model/path regressions." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as Siglip2 producing bad outputs through AutoModel/pipeline." + "reason": "CLIP hidden_states regression and load-balancing loss omission are different behaviors and fixes." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different problems." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to Sam3-LiteText memory overflow." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Embedding resize/reinit bug is unrelated to import warnings from loading a local model path with a trailing slash." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are distinct model issues." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and category-count limit are completely different failures." + "reason": "Non-persistent buffer junk fill in v5 is unrelated to GPTNeoX rotary_pct reload behavior." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model size mismatch." + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal are different problems." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both involve multimodal inputs, but assistant mask generation and vision_position_ids are different code paths and bugs." + "reason": "A janus generation test failure and broken auto_mappings references are unrelated." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "The former is the non-persistent-buffer junk regression; the latter is a GPTNeoX config reload issue." + "reason": "Docs still referencing pipeline() and Siglip2 nonsensical outputs are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Python version support regression and an IndentationError from torch.jit.script parsing are different issues." + "reason": "Embedding reinitialization after resize and trailing-slash import warning are different loading behaviors." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Bamba SDPA torch.compile failure is unrelated to local dataset loading in the no-trainer script." + "reason": "Python 3.13 IndentationError in torch.jit parsing and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import-utils availability symbol." + "reason": "Video-input regression in Qwen models is not the same as wrong tensor indexing in transformers serve KV-cache continuation." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig has nothing to do with Python 3.13 import parsing." + "reason": "cudaErrorAssert in Qwen3 auto device mapping and a categories-limit RuntimeError are unrelated." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "PatchTSMixer post_init policy and granite_speech strict-config loading are different configuration concerns." + "reason": "Both are memory-related in Sam3 family models, but one is OOM and the other is a model-specific overflow report; not enough to treat as one bug." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "LoRA merge collapse with extended vocab is a different bug from Qwen3.5 saving incorrect visual encoder keys." + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repo/file-resolution problems." + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different implementation issues." } ] }, @@ -10376,7 +10232,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 33, "review_unit_count": 52, "status": "reviewed", @@ -10384,61 +10240,70 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36246", - "issue:38175", "issue:38617", "issue:41628", "issue:41950", "issue:42175", - "issue:42907", - "issue:43065", "issue:43116", "issue:43295", "issue:43335", "issue:43404", - "issue:43441", - "issue:43479", - "issue:43531", "issue:43540", - "issue:43643", + "issue:43550", + "issue:43644", "issue:43650", - "issue:43854", "issue:43976", "issue:44016", + "issue:44077", "issue:44112", "issue:44186", "issue:44190", "issue:44220", "issue:44246", "issue:44279", - "issue:44496", - "issue:44561", + "issue:44462", "issue:44683", "issue:44734", "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", "issue:44938", - "issue:44964", - "issue:44987", "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45375", + "issue:45357", + "issue:45362", "issue:45446", "issue:45542", "issue:45584", "issue:45600", "issue:45632", "issue:45803", + "issue:45907", "issue:46082", - "issue:46121" + "issue:46121", + "issue:46234" ], "soft_pairs": [ + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43335|issue:44855", + "issue:45127|issue:45357", "issue:43540|issue:44734", - "issue:43335|issue:44190", + "issue:44462|issue:45907", "issue:44737|issue:45803", + "issue:43335|issue:44190", "issue:44112|issue:45600", "issue:43116|issue:44190", "issue:46082|issue:46121", @@ -10449,233 +10314,209 @@ "issue:43650|issue:44220", "issue:36246|issue:41628", "issue:43404|issue:45216", - "issue:44186|issue:44734", "issue:44246|issue:45003", "issue:42175|issue:44279", + "issue:44186|issue:44734", "issue:41950|issue:44016", - "issue:44683|issue:45446", - "issue:38175|issue:43065", "issue:36246|issue:38617", - "issue:43479|issue:45375", - "issue:43643|issue:44496", - "issue:44016|issue:44220", - "issue:43854|issue:44964", - "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:44561|issue:45632", - "issue:44734|issue:45632", - "issue:43976|issue:44987", - "issue:42907|issue:43441", - "issue:43531|issue:45600" + "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "24638b01695276e93dc34ab8a4a28d7848e540200d4a503a9e235de4c56d40bc", + "prepared_review_unit_hash": "a9dac92ef9f47c820ebe73ce6f0d1a4d441c5c910784151643984c8748664ca5", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37002, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "soft_pair_count": 28, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad themes like import errors, config bugs, or CI failures, but not the same concrete root cause. I would not merge any of the candidate pairs as duplicates. As a weak canonical anchor, issue 41628 is the clearest broad, user-facing core import regression among the set.", + "summary": "This cluster is mostly heterogeneous. A few items share superficial themes like import/export regressions or config validation, but none of the soft pairs look like the same underlying bug/change, so I rejected them all.", "confidence": 0.84, - "canonical_issue_reason": "Issue 41628 is a concise, high-signal core import failure affecting the top-level Transformers API, which makes it a reasonable anchor among this otherwise mixed cluster.", + "canonical_issue_reason": "issue:36246 is the clearest representative of the import/export regression theme and the most central issue in the small group of import-related reports, with multiple soft links around missing public API names.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the best representative because it is clearly reproducible, user-facing, and impacts a broad import path rather than a narrow model-specific edge case.", + "best_issue_reason": "issue:36246 is a straightforward, user-facing ImportError and the best single representative of the cluster\u2019s import-surface breakage subset, even though the overall cluster is not one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different problems: a missing import from image_utils vs a Qwen3.5 chat crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are regressions, but one is about non-persistent buffers and the other about rotary_pct reload behavior." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version breakages, but the root causes are unrelated: packaging support vs a JIT parsing/IndentationError." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA failure vs local dataset loading in an example script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both involve utility/import behavior, but one is a cache-path collision and the other is a missing import flag." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but they affect different models and different validation rules." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers layer construction vs a DebertaV2 import-time syntax/parsing issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen/model saving behavior, but one is LoRA/vocab collapse and the other is incorrect visual-encoder key saving." + }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different failure surfaces: video-input processing for Qwen3OmniMoe vs KV-cache continuation in transformers serve." + "reason": "Different failures in different paths: Qwen3OmniMoe video input processing vs serve KV-cache continuation indexing." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Unrelated bugs: SwitchTransformers config handling vs local dataset loading in an example training script." + "reason": "Repository/file handling issues, but one ignores tokenizer.json and the other fails to forward revision to list_repo_files." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Different code paths and symptoms: XLNet device placement in positional encoding vs Fuyu batch tensor conversion exception handling." + "reason": "Different bugs: CPU tensor creation in XLNet vs exception swallowing in FuyuBatchFeature conversion." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "No underlying duplicate: SwitchTransformers config construction vs an image-classification example dataset loading issue." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but they describe separate breakages in different files/models with different root causes." + "reason": "Both are CI failures, but they stem from unrelated tests and unrelated model-mapping breakage." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different symptoms; one is multi-label classification output, the other is image-classification dataset loading." + "reason": "Both involve example scripts, but the failures are different tasks and different failure modes." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Separate config-validation bugs: head_dim divisibility in LlamaConfig vs JSON-loaded rope-ignore-key type handling." + "reason": "Different configuration bugs: head_dim validation vs JSON-loaded ignore-keys handling for RoPE validation." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 load failure is unrelated to missing TensorFlow backend installation." + "reason": "Unrelated dependency/runtime problems: Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different models and behaviors: Gemma4 embedding resizing vs Whisper empty-transcription generation." + "reason": "Different model behaviors: resize_token_embeddings propagation vs Whisper empty-transcription generation." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "A processor/tokenizer regression is not the same bug as Gemma4 token-embedding resize behavior." + "reason": "Both are regressions, but they affect different APIs and code paths." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality overflow is unrelated to Whisper generation on empty transcription." + "reason": "Completely different symptoms and subsystems." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue text does not match the audio feature extraction bug." + "reason": "No duplication signal: a placeholder/nonspecific issue vs an audio feature extraction bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they target different symbols and different modules; not the same underlying regression." + "reason": "Both are import errors, but they concern different symbols and different modules, so not the same underlying bug." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model-specific bugs: weight tying in Mistral3 vs checkpoint saving in Qwen3.5." - }, - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "Tokenizer crashes on NER batching are not the same as serve-side KV-cache indexing failures." + "reason": "Different model families and different failures: weight tying vs incorrect save_pretrained checkpoint contents." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related only loosely; they are not the same concrete bug." + "reason": "Both touch import-time behavior, but one is performance and the other is unsafe sys.modules access." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Specific TensorFlow extra installation issue vs vague dependency issue; no shared root cause is evident." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline logic bug is unrelated to a notebook syntax error." + "reason": "Both mention dependencies, but one is a missing backend in extras installation and the other is a broader dependency issue." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is a version-check bug for AuxRequest import." + "reason": "Different failures: LayoutLMv2 tokenizer padding/NER crash vs server KV-cache continuation indexing." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Completely different models and failure modes: SigLIP2 zero probabilities vs Sam3 pixel decoder dummy Conv2d." + "reason": "Unrelated: video-classification pipeline behavior vs a notebook syntax error." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports from different modules; not the same exported symbol regression." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Different multimodal config bugs affecting different model families and fields." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "One is missing fields with trust_remote_code; the other is an unrecognized model/config missing model_type. Related area, but not the same bug." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "A notebook syntax error is unrelated to the audio feature extraction issue." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different root causes." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Different trust_remote_code problems: an API removal breakage vs a cache-path collision for local models." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Serve-side KV-cache indexing and local-model cache-path collisions are separate bugs." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Broad Python-version compatibility failure is not the same as a specific model load failure on a newer Transformers version." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures are different Ministral-family bugs." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "A model-loading regression is unrelated to stale auto_mappings references breaking CI." + "reason": "Both are missing-name ImportErrors, but the missing symbols and affected modules are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + "reason": "Both are in flex_attention, but one is a compiled-kernel failure and the other is a bad PyTorch version check." } ] }, @@ -10689,7 +10530,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 34, "review_unit_count": 52, "status": "reviewed", @@ -10697,297 +10538,304 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:38175", - "issue:39692", - "issue:41950", + "issue:42907", + "issue:43065", "issue:43295", "issue:43299", "issue:43381", "issue:43441", "issue:43479", - "issue:43525", "issue:43526", + "issue:43531", "issue:43577", + "issue:43643", "issue:43650", "issue:43673", "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44075", - "issue:44242", + "issue:44112", + "issue:44220", "issue:44279", "issue:44336", - "issue:44351", "issue:44368", "issue:44496", - "issue:44521", - "issue:44617", - "issue:44779", + "issue:44561", + "issue:44734", "issue:44933", - "issue:45020", + "issue:44964", + "issue:44987", "issue:45042", "issue:45103", - "issue:45200", "issue:45216", - "issue:45278", - "issue:45325", "issue:45335", - "issue:45357", "issue:45372", - "issue:45405", + "issue:45375", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", + "issue:45632", "issue:45759", - "issue:45812", - "issue:45823", + "issue:46123", "issue:46209", - "issue:46234" + "issue:46234", + "issue:46369" ], "soft_pairs": [ + "issue:43479|issue:45375", + "issue:43643|issue:44496", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:44561|issue:45632", + "issue:46123|issue:46369", + "issue:44734|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:42907|issue:43441", "issue:43526|issue:43901", "issue:43295|issue:45335", "issue:45372|issue:46234", "issue:44496|issue:45042", "issue:43441|issue:45588", - "issue:43673|issue:44336", "issue:44016|issue:44062", - "issue:44075|issue:44368", "issue:43299|issue:45216", + "issue:43673|issue:44336", "issue:43901|issue:44496", "issue:43381|issue:45593", "issue:43824|issue:44933", "issue:43976|issue:44279", "issue:44496|issue:45759", - "issue:43650|issue:46209", + "issue:44075|issue:44368", "issue:45335|issue:45584", + "issue:43650|issue:46209", "issue:45103|issue:45372", - "issue:44242|issue:45200", - "issue:43577|issue:45216", - "issue:38175|issue:44617", - "issue:44521|issue:45325", - "issue:43299|issue:45357", - "issue:44279|issue:45405", - "issue:44779|issue:45812", - "issue:44351|issue:45278", - "issue:39692|issue:43901", - "issue:41950|issue:45020", - "issue:43295|issue:44779", - "issue:43479|issue:43525", - "issue:41950|issue:45823" + "issue:43577|issue:45216" ], - "prepared_review_unit_hash": "eab7a690b9f3195e6e3823c9155ebd3d07742353130d7fdb47a461ac0cda2417", + "prepared_review_unit_hash": "6048be386c87d6dc1aadf9def2d542894e72311a4761b1fedc4597dca3fb97ba", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36749, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 31, + "serialized_chars": 37076, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of Transformers issues (tokenizers, multimodal configs, imports, checkpoints, docs, and runtime regressions). The soft pairs look superficially similar in theme, but they do not share the same concrete code path or fix, so none should be merged as duplicates.", - "confidence": 0.44, - "canonical_issue_reason": "issue:44521 is the broadest, most user-facing open issue in the set and has the strongest cross-cutting impact, but the cluster is too diverse to treat it as a true canonical duplicate target.", + "summary": "This cluster is mostly unrelated transformer bug reports across many models and subsystems; the high title similarity is mostly generic wording, not shared root cause. I found no convincing duplicate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate stands out here; issue 44964 is the strongest representative because it is a concrete, user-facing multimodal model-loading regression with a specific target and clear impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue by scope and activity, but it still only covers one multimodal bug and does not unify the rest of the cluster.", + "best_issue_reason": "Issue 44964 is the best standalone issue in the set: specific, reproducible, and high-signal compared with the many broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a docs mismatch about return_all_scores. Different problems and fixes." + "reason": "Different multimodal config bugs: default None initialization vs. missing field being dropped by strict serialization." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Custom processor/tokenizer regression and a t5gemma embedding resize bug are unrelated code paths." + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is generic unknown-model/config loading failure." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different modules and different loaders." + "reason": "Different models and symptoms: SigLIP zero probabilities vs. Sam3PixelDecoder dummy Conv2d behavior." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Unrecognized model config vs PIL image processor torchvision dependency; not the same bug." + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features() implementation issues." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both mention flash attention, but one is a model-specific Ministral-3 failure and the other is a sink-less s_aux=None crash in a different code path." + "reason": "Both are model-loading failures, but for different models and likely different causes; not the same bug." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to ANSI codes in loading_report." + "reason": "Model loading regression vs. stale auto_mappings references causing CI breakage are different problems." }, { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument duplication are unrelated." + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure on GraniteSpeech device override is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "SGD args not used is unrelated to the tie_word_embeddings warning in a Qwen LoRA setup." + "reason": "Removal of a utility affecting trust_remote_code models is distinct from cache-path collisions for local models." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint corruption are different issues." + "reason": "Different masking/batching bug vs. Sam3LiteText memory overflow; no shared code path." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Docs about return_all_scores do not overlap with a model import/config failure." + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache-path collision." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Python version compatibility issue is not the same as a specific Qwen model-loading failure." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Missing Qwen2_5_VL export and missing image_utils import are different symbol/export issues." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to stale auto_mappings references." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Python-version compatibility problem and a generic dependency issue are not the same bug." + "reason": "Dequantized save failure and FlashAttention failure affect different models and code paths." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Unrecognized model config and AutoModelForCausalLM text_config unwrapping are different loading paths." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to docs mentioning return_all_scores." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Placeholder issue title and FP8 inference failure on B200 are unrelated." + "reason": "Processor/tokenizer regression is unrelated to t5gemma resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate failures." + "reason": "Missing ReasoningEffort import from mistral_common is unrelated to missing falcon mamba availability helper." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "auto_docstring annotation parsing and a mistral_common import breakage do not share a code path." + "reason": "Unknown-model config loading failure is not the same as PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Router-logits load-balancing loss and mm_token_type_ids defaults are different model-loss/config bugs." + "reason": "FlashAttention failure for Ministral-3 is distinct from flash_attention.py crashing on s_aux=None." }, { - "left": "issue:43577", + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken keyword duplication." + }, + { + "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Qwen3VL MoE loading breakage and Qwen3 save_pretrained regression are different failures." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are completely different runtime problems." + "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Both are multimodal, but one is assistant mask generation and the other is rope index scaling; different code paths." + "reason": "A docs mismatch in TextClassificationPipeline is unrelated to unknown-model loading errors." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Qwen3VL loading failure and Qwen3.5 visual encoder save_pretrained bug are separate regressions." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Generic dependency issue and MIN_PEFT_VERSION bump are not the same underlying defect." + "reason": "Qwen2_5_VL import failure and missing image_utils import are different import/export issues." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Deepseek tokenizer regression and Granite tokenizer regression are model-specific, not one shared bug." + "reason": "Python compatibility vs. dependency issue with transformers are not the same bug." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Missing HybridCache import and broad import errors after upgrade are related only at a very high level, not the same code-path bug." + "reason": "Generic unrecognized model loading and missing text_config unwrapping are different config-handling bugs." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to a TextClassificationPipeline docs note." + "reason": "Optimizer argument handling has nothing to do with tie_word_embeddings warnings in Qwen fine-tuning." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Video-classification pipeline processor lookup and remote_code compatibility breakages are different issues." + "reason": "Token embedding resize bug is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Processor/tokenizer regression and Deepseek tokenizer incorrectness are separate model-specific bugs." + "reason": "Non-informative request issue and FP8 B200 inference bug are unrelated." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Phi4Multimodal default config handling and Llama4Config pad_token_id attribute absence are unrelated." + "reason": "auto_docstring annotation parsing crash is unrelated to Gemma 4 processor loading import error." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Video pipeline image-processor lookup and Gemma4 PLE device mismatch are different subsystems." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are different model-specific problems." } ] }, @@ -11001,7 +10849,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 35, "review_unit_count": 52, "status": "reviewed", @@ -11009,58 +10857,70 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ - "issue:33290", - "issue:42175", + "issue:38175", + "issue:39692", + "issue:41950", "issue:42994", - "issue:43065", - "issue:43262", + "issue:43295", "issue:43299", "issue:43317", "issue:43441", "issue:43450", + "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:44261", - "issue:44263", + "issue:44242", "issue:44279", "issue:44291", "issue:44297", - "issue:44361", + "issue:44351", "issue:44462", "issue:44466", "issue:44521", + "issue:44617", "issue:44623", - "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:44898", + "issue:45020", "issue:45081", + "issue:45200", "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", "issue:45397", "issue:45405", "issue:45542", "issue:45593", "issue:45600", - "issue:45656", "issue:45712", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46132" ], "soft_pairs": [ + "issue:44242|issue:45200", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:44521|issue:45325", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:44779|issue:45812", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43295|issue:44779", + "issue:43479|issue:43525", + "issue:41950|issue:45823", "issue:43299|issue:43854", "issue:43976|issue:45405", "issue:44683|issue:45542", @@ -11068,224 +10928,212 @@ "issue:44462|issue:45081", "issue:44297|issue:44462", "issue:43450|issue:44279", - "issue:45081|issue:45907", "issue:44466|issue:45276", + "issue:45081|issue:45907", "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:42994|issue:43317", "issue:43653|issue:45593", - "issue:33290|issue:45656", "issue:45600|issue:45712", "issue:44623|issue:44749", - "issue:44623|issue:45397", - "issue:43065|issue:44898", - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:44016|issue:45823", - "issue:43441|issue:44683", - "issue:43901|issue:43994", - "issue:42175|issue:43976", - "issue:43262|issue:44521", - "issue:43723|issue:44162", - "issue:43673|issue:43761" + "issue:44623|issue:45397" ], - "prepared_review_unit_hash": "b5041212007dbe73ef6cfba648f7b2457667874926ae4f1564c5205c142cfe1f", + "prepared_review_unit_hash": "d38362d8d3183f5228e542a37534821a32e7e715b0886e40710fb324814f2a80", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36012, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not appear to contain true duplicates; the soft pairs are mostly broad theme matches rather than the same bug/change. It looks like a noisy mix of unrelated Transformers issues, with tokenizer/loading bugs being the closest recurring theme.", - "confidence": 0.88, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 44462 is the clearest generic tokenizer-loading regression and the most broadly phrased among the tokenizer-related reports. That said, the cluster is too heterogeneous for a strong canonical issue.", + "summary": "This cluster is a loose mix of Transformers regressions and docs/CI issues, with only weak thematic overlap in tokenizers, multimodal processors, and config/loading bugs. No pair looks like a true duplicate from the available evidence.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44462 is the broadest and most representative tokenizer-loading regression in the set; it sits near several other tokenizer-related reports, even though the cluster is not truly a single duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best umbrella representative because it is concrete, user-facing, and closest to the small tokenizer/loading subtheme that appears in several nearby reports. It is still not a duplicate of the soft-edge candidates.", + "best_issue_reason": "Issue 44462 is the best anchor for this cluster because it is user-facing, generic, and closest to the recurring tokenizer regression theme across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Both are model-loading regressions in v5, but they involve different models and different failure modes, so they are not the same underlying bug." + "reason": "Different bugs: router-logit load-balancing loss vs Gemma 4 multimodal config defaults." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "One is a Python version/runtime compatibility problem; the other is a packaging dependency version bump. Same general area, but not the same issue." + "reason": "Both are Qwen multimodal issues, but one is a loading failure and the other is incorrect save_pretrained key serialization." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Completely unrelated: torch flex_attention compilation vs TensorFlow backend installation." + "reason": "SigLIP2 probability/output bug and Sam3Video CUDA OOM are unrelated." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "The first is not a concrete bug report, while the second is about AttentionInterface.register behavior. No shared underlying defect." + "reason": "Different multimodal failures: assistant mask generation vs temporal position-id scaling." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both concern tokenizer loading, but one is ignoring tokenizer.json and the other is a Mistral regex patch crash. Different code paths and fixes." + "reason": "Dependency/version mismatch and PEFT minimum-version bump are not the same underlying issue." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Both involve tokenizer persistence/loading, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json. Not the same bug." + "reason": "Both are docs-related, but they concern different examples and different APIs." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Video processor batching shape bug vs a generic dependency issue; no overlap in underlying problem." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer regex crash vs repository file listing not forwarding revision; unrelated subsystems." + "reason": "45278 is a broad import-breakage report; 44351 is one specific missing import and not clearly the same defect." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both touch Gemma4 embedding-related behavior, but one is serialization inconsistency and the other is resize_token_embeddings propagation. Not a single bug." + "reason": "Video-classification processor lookup and remote_code model breakage are unrelated." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + "reason": "Different regressions: processor.tokenizer / image handling vs Deepseek tokenizer output." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Different model-specific inference failures with no shared code-path indicated." + "reason": "Different config bugs in different model families; no shared code-path evidence." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Quantized model saving failure vs dequantized loading with device_map/offload. Related broad area, but distinct bugs." + "reason": "Pipeline processor lookup and Gemma4 device-mismatch are unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic. No meaningful overlap." + "reason": "Both involve model loading, but one is Qwen3VL MOE loading and the other is GLM-4.7-Flash unit-test loading; no duplicate evidence." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor and the other is double optimizer stepping. Different concrete defects." + "reason": "Python-version compatibility and unreleased PEFT dependency are separate environment problems." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both are repo-maintenance/CI cleanup issues, but one is stale auto_mappings config references and the other is leftover dummy classes. Not the same underlying change." + "reason": "FlashAttention/torch compatibility and TensorBoard/TF backend setup are unrelated." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "Processor save_pretrained missing files vs a performance regression after upgrading Transformers. Unrelated." + "reason": "No overlap beyond both being API-behavior complaints." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both involve loading/saving around Gemma4/processor flow, but one is missing saved processor files and the other is a zero3 from_pretrained issue. Not the same bug." + "reason": "Tokenizer.json precedence and Mistral regex patch crash are different tokenizer-loading bugs." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Both are model architecture issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver interpolation failure. Different models and paths." + "reason": "Tokenizer class serialization mismatch is a save_pretrained issue, not the same as repository tokenizer.json loading." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Layernorm epsilon precision issue vs torch.split return values in a MoE indexer; no shared defect." + "reason": "Video batched-shape bug and dependency issue are unrelated." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior. Unrelated." + "reason": "Different model-state bugs: lm_head serialization vs resize_token_embeddings propagation." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Different tokenizer/model regressions: CamemBERT masked LM predictions vs Deepseek tokenizer output." + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44016", - "right": "issue:45823", + "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs Gemma4 PLE device mismatch; not the same bug." + "reason": "Notebook syntax error and init_empty_weights argument error are unrelated." }, { "left": "issue:43441", - "right": "issue:44683", + "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure on a specific model vs compiled flex_attention torch version failure. Similar jargon, but distinct issues." + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs incorrect SIGLIP2 pipeline outputs. Same pipeline area, but not the same concrete bug." + "reason": "Quantized-model saving and dequantized offload loading are different quantization paths." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Torch backend installation issue vs Python version incompatibility. Different root causes." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sampling rate defaulting and the other is assistant mask generation for multimodal inputs. Different behavior and fixes." + "reason": "Both touch repo maintenance/CI, but one is stale auto-mappings and the other is dummy classes leaking into imports." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "AutoTokenizer loading regression vs ESM2 model breakage. Not the same underlying issue." + "reason": "Processor save_pretrained missing files and a performance regression on filtering data are unrelated." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Generation cache regression vs CLIP vision hidden_states regression. Both are v5 regressions, but different APIs and code paths." + "reason": "Processor saving and Gemma-4 zero3 from_pretrained are different failure modes." } ] }, @@ -11299,7 +11147,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 36, "review_unit_count": 52, "status": "reviewed", @@ -11307,296 +11155,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ - "issue:36246", + "issue:33290", "issue:41628", - "issue:41950", + "issue:42175", "issue:42491", - "issue:42757", - "issue:42886", + "issue:43262", "issue:43299", - "issue:43352", - "issue:43450", + "issue:43441", "issue:43525", "issue:43526", "issue:43531", "issue:43643", "issue:43673", + "issue:43723", + "issue:43761", "issue:43784", "issue:43824", "issue:43881", "issue:43901", "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", "issue:44188", - "issue:44220", "issue:44242", "issue:44246", + "issue:44261", + "issue:44263", "issue:44295", "issue:44297", "issue:44336", - "issue:44351", + "issue:44361", "issue:44373", - "issue:44485", "issue:44496", - "issue:44561", + "issue:44521", "issue:44589", - "issue:44617", - "issue:44749", + "issue:44671", + "issue:44683", "issue:44779", - "issue:44857", - "issue:44871", "issue:45003", - "issue:45250", - "issue:45292", "issue:45362", "issue:45397", "issue:45542", "issue:45561", "issue:45563", "issue:45593", - "issue:46132" + "issue:45656", + "issue:45823" ], "soft_pairs": [ + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:42175|issue:43976", + "issue:43723|issue:44162", + "issue:43262|issue:44521", + "issue:43673|issue:43761", "issue:43824|issue:43976", - "issue:43450|issue:44617", - "issue:44297|issue:45397", "issue:43525|issue:43881", + "issue:44297|issue:45397", "issue:43901|issue:44246", "issue:43525|issue:43643", "issue:43784|issue:45542", - "issue:44188|issue:44336", "issue:41628|issue:43976", + "issue:44188|issue:44336", "issue:44589|issue:45362", + "issue:45561|issue:45563", "issue:44336|issue:44373", "issue:42491|issue:43299", - "issue:45561|issue:45563", "issue:44246|issue:44496", "issue:44295|issue:45397", "issue:44242|issue:45593", "issue:43531|issue:45362", - "issue:43526|issue:45003", - "issue:42886|issue:46132", - "issue:41950|issue:44220", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:36246|issue:42757", - "issue:45003|issue:45561", - "issue:36246|issue:44351", - "issue:44779|issue:45292", - "issue:44242|issue:44857", - "issue:43352|issue:45250", - "issue:44295|issue:44749", - "issue:43673|issue:44561" + "issue:43526|issue:45003" ], - "prepared_review_unit_hash": "7bda4b02b117afbef3afaf93c1de5531bfba48d6013d16be8859750c55976212", + "prepared_review_unit_hash": "1a615d8d43ab1bc7d16f5a022e24411ab21f8e3f7c3305be87f7d7c75c8bee40", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35798, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "soft_pair_count": 28, + "serialized_chars": 35226, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are separate transformers regressions or model-specific failures, not true duplicates. The closest representative thread is the v5 compatibility/loading breakage area, but no single issue cleanly covers the whole set.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 44561 is the best umbrella representative because it describes a concrete v5 regression in the core loading path and is closest in theme to several other import/load compatibility failures in the cluster.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad keywords (Deepspeed, Qwen, chat_template, loading, import) but not the same underlying bug or code path. I would not merge any of the candidate pairs.", + "confidence": 0.87, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions, model-specific bugs, docs, packaging, and performance problems rather than one shared defect.", "canonical_pr_reason": null, - "best_issue_reason": "44561 is the strongest global representative for this cluster: it is concrete, central to transformers v5 compatibility, and more representative than narrow model- or doc-specific bugs.", + "best_issue_reason": "No single issue is a strong representative for the cluster because the topics are too disparate; any choice would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Both are user-facing failures, but one is a Qwen2.5-VL import error and the other is a Python-version compatibility issue; different root causes and code paths." - }, - { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Video processor shape mismatch and video OOM are different bugs; they do not indicate the same underlying fix." + "reason": "Both mention Deepspeed, but one is an Adafactor OOM and the other is a double-step bug; different symptoms and likely different fixes." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Tokenizer config mismatch is unrelated to the Gemma-4 ZeRO3 from_pretrained failure." + "reason": "Different models and failures: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split behavior." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a GLM-4v-9b loading failure are distinct model/config issues." + "reason": "Unrelated model/tokenizer AttributeError versus D-FINE auxiliary-loss behavior." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + "reason": "Both are v5 regressions, but CamemBERT masked-LM predictions and Deepseek tokenizer output are separate model-path bugs." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Both involve config/loading, but one is a missing config attribute and the other is missing fields from trust_remote_code AutoConfig; not the same bug." + "reason": "Notebook syntax error and Gemma4 device-mapping crash are unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "These are different import-time/backend problems in different packages, with different failure causes." + "reason": "Docs mismatch for return_all_scores versus a SigLIP2 runtime/model-behavior bug." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + "reason": "Both concern attention kernels, but FlashAttention failure in Ministral-3 and compiled flex_attention failure on torch>=2.9 are different code paths." }, { - "left": "issue:41628", + "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility are separate issues." + "reason": "Packaging/backend dependency issue and Python-version compatibility issue are not the same bug." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Qwen3.5 chat crash." + "reason": "Tokenizer loading regression and ESM2 model breakage are different failures." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Terminal formatting output and a wrong docstring are not the same underlying bug." + "reason": "Same API surface, but different defects: default sampling-rate handling versus multimodal assistant-mask generation." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Both mention Qwen MoE and version regressions, but one is LoRA compatibility on hf4.x/hf5.x while the other is Qwen3VL MoE loading on v5.0.0.dev0; too different to merge." + "reason": "Generation cache/chunked_prefill issue and CLIPVisionModel hidden_states regression are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "pytest-xdist file race and a stale generate() warning are unrelated behaviors." + "reason": "ImportError for a missing model class versus Python version support; no shared underlying bug." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Import performance and unrecognized model config are different problems." + "reason": "Different model-loading failures with different causes: missing pad_token_id in Llama4Config versus GLM-4V load failure." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer read error is not the same as a Gemma-4 ZeRO3 loading failure." + "reason": "Tokenizer save metadata mismatch and Gemma-4 ZeRO3 loading are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both are about missing losses, but they involve different models, flags, and code paths." + "reason": "One is a docs issue, the other is import slowdown; same package but not the same defect." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5-35B chat crash are not the same bug." + "reason": "Both involve missing config fields, but one is Llama4Config pad_token_id and the other is trust_remote_code returning incomplete config objects." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." + "reason": "Import-time dependency/name errors in different backends; too broad to be the same bug." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are separate regressions." + "reason": "Importing AutoImageProcessor and Python-version breakage are unrelated." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Video-classification processor selection and _torch_extract_fbank_features() are different pipeline bugs." + "reason": "Attention-kernel divergence under torch.compile versus ANSI codes in loading_report are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Import slowness is unrelated to the eos_token_id configuration inconsistency." + "reason": "Storage lookup error for Float8 tensors and Qwen3.5 chat crash are different code paths." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "ANSI code emission and GLM-5 RoPE implementation are unrelated." + "reason": "pytest-xdist file race and stale generate() warning are unrelated." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both are ImportErrors, but they involve different missing symbols and different dependency/version issues." + "reason": "Terminal ANSI formatting bug and wrong docstring are not the same issue." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are different concurrency problems." + "reason": "Both mention Qwen3 MoE/version regressions, but one is LoRA compatibility across HF versions and the other is base-model loading in v5 dev; not the same concrete defect." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Both are missing-name import failures, but the missing exports are different and there is no evidence they share one fix." + "reason": "Import performance and unrecognized-model config parsing are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Tokenizer correctness on v5 and resize_token_embeddings not updating output embeddings are distinct model behaviors." + "reason": "Position_ids buffer access and Gemma-4 ZeRO3 loading are unrelated." }, { "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "A missing auxiliary load-balancing loss and a float16 AMP crash in LwDetrImageLoss are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:45250", + "right": "issue:45593", "accept": false, - "reason": "Nemotron-specific Flash Attention support and a generic Flash Attention 2.0 issue are not the same concrete bug." + "reason": "Both mention missing auxiliary-style losses, but they are different models and different loss gates; too broad to merge." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "A position_ids buffer read error and a performance regression after upgrading are unrelated." + "reason": "Both are Qwen-family reports, but sliding_window behavior and chat crash are not the same bug." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill and removal of is_torch_fx_available breaking trust_remote_code models are different regressions." + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are unrelated." } ] }, @@ -11610,7 +11444,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 37, "review_unit_count": 52, "status": "reviewed", @@ -11618,283 +11452,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36246", + "issue:41950", + "issue:42757", "issue:42886", - "issue:43065", "issue:43232", "issue:43257", "issue:43262", - "issue:43408", + "issue:43352", "issue:43475", - "issue:43540", "issue:43596", - "issue:43653", + "issue:43673", "issue:43901", - "issue:44060", - "issue:44077", "issue:44162", - "issue:44188", + "issue:44220", + "issue:44242", "issue:44246", + "issue:44295", "issue:44336", - "issue:44368", + "issue:44351", "issue:44466", - "issue:44479", - "issue:44483", + "issue:44485", "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", "issue:44877", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45229", + "issue:45250", "issue:45292", "issue:45335", "issue:45375", - "issue:45397", "issue:45412", "issue:45459", + "issue:45561", "issue:45584", - "issue:45588", - "issue:45600", - "issue:45656", "issue:45701", "issue:45759", "issue:45987", "issue:46082", "issue:46123", - "issue:46170", - "issue:46202" + "issue:46132", + "issue:46369" ], "soft_pairs": [ - "issue:44162|issue:45200", + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:43673|issue:44561", "issue:36246|issue:43596", "issue:43901|issue:45003", + "issue:44162|issue:45200", "issue:44496|issue:45003", - "issue:45412|issue:46123", "issue:45375|issue:45759", - "issue:43262|issue:44246", "issue:43257|issue:45137", + "issue:43262|issue:44246", "issue:45292|issue:45584", + "issue:45412|issue:46123", "issue:45292|issue:45701", "issue:44877|issue:45375", - "issue:43232|issue:44336", - "issue:43065|issue:43408", "issue:44987|issue:45459", "issue:45987|issue:46082", + "issue:43232|issue:44336", "issue:44995|issue:45200", - "issue:44466|issue:45335", - "issue:42886|issue:45229", - "issue:43475|issue:43540", - "issue:44479|issue:46170", - "issue:45397|issue:45656", - "issue:44060|issue:44077", - "issue:44483|issue:46202", - "issue:45137|issue:45600", - "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:44995|issue:45588", - "issue:44188|issue:46202" + "issue:44466|issue:45335" ], - "prepared_review_unit_hash": "2dfddfb91c238b911004496f5505dc25c31427622a4004f3146de816458b0060", + "prepared_review_unit_hash": "527949962357f591bf31b20c1d9894d20411549e10c2672ed491acd76d915eb4", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36293, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "soft_pair_count": 29, + "serialized_chars": 36401, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning tokenizers, multimodal/video models, DeepSpeed, config validation, docs, and general loading regressions. None of the soft pairs look like the same underlying fix target.", + "summary": "The set is a loose mix of unrelated Transformers bugs and regressions. I don\u2019t see any soft pair that looks like the same underlying issue; the overlaps are mostly superficial (same subsystem or similar error wording).", "confidence": 0.91, - "canonical_issue_reason": "Issue 44479 is the strongest representative bug report: it clearly describes a concrete regression, has broad user impact across several related model families, and is more substantive than the narrower or more ambiguous reports here.", + "canonical_issue_reason": "issue:45701 \u2014 the broadest open, high-reference issue in the set, so it\u2019s the best anchor if one representative issue must be chosen, though this cluster does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best standalone issue because it is specific, high-signal, and broadly scoped without being vague; it is the clearest candidate for triage or linking as a regression anchor.", + "best_issue_reason": "issue:45701 \u2014 open, active, and broadly framed as a version-dependent tokenization regression, making it the most useful representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Different models and different failure modes: ESM2 is broken vs Gemma 4 mm_token_type_ids defaulting. Not the same bug." + "reason": "Offline cache loading for tokenizers is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "An import/export issue for Qwen2.5-VL image processor is unrelated to a ZeRO3 BertModel indexing crash." + "reason": "Video-classification image-processor lookup and fbank feature extraction are different pipelines and failure modes." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils are unrelated." + "reason": "Import-time slowness is not the same bug as Gemma-3 eos_token_id config mismatch." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unrecognized model/config loading for Olmo-Hybrid is not the same code-path as sys.modules access in modeling_utils." + "reason": "ANSI-color output in loading_report is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Model deletion memory leak and partial-batch masking behavior are unrelated bugs." + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are different import errors in different packages." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both involve Qwen composite configs, but one is a missing config field and the other is from_config unwrapping logic; not the same concrete bug." + "reason": "These are both import errors, but for different symbols and likely different root causes." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Audio chat-template sampling-rate handling and slow import timing are unrelated." + "reason": "Unsafe sys.modules access and xdist captured_info.txt races are unrelated test/runtime bugs." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both mention DeepSpeed/accelerate, but one is weight conversion and the other is an empty deque crash; different failures." + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings failing to update output embeddings." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "SAM3 attribute error and SAM3 memory overflow are distinct problems with different failure points." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Embedding resize behavior is unrelated to tokenization changes across versions." + "reason": "Missing load-balancing loss and AMP/CUDA crash in LwDetrImageLoss are different model-loss issues." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to the missing deepstack_visual_indexes field in Qwen3.5MoeVisionConfig." + "reason": "Buffer position_ids access error is unrelated to the reported tokenization slowdown." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Generation kwargs update logic after sync_gpus is unrelated to ANSI code emission in loading_report." + "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Both are SAM3-related, but dummy Conv2d behavior and a model-type warning are distinct issues." + "reason": "Chunked_prefill cache handling and removal of is_torch_fx_available affect different code paths." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Model loading failure for a specific repo and tokenizer exception masking are not the same concrete bug." + "reason": "Qwen import failure and DeepSpeed ZeRO3 BertModel index error are unrelated." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." + "reason": "Pipeline docs/behavior mismatch is not the same as unsafe sys.modules access." }, { - "left": "issue:44995", + "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific bugs." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Device-dependent tied-weight serialization and t5gemma resize_token_embeddings not updating decoder.embed_tokens are different issues." + "reason": "Unrecognized model config loading and sys.modules access are unrelated failures." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU CUDA OOM are unrelated." + "reason": "A missing vision config field and AutoModelForCausalLM config unwrapping are both Qwen multimodal issues, but not the same code-path bug." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "SAM3 Video missing output attribute and Qwen3OmniMoe video input ValueError are different model-path bugs." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as a ZeRO3 deque IndexError." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "A Qwen video regression and a Windows/ROCm torch.distributed import issue are unrelated." + "reason": "Audio processor sampling-rate handling is unrelated to import slowness." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained and deepspeed double optimizer.step() are different bugs." + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are different bugs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Wrong tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + "reason": "Memory not released for RT-DETR models and MaskGenerationPipeline dropping partial batches are unrelated." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "/v1/chat/completions request rejection and Gemma roundtrip failure on \u2581 are unrelated." + "reason": "Embedding resize propagation is not the same as version-dependent tokenization changes." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "DeepSpeed ZeRO3 deque crash and SAM3 auto_mappings CI breakage are unrelated." + "reason": "Strict config loading for granite_speech and Qwen vision config field dropping are different model/config bugs." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Failure loading a model on v5.1.0 and protobuf-related tokenizer error masking are unrelated." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "A warning about tie_word_embeddings in Qwen3.5 fine-tuning is not the same as a flash-attention generation bug." + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI codes in loading_report." }, { "left": "issue:44995", - "right": "issue:45588", + "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None AttributeError are unrelated." + "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 token-type defaults are unrelated." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma \u2581 roundtrip failure are unrelated." + "reason": "Serialization of lm_head.weight differs from resize_token_embeddings propagation; separate code paths." } ] }, @@ -11908,7 +11749,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 38, "review_unit_count": 52, "status": "reviewed", @@ -11916,321 +11757,324 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", + "issue:42886", "issue:42994", "issue:43065", "issue:43232", + "issue:43408", "issue:43475", "issue:43482", - "issue:43525", + "issue:43540", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", "issue:43701", - "issue:43723", "issue:43827", "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", + "issue:44188", "issue:44297", "issue:44361", "issue:44368", + "issue:44479", + "issue:44483", "issue:44623", - "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44871", "issue:44877", - "issue:44933", - "issue:45092", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", "issue:45230", - "issue:45310", "issue:45356", - "issue:45375", - "issue:45381", "issue:45397", - "issue:45406", - "issue:45478", "issue:45563", "issue:45584", + "issue:45588", + "issue:45600", "issue:45656", - "issue:46077", "issue:46123", "issue:46132", "issue:46170", - "issue:46202", - "issue:46326" + "issue:46202" ], "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:45137|issue:45600", + "issue:44483|issue:46202", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44995|issue:45588", "issue:44368|issue:45563", - "issue:43931|issue:44368", + "issue:44188|issue:46202", "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:45584|issue:46170", "issue:43673|issue:44734", "issue:43065|issue:46123", - "issue:45584|issue:46170", "issue:44297|issue:44623", "issue:44869|issue:45356", "issue:44361|issue:44749", "issue:43646|issue:44162", - "issue:44749|issue:45656", "issue:44623|issue:45656", + "issue:44749|issue:45656", "issue:43232|issue:43673", "issue:44871|issue:46132", "issue:43701|issue:44749", "issue:43673|issue:43827", "issue:45230|issue:45397", "issue:42994|issue:43482", - "issue:44038|issue:44623", "issue:43475|issue:43643", - "issue:43475|issue:45381", - "issue:28282|issue:30990", - "issue:45406|issue:46202", - "issue:42371|issue:45092", - "issue:41628|issue:44933", - "issue:45375|issue:45478", - "issue:43475|issue:44661", - "issue:43723|issue:46326", - "issue:42994|issue:43525", - "issue:46077|issue:46123", - "issue:45310|issue:45375" + "issue:44038|issue:44623" ], - "prepared_review_unit_hash": "fb384dd5d7ea6fcca52c68ee1f480b29773369ca1254113f6eb34fa5db361dd9", + "prepared_review_unit_hash": "d51d89bae69d56c97b790511966dd61a5c9db6f933ae84348dc5d6adb90856a5", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36767, - "estimated_input_tokens": 9192, - "estimated_eval_tokens": 18640 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36555, + "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 mostly a collection of distinct bug reports around Transformers v5 regressions, model-specific loading issues, and tokenizer/processor edge cases. The only clear duplicate family in the provided soft pairs is the repeated Qwen3.5-Moe from_pretrained failure reports.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the cleanest representative for the duplicate Qwen3.5-Moe from_pretrained regression: it is specific, directly names the failing model/version combination, and matches the later repeat reports.", + "summary": "This is a heterogeneous set of mostly unrelated Transformers bugs; the soft pairs look like topical similarity rather than true duplicates, so I reject every soft edge. If a single issue must represent the set, the best signal is the high-activity Gemma4 multi-GPU OOM report, but there is no strong canonical duplicate cluster here.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45229 has the richest reproduction details and the highest discussion activity, so it is the best stand-in if one issue must be picked as the representative bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate because it anchors the one obvious duplicate set in this batch and states the concrete failure mode clearly enough to serve as the canonical report.", + "best_issue_reason": "issue:45229 is the strongest standalone issue in the set: concrete symptoms, broad user impact, and sustained triage discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both touch SAM3, but a dummy Conv2d implementation and a model-type warning are different problems." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models and a Windows/ROCm import dependency issue are separate code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed zero3 loading failure and double optimizer stepping are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing SAM3 vision output field and Qwen3OmniMoe video validation error are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and a post_init policy change are different warnings with different fixes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque pop error and stale auto_mappings config references are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different surfaces." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct model/tokenizer bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning is unrelated to a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass and s_aux=None flash-attention crash are different failures." + }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different problems: a tie_word_embeddings warning during LoRA fine-tuning vs a stale warning in paged generate()." + "reason": "A model config warning is not the same as a paged-generate stale warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma token roundtrip failure do not share a concrete code path." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows/ROCm import errors are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Model loading shape mismatch for Qwen3-VL vs a tokenizer/config warning on Qwen3.5 fine-tuning; not the same bug." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-embeddings warning are different bugs." }, { - "left": "issue:44877", + "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech vs Windows/ROCm import failure from torch.distributed dependency; unrelated root causes." + "reason": "Whisper empty-transcription generation and a platform import failure are not the same issue." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both are generation/cache-related, but one is a v5 cache missing issue and the other is a serve/KV-indexing crash; not the same concrete defect." + "reason": "Generation cache missing during chunked prefill and KV-cache continuation indexing are separate generation bugs." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs MaskGenerationPipeline final partial batch dropping results; unrelated code paths." - }, - { - "left": "issue:45584", - "right": "issue:46170", - "accept": false, - "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to the Windows/ROCm torch.distributed import issue." + "reason": "SAM3 PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch vs processor.save_pretrained missing files; similar area, but different failure modes." + "reason": "Tokenizer save_pretrained class mismatch and processor save_pretrained missing files are different serialization bugs." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec/regression warning; different subsystems and symptoms." + "reason": "Whisper decode crash on replacement character and Kimi tokenizer codec regression are distinct tokenizer issues." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is not the same as the Chinese performance regression after upgrade." + "reason": "MLukeTokenizer AttributeError and a post-upgrade filtering slowdown are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom model initialization breakage vs ESM2-specific breakage; too broad and different underlying failures." + "reason": "Breaking custom model initialization in v5 and ESM2 workflow breakage are different failure reports." }, { - "left": "issue:44749", + "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade vs optimizer step called twice with deepspeed; unrelated." + "reason": "Processor save_pretrained file omission and double optimizer stepping have no common underlying bug." }, { - "left": "issue:44623", + "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "processor.save_pretrained missing files has no overlap with deepspeed double optimizer stepping." + "reason": "A throughput regression after upgrade is not the same as optimizer.step being called twice." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both mention generation internals, but sync_gpus kwargs handling and chunked_prefill cache missing are distinct bugs." + "reason": "sync_gpus kwargs update issues and missing generation cache in chunked prefill are different generation internals." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing function behavior." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to the Transformer upgrade performance regression." + "reason": "Checkpoint resume key mismatch and filtering slowdown after upgrade are separate regressions." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache bug vs docs still referencing removed pipeline() API; unrelated." + "reason": "Generation cache missing in v5 and docs still referencing pipeline() are not the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no evidence of same underlying issue." + "reason": "A generic bug report gives no concrete overlap with Gemma4 zero3 loading failure." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different model lifecycle problems." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe transformers v5 bug and processor.save_pretrained missing files do not describe the same defect." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 vision encoder missing attribute vs missing fields in AutoConfig with trust_remote_code; different object-construction issues." - }, - { - "left": "issue:43475", - "right": "issue:45381", - "accept": false, - "reason": "Different SAM3/Qwen2.5-VL vision-model bugs with different missing/incorrect fields." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "PyTorch import error for AutoModel vs Sentence Transformers hanging on load; different failure classes." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4 processor missing _tokenizer in serve vs Gemma pipeline roundtrip failure on \u2581; not the same bug." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 settings API warning is unrelated to strict config blocking granite_speech loading." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "AutoImageProcessor import error and image_utils non-existent import are both import-related but not the same missing symbol/path." + "reason": "Missing SAM3 vision output fields and trust_remote_code config field loss are different object-construction bugs." }, { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5-Moe from_pretrained failure on transformers>=5.4.0; same model, same symptom, and one fix could plausibly cover both." - }, - { - "left": "issue:43475", - "right": "issue:44661", - "accept": false, - "reason": "SAM3 vision encoder attribute error is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "AutoTokenizer loading issue in v5 is unrelated to continue_final_message for mistral_common tokenizers." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized saving failure vs Llama4Config missing pad_token_id are separate model/config issues." - }, - { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Gemma4 attention mask construction bug is unrelated to MaskGenerationPipeline partial-batch handling." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "These appear to be the same Qwen3.5-Moe from_pretrained regression on transformers>=5.4.0, just reported with different wording." + "reason": "Qwen3-VL-Moe regression and processor save_pretrained missing files are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only clear duplicate family identified is the Qwen3.5-Moe from_pretrained reports, and the other soft-edge rejections are well supported by the titles. The one mildly broad accept (45310 vs 45375) is still defensible as a likely same bug family rather than a strong overclaim." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 39, "review_unit_count": 52, "status": "reviewed", @@ -12238,62 +12082,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ - "issue:30333", + "issue:28282", "issue:30990", - "issue:33290", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", - "issue:42222", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", - "issue:43278", "issue:43377", - "issue:43479", + "issue:43475", "issue:43504", + "issue:43525", "issue:43526", "issue:43673", "issue:43704", "issue:43723", - "issue:43784", "issue:43824", "issue:43873", - "issue:43976", "issue:44038", - "issue:44079", "issue:44188", "issue:44222", "issue:44242", "issue:44351", "issue:44496", "issue:44568", - "issue:44623", "issue:44792", - "issue:44869", "issue:44933", "issue:44945", "issue:44964", "issue:45081", + "issue:45092", "issue:45103", "issue:45137", - "issue:45200", "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45478", "issue:45561", "issue:45712", "issue:45753", - "issue:45812" + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326" ], "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:45406|issue:46202", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", "issue:45081|issue:45103", "issue:43873|issue:44945", - "issue:43232|issue:44188", + "issue:46077|issue:46123", "issue:42673|issue:43704", + "issue:43232|issue:44188", "issue:41628|issue:44351", "issue:44964|issue:45137", "issue:44945|issue:45753", @@ -12302,253 +12156,236 @@ "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:42831|issue:44222", - "issue:43673|issue:44188", "issue:43232|issue:44792", - "issue:42175|issue:45712", + "issue:43673|issue:44188", "issue:44496|issue:45561", + "issue:42175|issue:45712", "issue:43526|issue:45561", - "issue:43377|issue:44242", "issue:43504|issue:45561", + "issue:43377|issue:44242", "issue:42175|issue:44933", - "issue:42898|issue:44568", - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:43278|issue:45137", - "issue:42222|issue:45200", - "issue:44623|issue:45310", - "issue:43479|issue:44869", - "issue:30333|issue:33290", - "issue:43479|issue:44079", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:43723|issue:44568" + "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "ac5b0d472616869b5d0903518fff108e441de4aed95a788cb3f8d8cda92a1b75", + "prepared_review_unit_hash": "808350b1d985cfab709dbb952cba9d317b02daf8ae746eb889f1cae93faad8b5", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37194, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "soft_pair_count": 31, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import regressions, model-loading bugs, training/runtime issues, tokenizer changes, and quantization problems. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report (42673/43704); all other soft pairs appear to be different underlying bugs or features and should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42673 is the best canonical issue for the only true duplicate pair here: it is the earlier, more complete report of the Qwen3ForCausalLM VRAM leak, and issue:43704 is the same bug re-reported later.", + "summary": "This cluster is mostly heterogeneous: import errors, model-specific config bugs, generation issues, and unrelated performance/test problems. Only one soft edge looks like a true duplicate pair (the Qwen3ForCausalLM VRAM leak).", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the cleanest canonical issue because it has an exact duplicate (issue:43704) and describes a specific, reproducible bug with a concrete model/path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue to anchor the duplicate group because it is the original, detailed report with the clearest reproduction for the shared VRAM leak bug.", + "best_issue_reason": "issue:42673 is the strongest representative issue in the set: precise symptom, clear scope, and an exact duplicate confirm it as the most canonical bug report here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Different subsystems: Mistral tokenizer regex patching vs auto-docstring parsing with future annotations." + "reason": "Different failures: missing PyTorch import vs Sentence Transformers hanging on load." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Different concrete problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + "reason": "Different models and symptoms: missing Sam3VisionEncoderOutput field vs wrong qwen2.5-vl vision_position_ids." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Generation kwargs update after GPU sync is unrelated to attention-kernel divergence under torch.compile." + "reason": "Different Gemma-related problems: processor missing _tokenizer vs tokenizer roundtrip on \u2581." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same bug and identical title: both report Qwen3ForCausalLM leaking VRAM when used across multiple dataloader threads." + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated: TF32 settings warning vs old InternVL2 checkpoints breaking under meta init." }, { "left": "issue:41628", - "right": "issue:44351", + "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols (`AutoImageProcessor` vs `HybridCache`) and likely different export paths." + "reason": "Both are import-related, but different symbols and causes: AutoImageProcessor vs image_utils export." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque pop error." + "reason": "Different Qwen3.5 MoE issues: missing config field vs from_pretrained failure." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Pipeline parallelism output corruption is a different bug from Qwen3_5 looping on a specific image." + "reason": "Different bugs: quantized save_pretrained failure vs Llama4Config missing pad_token_id." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "One is FP8 `save_pretrained` serialization, the other is Qwen3.5 MoE `from_pretrained` loading." + "reason": "Different tokenizer regressions: AutoTokenizer loading in v5 vs continue_final_message on mistral_common tokenizers." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Quantized model saving failure is unrelated to importing `Qwen2_5_VLForConditionalGeneration`." + "reason": "Same model family, but different concrete failure modes and config fields." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both mention Qwen MoE models, but the titles point to different versions and failure modes; not the same concrete bug." + "reason": "Different subsystems: Mistral regex patch crash vs auto_docstring annotation handling." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Missing `GenerationMixin` export and missing `AutoImageProcessor` export are separate import regressions." + "reason": "Different runtime problems: quantization offloading vs incorrect outputs under pipeline parallelism." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "FP8 accuracy regression is not the same as FP8 `save_pretrained`/MoE serialization." + "reason": "Different pipeline/model bugs: Gemma4 attention mask construction vs final partial batch handling." }, { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to attention-kernel branching under torch.compile." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak report; same symptom, same underlying bug." }, { "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "`_update_model_kwargs_for_generation` after GPU sync is a different code path from a failing Janus image-generation test." - }, - { - "left": "issue:42175", - "right": "issue:45712", + "right": "issue:44188", "accept": false, - "reason": "Packaging/backends missing TensorFlow is unrelated to leftover dummy classes leaking into `dir(transformers)`." + "reason": "Different generation/compile issues: sync_gpus kwargs update vs attention kernel branching under torch.compile." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to the xdist race on `captured_info.txt`." + "reason": "Both are import errors, but for different public symbols with no evidence of a shared fix." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to the testing-utils race condition." + "reason": "Different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "MIMI batched-vs-single output mismatch from padding-mask support is a different bug from missing load-balancing loss when router logits are off." + "reason": "Different symptoms and code paths: pipeline parallelism output mismatch vs image-triggered infinite loop." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Legacy-field loading failure for Beit semantic segmentation is unrelated to the xdist file race." + "reason": "Different FP8/Qwen bugs: save_pretrained for MoE vs from_pretrained load failure." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "TensorFlow extra/backend installation and a missing `image_utils` import are different issues." + "reason": "Unrelated: quantized model saving vs missing Qwen2_5_VLForConditionalGeneration import." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and model/tokenizer code paths." + "reason": "Related model family, but different concrete breakages and likely different fixes." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Python-version compatibility is unrelated to the missing `image_utils` export." + "reason": "Different import failures: GenerationMixin vs AutoImageProcessor." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Sentence-transformers loading stall and token-embedding reinitialization are unrelated bugs." + "reason": "Different FP8 issues: accuracy regression vs MoE save_pretrained failure." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Embedding dtype drift in evaluate has no connection to the ZeRO3 deque pop error." + "reason": "Different areas: generation kwargs after sync_gpus vs janus image-generation test failure." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Broken VitPose model loading and Gemma 4 `mm_token_type_ids` defaults are different model-family issues." + "reason": "Different generation bugs: missing cache during chunked_prefill vs attention-kernel divergence." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Missing files on `processor.save_pretrained` is a save-path bug, not the same as Qwen3.5 MoE `from_pretrained` failure." + "reason": "Completely unrelated: unrecognized model config vs pytest-xdist file race." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Config initialization with `None` values is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." + "reason": "Both touch packaging/imports, but one is backend dependency installation and the other dummy class cleanup." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "MLflow reporting after training failure and DeepSpeed Adafactor OOM are different training issues." + "reason": "Different issues: BeitImageProcessorFast label reduction vs xdist race in testing utils." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Phi4MultimodalConfig defaulting behavior is unrelated to `ModelOutput` key assignment semantics." + "reason": "Different bugs: legacy preset loading for BEiT vs captured_info.txt race." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Both involve tokenizer regressions, but they are different concrete failures affecting different models and tokenization steps." + "reason": "Different model behavior: missing padding mask support vs MoE load-balancing loss computation." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Sentence-transformers import `nn` NameError and a missing Qwen2.5-VL export are separate import problems." + "reason": "Different import/package issues with no shared underlying code path." }, { - "left": "issue:43723", + "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Generic AutoTokenizer loading in v5 and mDeBERTa special-token insertion are different tokenizer bugs." + "reason": "Both are v5 tokenizer behavior changes, but they concern different tokenizer APIs and failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only exact duplicate by title is issue:42673/43704, and the rest of the pairwise rejections are conservative based on clearly different titles/subsystems. I don\u2019t see any soft-edge verdict that overstates sameness." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical representative choice is well supported by the exact duplicate pair (issue:42673 / issue:43704), and the non-duplicate soft-edge rejections do not overstate shared evidence." }, "evaluator_used": true, "retried": false, @@ -12559,7 +12396,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 40, "review_unit_count": 52, "status": "reviewed", @@ -12567,67 +12404,78 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", + "issue:30990", + "issue:33290", "issue:34689", "issue:35141", "issue:36331", - "issue:41628", - "issue:42757", + "issue:42222", "issue:42831", "issue:42898", - "issue:43122", - "issue:43232", - "issue:43475", + "issue:43278", "issue:43479", "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", "issue:43874", + "issue:43976", "issue:44016", "issue:44060", "issue:44075", + "issue:44079", "issue:44190", - "issue:44206", "issue:44222", "issue:44295", "issue:44297", "issue:44448", + "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44869", "issue:44933", - "issue:44977", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45137", + "issue:45200", "issue:45245", "issue:45310", "issue:45356", - "issue:45381", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", + "issue:45812", "issue:46082", "issue:46132", - "issue:46209", - "issue:46231", - "issue:46305" + "issue:46231" ], "soft_pairs": [ + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:30333|issue:33290", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:42898|issue:45356", "issue:44734|issue:45103", - "issue:43874|issue:45092", "issue:44016|issue:46231", - "issue:44075|issue:46231", + "issue:43874|issue:45092", "issue:44060|issue:45125", "issue:44295|issue:45656", "issue:42898|issue:44448", + "issue:44075|issue:46231", "issue:45405|issue:45712", "issue:44448|issue:46132", "issue:44222|issue:44297", @@ -12640,245 +12488,241 @@ "issue:45245|issue:46132", "issue:30333|issue:36331", "issue:44190|issue:46082", - "issue:43122|issue:46209", - "issue:45071|issue:46082", "issue:30333|issue:35141", - "issue:28282|issue:30333", - "issue:22355|issue:28282", - "issue:43475|issue:46305", - "issue:44297|issue:45310", - "issue:41628|issue:42757", - "issue:44206|issue:45103", - "issue:43723|issue:44977", - "issue:45381|issue:46305", - "issue:43232|issue:45834" + "issue:28282|issue:30333" ], - "prepared_review_unit_hash": "bb7e4136ee9c66eb57c529c69a64c78be42f9751fe3e2d03bb7f7aabc659273c", + "prepared_review_unit_hash": "509f5ab681311eb63eb755887c8da92ee01df27cd3f48b72291c930e688701d1", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37537, - "estimated_input_tokens": 9385, - "estimated_eval_tokens": 19026 + "soft_pair_count": 34, + "serialized_chars": 38001, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity matches across unrelated issues. The only loose thematic cluster is several tokenizer-v5 regression reports, but the specific models, symptoms, and root causes still differ enough to reject duplicates.", - "confidence": 0.56, - "canonical_issue_reason": "issue:42898 is the broadest and most central-looking report among the set, covering a general tokenizer behavior regression in v5 that is closest to several of the similar-looking tokenizer reports.", + "summary": "The set is highly heterogeneous; most soft-similar pairs share only broad subsystem keywords (tokenizers, save_pretrained, import errors, DeepSpeed, etc.) and do not describe the same underlying bug or change. No PRs are present, and none of the issue pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42898 is the clearest broad regression-style report in the set, and several other tokenizer-related regressions loosely orbit the same v5 behavior-change theme, but the cluster overall is too diverse to treat any issue as a true duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative of the only noticeable theme in the set (v5 tokenizer regressions), even though it should not be treated as a duplicate of the others.", + "best_issue_reason": "issue:42898 is the best representative issue because it is well-scoped, user-visible, and broadly phrased as a v5 behavior regression, making it more suitable than the highly specific or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different failures: Python-version compatibility vs a missing image_utils import. Same project area, not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading stall and token-embedding reinitialization are unrelated code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model files and Gemma 4 multimodal token-type defaults are different model families and bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve model/processor loading, but one is save_pretrained file emission and the other is Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and DeepSpeed Adafactor OOM are different training issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different object types and code paths: multimodal config defaults vs ModelOutput key assignment." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one concerns clean_up_tokenization_spaces and the other Granite token IDs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but one is sentence-transformers failing on nn and the other is a missing Qwen2.5 VL symbol." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens behavior for a specific tokenizer are different defects." + }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but this is a general cleanup-space behavior change while the other is DeepSeek-specific incorrect output; different bug." + "reason": "Shared v5 tokenizer-regression theme only; one is clean_up_tokenization_spaces, the other is DeepSeek tokenization output." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Kimi codec/fix_mistral_regex regression is a different tokenizer path than clean_up_tokenization_spaces behavior." + "reason": "Both are tokenizer regressions, but the affected models and root behaviors differ (generic cleanup vs Kimi-K2.5 codec handling)." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to the auto_docstring future-annotations AttributeError." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Image patch counting and remote-code meta-init incompatibility are different multimodal loading failures." + "reason": "Serving KV-cache continuation crash is unrelated to auto_docstring future-annotations AttributeError." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and set_training doc parameter mismatch are unrelated." + "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Optimizer args not being used is a runtime behavior bug, not the documentation typo in set_training." + "reason": "Missing image patch-count method in a processor and remote-code meta-init incompatibility are distinct issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning logic and missing _tp_plan are distinct Qwen3.5-Moe issues." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen model bugs." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer read failure and deepspeed double optimizer step are different code paths." + "reason": "Position_ids buffer access error is unrelated to optimizer step being called twice under DeepSpeed." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is a general cleanup-space change and the other is Pegasus output drift; not clearly the same bug." + "reason": "Different regression classes: token cleanup behavior vs model output differences for Pegasus." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments being ignored is an optimizer bug, not a docs parameter-name issue." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT minimum version bump and leftover dummy-class cleanup are unrelated." + "reason": "PEFT minimum-version bump and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance problems." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated subsystems." + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are separate behavioral changes." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save/inference issues are unrelated to tokenizer_config.json class metadata mismatch." + "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are different save paths and artifacts." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Image_utils import failure and dummy_pt_objects cleanup are different import-surface problems." + "reason": "Missing image_utils import and leftover dummy classes leaking into dir(transformers) are both import-related but not the same bug." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch and deepspeed optimizer-step duplication do not share a code path." + "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer-step duplication." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default vision/audio config initialization and non-persistent buffer junk are different model-init regressions." + "reason": "Defaulting multimodal configs when None and junk-filled non-persistent buffers are unrelated initialization bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained/moe and processor.save_pretrained missing files are both save-related but not the same underlying issue." + "reason": "Both concern persistence APIs, but one is FP8 MoE save_pretrained and the other is missing processor files." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting after failed training and Llama 3.2 Vision model loading are unrelated." + "reason": "MLflow reporting on failed jobs and Llama 3.2 Vision model loading break are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor save_pretrained file emission are different bugs." + "reason": "FP8 accuracy degradation and processor save_pretrained missing files are different problem domains." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime error and attention registration behavior change are unrelated." + "reason": "Category-cardinality runtime error and registered-function behavior change are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLflow tracking and CustomTrainer.compute_loss kwarg incompatibility are different training issues." + "reason": "Failed-job MLflow reporting and CustomTrainer compute_loss signature mismatch are different training-loop issues." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer output differences across v5 and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim rejection are different validation paths." + "reason": "Local dataset loading failure in an example script and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting bug and embedding reinitialization on resize are unrelated." + "reason": "MLflow reporting and embedding reinitialization are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import and MLflow reporting on failed training are unrelated." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "transformers.onnx import failure and missing PyTorch dependency error are different import problems." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM 3 Video missing attribute and Moonshine streaming mask off-by-one are unrelated model bugs." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer class metadata mismatch and Qwen3.5-Moe from_pretrained error are different failure modes." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Missing AutoImageProcessor and missing is_offline_mode are separate import-name issues from different packages." - }, - { - "left": "issue:44206", - "right": "issue:45103", - "accept": false, - "reason": "Unsupported center arg in feature extractor and future-annotations docstring crash are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "AutoTokenizer.from_pretrained loading issue and Qwen3.5 flash-attention generation bug are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and Moonshine sliding-window mask off-by-one are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index error are different code paths." + "reason": "Torch import missing for AutoModel and MLflow reporting for failed jobs are unrelated." } ] }, @@ -12892,7 +12736,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 41, "review_unit_count": 52, "status": "reviewed", @@ -12900,290 +12744,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ + "issue:22355", + "issue:28282", "issue:30990", "issue:38175", - "issue:39401", "issue:41628", "issue:42757", "issue:42831", - "issue:42886", "issue:42907", - "issue:42994", - "issue:43066", + "issue:43122", "issue:43232", + "issue:43475", "issue:43479", "issue:43644", "issue:43723", "issue:43761", - "issue:43824", - "issue:44038", + "issue:44206", "issue:44222", "issue:44261", "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", - "issue:44368", "issue:44373", "issue:44483", "issue:44484", "issue:44485", "issue:44514", - "issue:44568", "issue:44623", "issue:44829", "issue:44871", "issue:44913", + "issue:44977", "issue:44991", + "issue:45071", "issue:45092", "issue:45103", - "issue:45278", "issue:45310", "issue:45357", + "issue:45381", "issue:45406", - "issue:45593", - "issue:45753", + "issue:45834", "issue:46002", "issue:46050", "issue:46082", + "issue:46209", "issue:46305", "issue:46328" ], "soft_pairs": [ - "issue:44263|issue:45092", + "issue:45071|issue:46082", + "issue:22355|issue:28282", + "issue:43122|issue:46209", + "issue:44297|issue:45310", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:43232|issue:45834", "issue:44222|issue:44484", + "issue:44263|issue:45092", "issue:44295|issue:44623", "issue:44373|issue:44485", - "issue:44483|issue:45406", "issue:43761|issue:46082", + "issue:44483|issue:45406", "issue:43723|issue:44871", "issue:44279|issue:46328", - "issue:45092|issue:45357", - "issue:42907|issue:46050", "issue:43723|issue:44991", + "issue:42907|issue:46050", + "issue:44514|issue:45103", "issue:30990|issue:38175", + "issue:45092|issue:45357", "issue:44263|issue:44360", - "issue:44514|issue:45103", "issue:43644|issue:46305", "issue:44829|issue:46002", - "issue:44261|issue:45092", "issue:42831|issue:45310", - "issue:43479|issue:44913", - "issue:41628|issue:43824", - "issue:44263|issue:44373", - "issue:42831|issue:44038", - "issue:39401|issue:44568", - "issue:42886|issue:42994", - "issue:42886|issue:43066", - "issue:44368|issue:46305", - "issue:42757|issue:45278", - "issue:42831|issue:45753", - "issue:43232|issue:45593" + "issue:44261|issue:45092", + "issue:43479|issue:44913" ], - "prepared_review_unit_hash": "6e54c57b9be778bfedc5421b6a6fe3ff6fd4932c5b7f5880cf75554be94ec036", + "prepared_review_unit_hash": "2c7ff6835b47d2b1f37ad8bf4621a55079c9dcf05ab08e84482b99436855408b", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36154, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36134, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the suggested pairs share broad themes like tokenizers, configs, imports, or saving/loading, but they do not describe the same concrete bug or change. I would reject all soft-edge duplicate links.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This is not a tight duplicate cluster: the items span unrelated import, tokenizer, config, save/load, generation, and model-specific regressions across different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43723 is the broadest user-facing regression here (general tokenizer loading in v5) and the closest thing to an umbrella for the few tokenizer-related reports, though the overall set is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43723 is the most general and central issue among the set; the others are mostly narrower model/config bugs or unrelated failures, so it is the best representative reference point.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "Different bugs: GlmMoeDsaIndexer torch.split behavior vs InternVL2 remote-code/meta-init incompatibility." - }, - { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "One is FP8 moe save_pretrained failure; the other is a question about max_shard_size defaults." + "reason": "Different config regressions: type-checking on PretrainedConfig vs Llama head_dim validation." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different code paths: position_ids buffer read error vs processor.save_pretrained missing files." + "reason": "Both are import errors, but they are different missing dependencies/symbols with different causes." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Docstring wording for position_ids is unrelated to GLM-5 RoPE implementation behavior." + "reason": "Unrelated bugs: tokenizer behavior change vs FP8 inference failure on B200." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "API request parsing in chat/completions is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both involve tokenizer/model loading, but one is a tokenizer save metadata mismatch and the other is a Qwen3.5 from_pretrained failure." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are separate issues." + "reason": "Completely different models and code paths: SAM 3 video output vs MoonshineStreaming masking logic." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer loading in v5 and eos_token_id mismatch in Gemma-3 are different failures." + "reason": "Different missing imports from different packages; same symptom class, not the same bug." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Dependency/import problem vs a SequenceFeatureExtractor.pad performance issue." + "reason": "Unrelated failures: feature extractor argument handling vs auto-docstring annotation parsing." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Different model-specific save/init bugs: InternVL2 meta init vs Qwen3.5 visual encoder keys." + "reason": "Tokenizer-loading regression vs flash-attention generation failure; different root causes." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Both involve saving quantized models, but the concrete failures and quantization flows differ." + "reason": "Different subsystems and symptoms: Qwen2.5-VL video position ids vs streaming window mask off-by-one." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Both are tokenizer load failures, but for different models and likely different root causes." + "reason": "Generation kwargs update bug and OCR long-input index error are different problems." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Sentence Transformers loading hang and siglip2 zero probabilities are unrelated model/runtime problems." + "reason": "save_pretrained issues but with different concerns: FP8 MoE saving vs shard-size behavior." }, { "left": "issue:44263", - "right": "issue:44360", + "right": "issue:45092", "accept": false, - "reason": "Same component area, but torch.split return values and missing ReLU are distinct defects." + "reason": "Different defects in different areas: torch.split/indexer logic vs remote-code checkpoint meta-init compatibility." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Batched chat template padding crash is unrelated to the auto_docstring annotations AttributeError." + "reason": "Position_ids buffer access bug is unrelated to processor.save_pretrained file emission." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Non-persistent buffer junk initialization and sliding-window off-by-one are different bugs." + "reason": "A docstring issue is not the same as a RoPE implementation bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Flash-attention training degeneration and NaNs after checkout+init are different failure modes." + "reason": "Different model-level regressions: CLIP hidden_states propagation vs Llama config validation." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta initialization." + "reason": "API endpoint rejection in serve vs processor missing _tokenizer attribute; not the same code path." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 Moe from_pretrained error are not the same issue." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is an eos_token_id config inconsistency." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Phi4Multimodal default config init and GPTNeoXConfig rotary_pct reload are separate config bugs." + "reason": "Generic dependency issue vs a performance bug in SequenceFeatureExtractor.pad." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43723", + "right": "issue:44991", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different underlying breakages." + "reason": "Related only at a broad level; one is a general tokenizer-loading regression, the other is a model-specific loading failure." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "GlmMoeDsaIndexer runtime behavior vs a wrong docstring are not duplicate bugs." + "reason": "Both concern save/load of quantized models, but they are different quantization methods and different failure modes." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are unrelated." + "reason": "Chat template batching crash is unrelated to the auto-docstring annotation crash." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer regressions." + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability outputs are unrelated." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model save failure are unrelated." + "reason": "Different Qwen/InternVL checkpoint issues with different root causes: meta init incompatibility vs wrong visual encoder keys on save." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Offline cache loading bug and wrong decoder type in v5 are different issues." + "reason": "Same module family, but different defects in the DSA indexer; not clearly the same underlying bug." }, { - "left": "issue:44368", + "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "A tie_word_embeddings warning in fine-tuning is unrelated to a sliding-window mask off-by-one." + "reason": "Non-persistent buffer fill bug is unrelated to streaming mask off-by-one." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Specific huggingface_hub import failure may contribute to broad import errors, but it is not the same concrete bug." + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs during checkout/init." }, { "left": "issue:42831", - "right": "issue:45753", + "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression and Qwen3_5 infinite loop on an image are different problems." + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are different regressions." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision bug is unrelated to remote-code checkpoint meta initialization." + }, + { + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary loss behavior." + "reason": "Different config persistence bugs in different models: default multimodal configs vs GPTNeoX rotary_pct reload." } ] }, @@ -13197,7 +13041,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 42, "review_unit_count": 52, "status": "reviewed", @@ -13205,7 +13049,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:22355", "issue:28218", @@ -13214,18 +13058,21 @@ "issue:39401", "issue:41628", "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", "issue:42907", - "issue:43116", + "issue:42994", + "issue:43066", "issue:43122", "issue:43232", "issue:43408", - "issue:43475", "issue:43576", "issue:43646", "issue:43756", "issue:43784", - "issue:43937", - "issue:43976", + "issue:43824", + "issue:44038", "issue:44060", "issue:44117", "issue:44188", @@ -13233,274 +13080,252 @@ "issue:44263", "issue:44295", "issue:44297", - "issue:44360", + "issue:44368", "issue:44373", "issue:44464", - "issue:44485", "issue:44488", - "issue:44514", "issue:44521", - "issue:44625", + "issue:44568", "issue:44671", "issue:44704", - "issue:44743", - "issue:44829", "issue:44945", - "issue:44964", - "issue:45200", "issue:45278", "issue:45290", - "issue:45600", + "issue:45593", + "issue:45753", "issue:46002", "issue:46082", "issue:46132", - "issue:46326" + "issue:46305", + "issue:46326", + "issue:46369" ], "soft_pairs": [ - "issue:44464|issue:46082", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:43408|issue:46369", + "issue:44368|issue:46305", + "issue:42757|issue:45278", + "issue:42831|issue:45753", "issue:22355|issue:28218", + "issue:44464|issue:46082", + "issue:43232|issue:45593", "issue:43756|issue:44060", - "issue:44671|issue:46132", - "issue:43646|issue:46002", "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:44671|issue:46132", "issue:44117|issue:44704", - "issue:42371|issue:44263", "issue:44295|issue:44297", "issue:30990|issue:33357", "issue:43122|issue:44521", + "issue:42371|issue:44263", "issue:44188|issue:44373", "issue:42907|issue:44945", "issue:44704|issue:45290", "issue:43122|issue:46326", "issue:44261|issue:44373", - "issue:39401|issue:44488", - "issue:42907|issue:43937", - "issue:43976|issue:44945", - "issue:41628|issue:45278", - "issue:43232|issue:44743", - "issue:43408|issue:43475", - "issue:43784|issue:45600", - "issue:39401|issue:44521", - "issue:42907|issue:44964", - "issue:43116|issue:45200", - "issue:43122|issue:44514", - "issue:44625|issue:44829", - "issue:44360|issue:44485" + "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "d3ad49bf375d53c406ae564e7754a1a51543611cb9056475d461b8f6c0763166", + "prepared_review_unit_hash": "4d523faeaa57dd6bec944595f2bb8450b885ea0f0bd1ca128553452eb9e72c95", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36068, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "soft_pair_count": 28, + "serialized_chars": 35706, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs span tokenizer, model-loading, generation, config, and import issues, but none look like the same underlying bug/change. No PRs are present.", - "confidence": 0.7, - "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report here and is the best available representative for the cluster\u2019s main tokenization theme, even though the items are not true duplicates.", + "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs and regressions. Several pairs are superficially similar (imports, tokenizer behavior, loading failures), but none look like the same underlying defect, so no soft pair should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the full cluster: the items span unrelated tokenizer, import, generation, quantization, and model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "43122 is the most representative issue: it is clearly reproducible, open, and sits closest to several tokenization/chat-template related candidates without overcommitting to a narrower subsystem.", + "best_issue_reason": "issue:43122 is the closest representative of the tokenizer-regression subtheme, but the cluster is too heterogeneous for it to serve as a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:46082", - "accept": false, - "reason": "Different bugs: compiled-generation inconsistency vs LlamaConfig head_dim validation." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Unrelated areas: ONNX import failure vs tokenizer spacing after added tokens." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Different model-specific problems: RoPE layer dropping vs tied-weights warning on Qwen3-Next." - }, - { - "left": "issue:44671", - "right": "issue:46132", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Masked-LM prediction regression is unrelated to AttentionInterface.register behavior changes." + "reason": "Both are import errors, but they miss different symbols from different transformer modules and appear to be distinct breakages." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + "reason": "Both involve model/precision problems, but one is a FineGrainedFP8 accuracy issue and the other is a Qwen3-VL-Moe v5 bug; different failures." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Broken env command and sentence-transformers import NameError are unrelated." + "reason": "torch.split return-value handling and a wrong docstring for position_ids are unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Tokenizer mapping None-handling and AutoProcessor cached_file kwargs are different code paths." + "reason": "Qwen3 offset_mapping is a different tokenizer bug than add_special_tokens not adding BOS/EOS." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "TF32 configuration guidance is unrelated to torch.split return handling." + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and failure modes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Position_ids buffer access and tokenizer_class save_pretrained mismatch are separate bugs." + "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a wrong decoder type in v5." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Sentence-Transformers loading hang and MacOS bus error are not the same issue." + "reason": "A model-type warning and a memory overflow in sam3-litetext are not the same bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "Both are tokenizer/chat-template related, but one is a versioned tokenization regression and the other is assistant_mask generation for multimodal inputs." + "reason": "Tie-word-embeddings warnings and a sliding-window off-by-one error are unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring problem." + "reason": "A specific missing import and a broad collection of import errors after upgrade are not the same concrete issue." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and pipeline-parallelism output errors are different code paths." + "reason": "FineGrainedFP8 accuracy issues are unrelated to an infinite loop on a specific image." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are distinct bugs." + "reason": "Missing transformers.onnx and extra whitespace after added tokens are unrelated tokenizer/import problems." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44464", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer behavior regression and continue_final_message on mistral_common tokenizers are not clearly the same defect." + "reason": "Chunked generation inconsistency under compilation and LlamaConfig head_dim validation are different problems." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Missing rms_norm_eps in MLA layernorm config is unrelated to the position_ids docstring." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Wrong offset_mapping and failure to load a specific model are unrelated." + "reason": "RoPE layer dropping in Smollm3 and a tied-weights warning in Qwen3-Next do not share the same underlying bug." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Dequantized save failure and invalid GenerationConfig are separate issues." + "reason": "A broken env CLI command and a NameError during sentence-transformers import are different failures." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Python version support breakage and pipeline-parallelism output corruption are unrelated." + "reason": "Custom model initialization breakage in v5 and NaNs in classification heads are not the same defect." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44671", + "right": "issue:46132", "accept": false, - "reason": "A specific missing top-level import does not match the broader many-import-errors report closely enough." + "reason": "Incorrect CamemBERT MLM predictions and altered AttentionInterface.register behavior are distinct issues." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Generation kwargs after sync_gpus and recurrent-state reset in modular_qwen3_5.py are different bugs." + "reason": "A tokenizer-mapping None assumption and AutoProcessor kwargs forwarding are both loading-path issues, but not the same bug." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Model-type warning and missing fpn_position_embeddings are different SAM 3 failures." + "reason": "Reading a bufferized position_ids tensor and tokenizer_class mismatch on save are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "sentence-transformers import NameError is unrelated to stale Sam3LiteText auto_mappings references." + "reason": "Both are loading failures, but one is a Sentence Transformers stall and the other is a MacOS bus error on a CLIP model." }, { - "left": "issue:39401", + "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Offset mapping correctness and multimodal assistant_masks are different tokenizer behaviors." + "reason": "Both involve tokenization, but one is a general version-to-version tokenization change and the other is multimodal assistant_mask generation." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Dequantized save failures and Phi-4 multimodal load failures are unrelated." + "reason": "TF32 settings guidance and torch.split return values are unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Empty multi-label classification results are unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Attention-kernel divergence under torch.compile and a docstring typo are not the same issue." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Different tokenizer/chat-template bugs affecting different model families and failure modes." + "reason": "Quantized model saving failure and incorrect pipeline-parallel output are different code paths." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + "reason": "Passing kwargs to cached_file and chat-template crashes with tool calls are separate bugs." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Precision/epsilon config issue is not a docstring duplicate." + "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Buffer access bug and tokenizer_config.json class mismatch are not the same defect." + "reason": "A missing rms_norm_eps in MLA q_a_layernorm and a wrong docstring are unrelated." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "DSA indexer activation omission and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Wrong offset_mapping and failing to load cjvt/sleng-bert are different tokenizer/model-loading issues." } ] }, @@ -13514,7 +13339,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 43, "review_unit_count": 52, "status": "reviewed", @@ -13522,275 +13347,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:22355", "issue:28218", - "issue:29127", "issue:29159", "issue:30990", "issue:36296", - "issue:38617", + "issue:39401", + "issue:41628", "issue:42175", - "issue:42222", - "issue:42371", "issue:42673", "issue:42757", "issue:42907", "issue:43066", "issue:43116", "issue:43122", + "issue:43232", "issue:43278", - "issue:43441", + "issue:43408", "issue:43452", + "issue:43475", "issue:43493", - "issue:43611", "issue:43784", "issue:43824", - "issue:43874", "issue:43937", - "issue:43992", + "issue:43976", "issue:44038", - "issue:44188", "issue:44222", "issue:44295", "issue:44297", "issue:44351", - "issue:44355", + "issue:44360", "issue:44485", - "issue:44704", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44743", "issue:44779", + "issue:44829", "issue:44938", "issue:44945", + "issue:44964", "issue:45072", + "issue:45200", "issue:45216", "issue:45278", "issue:45446", "issue:45478", - "issue:45753", - "issue:46002", - "issue:46231", - "issue:46328" + "issue:45600", + "issue:45753" ], "soft_pairs": [ + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:42907|issue:44964", + "issue:43122|issue:44514", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:43408|issue:43475", "issue:44038|issue:44297", + "issue:44360|issue:44485", "issue:44038|issue:44295", "issue:28218|issue:30990", "issue:42907|issue:43452", "issue:43122|issue:44779", - "issue:36296|issue:43116", "issue:44038|issue:44222", "issue:45216|issue:45478", + "issue:36296|issue:43116", "issue:43824|issue:44351", "issue:43784|issue:45446", - "issue:43278|issue:44945", "issue:22355|issue:29159", "issue:42757|issue:44351", + "issue:43278|issue:44945", "issue:42175|issue:44938", - "issue:42673|issue:45072", "issue:43493|issue:45753", - "issue:43992|issue:44704", - "issue:43066|issue:44779", - "issue:22355|issue:29127", - "issue:44355|issue:46231", - "issue:38617|issue:45278", - "issue:44188|issue:46328", - "issue:43937|issue:44485", - "issue:43611|issue:46002", - "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:42222|issue:43441" + "issue:42673|issue:45072", + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "2bc9c189ab07606925cce75a64798f4eb422aac822211dcadca5d05b5666020d", + "prepared_review_unit_hash": "db214f639fc42a3e81e57946516dd381718fbfd0be6736d85f2671c061ea2de8", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34761, - "estimated_input_tokens": 8691, - "estimated_eval_tokens": 17638 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by broad subsystem or version-regression theme; none look merge-safe as duplicates. The cluster is mixed, with tokenizer regressions being the closest common thread.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 43122 is the broadest and most central tokenizer-regression report in this set, so it is the best issue representative if one must be chosen. That said, the cluster overall is heterogeneous and not a clean duplicate group.", + "summary": "These items are largely unrelated standalone bugs and import/regression reports; no soft duplicate pair is convincing enough to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is the clearest self-contained regression report in the set: specific model family, specific version boundary (v5 vs v4), and a concrete user-visible tokenizer failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the best overall issue candidate because it most directly captures the shared tokenizer-v5 regression theme seen in the closest related reports.", + "best_issue_reason": "issue:44779 is the strongest overall triage candidate because it is concrete, reproducible, and narrowly scoped to a single regression path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Different bugs: a Qwen3-VL-Moe model/load regression versus a tokenizer save_pretrained config mismatch." + "reason": "Different failures: saving dequantized Ministrals/Devstrals vs GLM-5 generation config validation." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Unrelated symptoms and code paths: Qwen3-VL-Moe loading issue vs position_ids buffer access error." + "reason": "One is a Python-version compatibility issue, the other is incorrect output under pipeline parallelism." }, { - "left": "issue:28218", - "right": "issue:30990", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer spacing behavior is unrelated to a Sentence Transformers loading hang." + "reason": "The latter is a broad import-regression report; the former is a specific missing export for AutoImageProcessor." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Different pretrained/save failures: dequantized model saving vs gguf_file/from_pretrained loading." + "reason": "Both involve generation internals, but they describe different bugs and code paths." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Both concern tokenization regressions, but one is generic v5 drift and the other is a Deepseek-specific wrong-output report; not enough evidence of the same concrete bug." + "reason": "Unrelated import failure in sentence-transformers vs SAM3 auto-mapping CI breakage." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label output bug are separate issues." + "reason": "Different tokenizer subsystems: offset_mapping bug vs multimodal assistant_mask generation." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Qwen3-VL-Moe breakage and FP8 save_pretrained behavior are different model-path problems." + "reason": "Unrelated model-saving bug vs Phi-4 multimodal loading failure." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint correctness and the other is a from_pretrained load error." + "reason": "Tokenization regression vs batched chat-template crash; not the same underlying bug." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Different missing exports from transformers; separate import errors for different symbols." + "reason": "Example-script classification failure vs Gemma 4 multimodal token-type defaulting." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "sentence-transformers import failure and flex_attention version-check bug are unrelated." + "reason": "Qwen3.5 label-propagation bug is unrelated to flash_attention_3 training degeneration." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as incorrect output under pipeline parallelism." + "reason": "Same model family, but one is a model-type/config warning and the other is a missing output attribute." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "ONNX module import error and slow/fast tokenizer inconsistency are unrelated." + "reason": "Qwen3-VL-Moe loading problem and tokenizer_config metadata mismatch are different issues." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Different missing imports from different packages; no shared code-path evidence." + "reason": "Completely different models and failures: DSA indexer comment vs GLM-5 RoPE implementation." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to Python 3.14 load failure." + "reason": "Different bugs: Qwen3-VL-Moe load issue vs position_ids buffer access error." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:28218", + "right": "issue:30990", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to bfloat16 dtype mismatches in CI inference." + "reason": "Tokenizer extra-space bug and Sentence Transformers loading hang are unrelated." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are different model-specific bugs." + "reason": "Model saving/dequantization issue is unrelated to gguf_file loading breakage." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Missing embed_tokens weight in UMT5Encoder loading is separate from AutoProcessor kwargs forwarding." + "reason": "Both are tokenizer regressions, but they affect different models and describe different concrete failures." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are tokenizer-v5 regressions, but the reported failures point to different concrete behaviors and likely different code paths." + "reason": "Qwen3-VL-Moe loading vs FP8 save_pretrained for moe are different code paths." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "No module import error and LayoutLMv3 error-message clarity are unrelated." + "reason": "Related to Qwen3.5 save/load behavior, but one is checkpoint saving and the other is from_pretrained loading; not clearly the same bug." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Compiled-file runtime errors and a documentation parameter-name mismatch are not duplicates." + "reason": "Tensor-parallel training bug is unrelated to the multi-label example-script issue." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "A single missing import symbol is not the same as broad import failures after upgrade." + "reason": "Different missing imports for different symbols and subsystems." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to sequence feature padding performance." + "reason": "Sentence-transformers import NameError is unrelated to the flex_attention version-check bug." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Invalid GenerationConfig and RoPE implementation discussion are different GLM-5 issues." + "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are separate bugs." + "reason": "Both are import errors, but for different APIs and causes." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Example-script empty outputs and SigLIP2 implementation mismatch are unrelated." + "reason": "Embedding dtype drift during evaluate is unrelated to pipeline-parallel output corruption." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "TF32 API warning and missing image-patch-count method are unrelated." + "reason": "Backend packaging issue and Python 3.14 load failure are different compatibility problems." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are distinct model bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "VitPose breakage and Ministral flash-attention failure are different model-specific problems." + "reason": "Both mention tokenizer regressions in v5, but they concern different model families and different failure modes." } ] }, @@ -13804,7 +13644,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 44, "review_unit_count": 52, "status": "reviewed", @@ -13812,65 +13652,75 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ + "issue:22355", + "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", + "issue:42371", "issue:42673", "issue:43064", "issue:43116", - "issue:43122", + "issue:43441", "issue:43450", - "issue:43582", + "issue:43493", + "issue:43611", "issue:43673", "issue:43825", "issue:43827", + "issue:43874", "issue:43906", "issue:43937", "issue:43976", "issue:43986", + "issue:43992", "issue:44038", "issue:44075", "issue:44117", + "issue:44188", "issue:44291", + "issue:44355", "issue:44380", - "issue:44410", "issue:44466", + "issue:44485", + "issue:44704", "issue:44779", - "issue:44829", "issue:44936", "issue:44977", "issue:45071", - "issue:45081", "issue:45083", - "issue:45216", - "issue:45310", - "issue:45341", + "issue:45278", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", - "issue:45561", "issue:45563", "issue:45588", "issue:46002", "issue:46077", - "issue:46178", - "issue:46298", + "issue:46231", "issue:46328" ], "soft_pairs": [ + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42222|issue:43441", "issue:44075|issue:44936", - "issue:43976|issue:45446", + "issue:42371|issue:43874", "issue:45357|issue:45478", "issue:44038|issue:45478", + "issue:43976|issue:45446", "issue:43116|issue:43825", - "issue:45083|issue:45446", "issue:43064|issue:43673", + "issue:45083|issue:45446", "issue:43937|issue:45563", "issue:33453|issue:39401", "issue:44380|issue:46077", @@ -13878,225 +13728,214 @@ "issue:39401|issue:44779", "issue:42673|issue:43906", "issue:43827|issue:45446", - "issue:43450|issue:43986", - "issue:43673|issue:46328", "issue:43937|issue:44977", + "issue:43673|issue:46328", + "issue:43450|issue:43986", "issue:44291|issue:45071", - "issue:44466|issue:46002", - "issue:45405|issue:45446", - "issue:44117|issue:45081", - "issue:43122|issue:46298", - "issue:45341|issue:45561", - "issue:44410|issue:45310", - "issue:45341|issue:46328", - "issue:44829|issue:45216", - "issue:42673|issue:43582", - "issue:42617|issue:45341", - "issue:38617|issue:41628", - "issue:42222|issue:46178" + "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "fcab82275fb4b3a970050f28c94537c763c09874a32515e4e9394f1eaffadd40", + "prepared_review_unit_hash": "8c6364b0001ca172cd9926446325a78d6842b6a14c39eb95353077862143d239", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36560, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "soft_pair_count": 29, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate pairs here; the set mixes unrelated regressions across tokenizers, Qwen model variants, trainer/FSDP, vision/video processors, and version-check/import issues. I found no soft edge that clearly represents the same underlying bug or change.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 43122 is the most canonical representative of the cluster: it describes a broad tokenizer regression across versions with a clear before/after comparison, whereas most other issues are narrower model-specific or unrelated symptoms.", + "summary": "This cluster is a loose mix of Transformers v5 regression reports across loading, tokenizers, generation, attention, and model-specific paths. The items are mostly thematically related but not true duplicates; I found no soft-edge pair that clearly describes the same underlying bug or change.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the best anchor because it is the broadest and most representative v5 regression report in the set, centered on upgrade-related import failures that match the cluster\u2019s general theme.", "canonical_pr_reason": null, - "best_issue_reason": "43122 is the best single issue to anchor this cluster because it is the broadest tokenizer behavior regression and is more general than the model-specific reports.", + "best_issue_reason": "issue:45278 best fits the cluster as a canonical issue since it captures the widest, most cross-cutting upgrade/regression symptom rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Optimizer-argument handling and post-train evaluate failure are different code paths and different symptoms." + "reason": "Different subsystems and failure modes: ONNX import path vs LayoutLMv3 box-validation messaging." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Python version compatibility is unrelated to a flex_attention AuxRequest import/version check." + "reason": "One is a missing model weight during load; the other is AutoProcessor not forwarding kwargs. Not the same bug." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained serialization of visual keys and the other is a from_pretrained load error; not clearly the same concrete bug." + "reason": "Compiled Python file errors and a doc parameter-name mismatch are unrelated." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Different model families/versions and different failure surfaces; too broad to treat as one bug." + "reason": "Both mention import problems, but one is a specific missing symbol while the other is a broad upgrade report; not enough to treat as the same bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Example-script multi-label output failure and pipeline v5 migration messaging are distinct issues." + "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 issues." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "A qwen3_omni_moe helper-function bug is unrelated to a flex_attention import/version guard." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption and chunked-prefill cache handling are different trainer/generation paths." + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different code paths and symptoms." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning in paged generate are not the same bug." + "reason": "Example-script multi-label empty outputs and SigLIP2 HF/JAX discrepancy are not the same bug." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are related only at a high level, not the same underlying defect." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "GPT2 attention-scaling behavior under SDPA/FlashAttention differs from Gemma4 bidirectional-mask construction." + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior do not match." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Tokenizer mapping fallback logic and flash_attention sink-less-model crash are unrelated." + "reason": "TF32 settings guidance and a missing image-patch helper are unrelated." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different observable behavior." + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading; different failures." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "A VRAM leak in multi-dataloader-thread use is not the same as an isolated reproduction of another issue." + "reason": "Both mention Qwen3-VL-Moe, but the titles indicate separate load-time regressions without evidence of the same concrete defect." }, { - "left": "issue:43827", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Documentation references to pipeline() are unrelated to the AuxRequest import version check." + "reason": "Python-version support and a PyTorch version check bug are different compatibility issues." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Batched video-processor shape handling and AutoProcessor crash without torchvision are different video-processing failures." + "reason": "Example classification output and pipeline deprecation/error messaging are unrelated." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Generation cache missing in chunked prefill is unrelated to a padding performance issue in SequenceFeatureExtractor." + "reason": "Distributed optimizer state corruption and missing generation cache are different training vs generation bugs." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation problems are distinct bugs." + "reason": "A helper-function behavior issue in qwen3_omni_moe is unrelated to a flex_attention import/version check." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Unexpected _is_hf_initialized argument handling is not the same as PretrainedConfig type-checking breakage." + "reason": "Invalid GenerationConfig and a stale warning in paged generate are not the same defect." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Serialization of tied lm_head weights and NaNs in classification heads are different failure modes." + "reason": "Generic tokenizer-loading regression versus a specific offset_mapping bug are too different to merge." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "PEFT minimum-version metadata and PyTorch version checks are unrelated." + "reason": "Both concern attention behavior, but one is backend-specific scaling and the other is causal-mask construction for Gemma4." }, { "left": "issue:44117", - "right": "issue:45081", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patch crashes affect different subsystems." + "reason": "Tokenizer mapping assumptions and a flash_attention AttributeError are unrelated." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer regression versus noisy logging message; no shared underlying defect." + "reason": "Both are tokenizer correctness bugs, but they affect different models and different observable behavior." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "A generic testing_utils bug and an xdist race in captured_info.txt are not clearly the same issue." + "reason": "A VRAM leak in dataloader threads is not clearly the same as an isolated reproduction of another issue." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Qwen3next missing projections and Qwen3.5 MoE from_pretrained error are different model-path problems." + "reason": "Pipeline removal docs and a flex_attention version check are unrelated." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Testing_utils behavior and feature-extractor padding performance are unrelated." + "reason": "GLM-5 generation-config invalidation and Qwen3.5 flash-attention generation failure are different issues." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained checkpoint regression do not share the same code path." + "reason": "Missing generation cache and sequence feature extractor padding performance are unrelated." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "VRAM leak in threaded loading and AppleSilicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Batched video processor shape errors and missing torchvision crash handling are different video-path problems." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Both are import errors, but for different symbols and modules, so they are not the same bug." + "reason": "Unexpected init_empty_weights argument handling and PretrainedConfig type checking are related only loosely by model loading, not the same bug." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Vitpose model breakage and an unknown backend mapping error are different problems." + "reason": "Tied-weight serialization inconsistency and NaNs in classification heads are distinct failures." } ] }, @@ -14110,7 +13949,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 45, "review_unit_count": 52, "status": "reviewed", @@ -14118,7 +13957,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:38617", "issue:39401", @@ -14127,297 +13966,286 @@ "issue:42222", "issue:42371", "issue:42490", + "issue:42617", "issue:42673", "issue:42831", "issue:43012", "issue:43066", - "issue:43097", "issue:43122", "issue:43408", "issue:43421", - "issue:43441", "issue:43577", - "issue:43673", + "issue:43582", "issue:43742", - "issue:43874", - "issue:43931", "issue:43937", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", - "issue:44263", - "issue:44360", "issue:44410", "issue:44483", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", "issue:44829", "issue:44877", "issue:44933", - "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", + "issue:45405", + "issue:45446", "issue:45464", "issue:45478", "issue:45542", + "issue:45561", "issue:45656", - "issue:46172", + "issue:46178", "issue:46231", + "issue:46298", "issue:46328" ], "soft_pairs": [ + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:42673|issue:43582", "issue:45362|issue:46328", - "issue:39401|issue:43421", "issue:43408|issue:43742", + "issue:39401|issue:43421", "issue:42490|issue:42673", - "issue:42371|issue:44261", "issue:44877|issue:46231", + "issue:42371|issue:44261", "issue:44484|issue:45310", - "issue:43937|issue:44496", "issue:38617|issue:44220", - "issue:43066|issue:43122", + "issue:43937|issue:44496", "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42222|issue:45542", "issue:44483|issue:45464", - "issue:44075|issue:45656", + "issue:44410|issue:45478", "issue:42371|issue:42831", - "issue:42222|issue:45542", "issue:43012|issue:43577", - "issue:44410|issue:45478", - "issue:42175|issue:42222", - "issue:43097|issue:44493", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:43874|issue:44261", - "issue:44263|issue:44485", - "issue:45071|issue:45542", - "issue:43012|issue:43408", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43441|issue:44829", - "issue:44484|issue:45478", - "issue:43931|issue:44410" + "issue:44075|issue:45656", + "issue:42175|issue:42222" ], - "prepared_review_unit_hash": "53a81ed5a5df4b68c9b4c0f8f69c9c1693d4f5c019f4dd83b9520ce380f7aaec", + "prepared_review_unit_hash": "03f6448a11668f24600f0e03eba7ef6b632f1faba632037f90fcf7897a4caf7e", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36198, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35533, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still very heterogeneous: import regressions, tokenizer behavior, model-loading errors, optimizer issues, and unrelated precision/performance reports. The only seemingly near-match pairs are thematically similar, but the packet does not justify any exact duplicate merges; in particular, the Qwen3.5 MoE from_pretrained reports should not be matched to the max_shard_size issue.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set and the closest thing to a cluster anchor, since it covers post-upgrade import breakages. It is still only a representative, not a true canonical for the whole mixed cluster.", + "summary": "This cluster looks like a false-positive mix of unrelated issues, with only loose topical overlap in tokenizer/import/version-regression areas. I would not merge any of the soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43122 is the best representative of the only substantial subtheme here: a concrete tokenizer regression across versions, with external references and a broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best single issue to represent the cluster because it is the most general high-signal regression report among the items, but it does not subsume the many unrelated subtopics.", + "best_issue_reason": "43122 is the most suitable anchor issue because it is clearly stated, user-facing, and broader than the other tokenizer-adjacent items in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Different models and different failure modes; not the same bug." + "reason": "Different dependency/version problems: PEFT pinning vs a PyTorch version check for flex_attention." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but wrong offset mapping and runtime post-processor updates are distinct defects." + "reason": "Both involve tokenizers, but one is a mapping-name None bug and the other is a Mistral regex patch crash; different code paths." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Different model-loading warnings/errors with no concrete shared code path." + "reason": "Tokenizer regression vs noisy logging; no underlying bug overlap." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Local-path import warning vs VRAM leak in dataloader threads are unrelated." + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist file race; not the same issue." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "TF32 API guidance and rms_norm_eps precision are different issues." + "reason": "Different Qwen problems: missing projections in qwen3next vs from_pretrained error for Qwen3.5 MoE." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Strict config loading and a documentation parameter mismatch are not the same problem." + "reason": "Testing-utils bug vs sequence feature extractor performance issue; unrelated." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Issue 44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained error." + "reason": "FlashAttention training degeneration vs save_pretrained checkpoint regression are distinct failures." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "GenerationConfig validation and missing model_type config are different loading failures." + "reason": "VitPose model breakage and tensorflow_text backend mapping are unrelated." }, { "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for a missing symbol and an fbank feature-extraction issue are unrelated." - }, - { - "left": "issue:43066", - "right": "issue:43122", + "right": "issue:41628", "accept": false, - "reason": "Both concern tokenizer changes in v5, but the reported behaviors are different." + "reason": "Different import errors for different symbols; same broad symptom, not the same bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "The broad import-regression report is too generic to prove it is the same concrete missing-import bug." + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Chat/completions request acceptance and streaming inference on a specific model are different problems." + "reason": "Qwen3 VRAM leak in dataloader threads vs Apple Silicon warmup TypeError; different failures." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Unused SGD args and double optimizer stepping with deepspeed are distinct optimizer bugs." + "reason": "Chat API crash vs pad performance regression; no shared underlying defect." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "TF32 behavior and FineGrainedFP8 accuracy are unrelated precision topics." + "reason": "Different model-loading issues: sam3 type warning vs MobileLLM key error." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Vitpose model breakage and missing TensorFlow backend are separate issues." + "reason": "Offset mapping regression and runtime post-processor update feature request are related only at a very high level." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "Both involve dtype/precision, but they affect different models and failure modes." + "reason": "Local-path import warning and a VRAM leak are unrelated." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Different Qwen model-loading bugs with no shared concrete defect shown." + "reason": "Strict config loading and documentation parameter mismatch are not the same bug." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "TensorFlow install packaging and vitpose breakage are not the same issue." + "reason": "TF32 behavior control and MLA rms_norm_eps precision error are distinct issues." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Removed config field warning and unexpected position-id keys are different regressions." + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a Qwen3.5 streaming inference failure." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Generation cache bug and a testing_utils bug are unrelated." + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "ImportError for AutoImageProcessor and a PreTrainedConfig type-checking breakage are separate API regressions." + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized-model/config.json loading error are different bugs." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Multimodal token counting and rms_norm_eps precision are unrelated." + "reason": "A missing image_utils import and a broad upgrade-time import regression are not the same concrete failure." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and GLM-5 RoPE implementation are different code paths." + "reason": "Both are tokenizer regressions, but one is wrong decoder type and the other is changed tokenization output; not enough evidence they share one root cause." }, { - "left": "issue:45071", + "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and undefined tf backend error are different failures." + "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Float32 warning on compile and sam3_video/sam3_tracker type mismatch are unrelated." + "reason": "Different chat/completions failures with different triggers and models." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Different model-specific tensor math issues with no clear shared defect." + "reason": "Different Qwen3.5/Qwen3next model-loading failures; similar family, not the same bug." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "DSA indexer ReLU bug and DeepSeek-V4 transpose issue are unrelated." + "reason": "TF32 API guidance issue vs FineGrainedFP8 accuracy issue are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "FlashAttention is common vocabulary, but inference failure and degenerate training are not the same bug." + "reason": "Compile-time precision warning and BLIP2 dtype propagation bug are different dtype-related problems." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Issue 44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained error." + "reason": "SGD args ignored and optimizer.step() called twice under deepspeed are distinct optimizer bugs." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." + "reason": "TensorFlow not included in a torch install and broken VitPose models are unrelated installation/model issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary is mostly cautious, but the soft-edge acceptances overstate the evidence. In particular, issue:44484\u2019s title is about `max_shard_size` in `save_pretrained()`, not the Qwen3.5 MoE `from_pretrained` error, so calling it an exact duplicate of issue:45310 or issue:45478 is not grounded in the packet. With only the provided titles/body snippets, those pairs should stay conservative (at most possible relation, not duplicate)." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14425,7 +14253,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 46, "review_unit_count": 52, "status": "reviewed", @@ -14433,24 +14261,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:38617", + "issue:41628", "issue:42757", "issue:42890", + "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43335", "issue:43408", + "issue:43441", "issue:43452", "issue:43502", "issue:43531", "issue:43673", - "issue:43824", - "issue:43873", "issue:43874", - "issue:43906", "issue:43931", "issue:43986", "issue:43992", @@ -14460,31 +14287,44 @@ "issue:44261", "issue:44263", "issue:44315", - "issue:44351", - "issue:44368", + "issue:44360", "issue:44410", "issue:44484", "issue:44485", - "issue:44704", + "issue:44493", + "issue:44829", "issue:44933", - "issue:44938", "issue:44987", "issue:45003", "issue:45071", - "issue:45103", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45478", + "issue:45542", "issue:45588", + "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46178", "issue:46231", - "issue:46298" + "issue:46298", + "issue:46369" ], "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:44484|issue:45478", + "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43097|issue:43452", @@ -14492,12 +14332,12 @@ "issue:45003|issue:45341", "issue:43986|issue:45341", "issue:44933|issue:46231", + "issue:45753|issue:46369", "issue:44117|issue:44987", - "issue:43408|issue:44368", - "issue:43874|issue:44263", "issue:43986|issue:44484", - "issue:43986|issue:45372", + "issue:43874|issue:44263", "issue:45440|issue:46172", + "issue:43986|issue:45372", "issue:43531|issue:45341", "issue:44261|issue:44485", "issue:43097|issue:46050", @@ -14506,231 +14346,254 @@ "issue:38617|issue:42757", "issue:44062|issue:44117", "issue:44410|issue:45375", - "issue:42890|issue:46298", "issue:44038|issue:44410", - "issue:43502|issue:43992", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:44704|issue:45103", - "issue:43986|issue:44117", - "issue:43824|issue:43986", - "issue:44938|issue:46178", - "issue:43066|issue:43906" + "issue:42890|issue:46298", + "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "4494439919da80146a3d2b72fb3e3b4af4beb585ee9298e7b293f04225357fd9", + "prepared_review_unit_hash": "f20ff2ec414ade59ed9e09465fe8f20102541931a429c7d4f0f93a71f3246936", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36947, - "estimated_input_tokens": 9237, - "estimated_eval_tokens": 18730 + "soft_pair_count": 36, + "serialized_chars": 38322, + "estimated_input_tokens": 9581, + "estimated_eval_tokens": 19418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformer regressions and import/load failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43097 is the clearest anchor: it describes a concrete, user-facing v5 regression with a specific missing behavior and broad downstream impact, making it the best representative issue in this mixed set.", + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-loading bugs, training regressions, config issues, and doc/test nits. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest standalone issue to keep: it is specific, actionable, and tied to a clear API regression rather than a vague symptom or model-specific edge case.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Different models and failures: Qwen3-VL weight-shape mismatch vs a Qwen3-VL-MoE issue. Not the same code-path bug." + "reason": "Different bugs: removed tie_embeddings API vs unexpected position-id key handling." }, { - "left": "issue:43335", + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: GenerationMixin cache/chunked prefill vs a testing_utils bug." + }, + { + "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "One is a SwitchTransformers sparse-layer config bug; the other is a generic PretrainedConfig type-checking regression." + "reason": "Different import/type issues in unrelated code paths." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Different APIs and symptoms: removed config flag vs gguf loading broken for tokenizer/model from_pretrained." + "reason": "Different GLM internals: DSA indexer split bug vs RoPE implementation discussion." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Both involve generation/pipeline behavior, but they are distinct bugs in different code paths and outputs." + "reason": "Type-checking regression vs tensorboard-without-TF backend error." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Unrelated areas: sys.modules access in modeling_utils vs a testing_utils bug." + "reason": "Different model components and failures; not the same bug." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Video AutoProcessor/torchvision crash is unrelated to a testing utility issue." + "reason": "Bfloat16 compile warning vs sam3 model-type warning are unrelated." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "An image_utils import problem is not the same as a documentation/parameter-name mismatch." + "reason": "Different Deep/GLM internals and different failure modes." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "The former is a tokenizer-mapping None assumption; the latter is a specific model-loading failure for a named repo. Too little evidence of one bug." + "reason": "Different code paths: missing ReLU in DSA indexer vs deepseek-v4 tensor op bug." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Different warnings in different model families; not the same underlying defect." + "reason": "Both Qwen-family, but distinct loading/missing-projection problems." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Different GLM components and failure modes: missing image-patch helper vs torch.split return handling." + "reason": "Save_pretrained shard-size question vs Qwen3.5 MoE loading error." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "A processor/torchvision import crash is unrelated to save_pretrained shard-size behavior." + "reason": "Both involve flash attention, but different models and symptoms." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both are loading/import errors, but for different missing dependencies and different processors; not the same bug." + "reason": "Related model family, but different Qwen-VL loading issues." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Different DeepSeek model implementations and different tensor-operation bugs." + "reason": "SwitchTransformers config bug vs PretrainedConfig typing regression." }, { - "left": "issue:43531", + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Unrelated: tie_embeddings API removal vs gguf file loading breakage." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache bug vs pipeline partial-batch result dropping." + }, + { + "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils bug." + "reason": "Unsafe sys.modules access vs a testing_utils bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "A missing rms_norm_eps config field is a different issue from GLM-5 RoPE implementation." + "reason": "AutoProcessor/video-model torchvision dependency issue vs testing_utils." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Removed config behavior in v5 is not the same as quantized model save/load corruption." + "reason": "Missing import in image_utils vs docs parameter-name mismatch." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "No overlap in code path: tie_embeddings config removal vs flash_attention crashing on sink-less models." + "reason": "Different model failures: Qwen3_5 infinite loop vs sam3-litetext OOM." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel not applying with model_init." + "reason": "Tokenizer mapping None bug vs a specific model loading failure." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules; not the same missing export." + "reason": "Processor-loading crash vs save_pretrained shard-size behavior." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "AddedToken keyword duplication is a tokenizer construction bug, not the same as tokenizer-mapping None handling." + "reason": "Image processor method missing vs DSA indexer split handling." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Different model/config families and distinct missing-field/projection problems." + "reason": "DeepSeekV3 implementation divergence vs a deepseek-v4 tensor operation issue." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + "reason": "Different missing-dependency import crashes in different processor paths." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model math issues; not the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Different Qwen model variants and different architectural failures." + "reason": "API removal vs quantized model save/load breakage." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Local-files-only network leakage is unrelated to missing embed_tokens weights during UMT5Encoder loading." + "reason": "API removal vs flash_attention crash are unrelated." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Both are import errors, but they concern different exported names and different breakages." + "reason": "Training optimizer-state bug vs Liger Kernel application bug." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Config removal in v5 and quantization offloading problems are separate regressions." + "reason": "Both are import errors, but for different modules and root causes." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Passing kwargs to cached_file and future-annotations crashes are different failure points." + "reason": "Tokenizer constructor error vs tokenizer mapping None assumption." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Processor loading without torchvision and tokenizer-mapping None assumptions are unrelated." + "reason": "Different Qwen3 submodel config/model issues." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Different missing dependency/import errors affecting different model loaders." + "reason": "Related family, but distinct Qwen3-VL-Moe vs Qwen3next problems." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to an unsupported BACKENDS_MAPPING backend." + "reason": "Integration test seed flakiness vs noisy logging message." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not clearly the same concrete bug." + "reason": "Offline mode network-leak bug vs missing embed_tokens weight on load." } ] }, @@ -14744,7 +14607,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 47, "review_unit_count": 52, "status": "reviewed", @@ -14752,7 +14615,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36683", "issue:38617", @@ -14761,6 +14624,7 @@ "issue:42907", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", "issue:43208", "issue:43352", @@ -14768,45 +14632,52 @@ "issue:43526", "issue:43550", "issue:43582", - "issue:43618", - "issue:43756", - "issue:43761", - "issue:43792", "issue:43824", "issue:43825", + "issue:43873", + "issue:43906", "issue:43976", + "issue:43986", "issue:43992", - "issue:44038", + "issue:44117", "issue:44162", "issue:44222", - "issue:44230", + "issue:44351", "issue:44368", "issue:44380", "issue:44483", "issue:44484", - "issue:44485", "issue:44514", "issue:44655", "issue:44683", + "issue:44704", "issue:44936", - "issue:45290", + "issue:44938", + "issue:45103", "issue:45478", "issue:45479", "issue:45600", "issue:45698", "issue:45712", "issue:45753", - "issue:46123", "issue:46132", "issue:46172", + "issue:46178", "issue:46298", "issue:46365" ], "soft_pairs": [ + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", "issue:43208|issue:43550", "issue:43992|issue:44484", - "issue:43012|issue:43550", "issue:43825|issue:44655", + "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:45712|issue:46298", "issue:42907|issue:44655", @@ -14816,246 +14687,246 @@ "issue:44162|issue:46172", "issue:43352|issue:43976", "issue:44380|issue:45479", - "issue:43792|issue:46123", "issue:43064|issue:44380", "issue:44380|issue:46132", - "issue:44483|issue:44514", "issue:44222|issue:45478", + "issue:44483|issue:44514", "issue:43208|issue:43526", "issue:36683|issue:43582", "issue:44936|issue:46365", "issue:43012|issue:44683", "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:45600|issue:46298", "issue:38617|issue:43502", - "issue:45698|issue:46172", - "issue:43618|issue:44380", - "issue:44038|issue:44230", - "issue:43618|issue:43761", - "issue:44483|issue:45290", - "issue:43756|issue:44485" + "issue:45600|issue:46298", + "issue:45698|issue:46172" ], - "prepared_review_unit_hash": "a0a488c8e7389b7e2cf30b164c2ef1df6f058fc59e7863bd1fc19671060cf5df", + "prepared_review_unit_hash": "38d9ad82b29d2b6ac9ce0253ee0644aad8c6a839d46543d6f641a917cd27e111", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36415, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37371, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous: many items share superficial terms like import, save_pretrained, attention, or compile, but they point to different code paths and different failures. No PRs are present. If forced to anchor the cluster, the most representative issue is the serialization/deserialization bug around save_pretrained/from_pretrained.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45698 is the broadest and most active serialization/deserialization report in the set, and it best matches the cluster\u2019s recurring save/load theme better than the narrower or unrelated reports.", + "summary": "The items are largely heterogeneous; most soft-similarity pairs share only broad subsystem overlap, not the same concrete bug. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45698 is the strongest representative if one must be chosen: it is open, has the most discussion, and describes a concrete core loading/saving regression with broad impact. That said, the overall set does not form a single tight duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the strongest discussion signal and the clearest general user impact around save_pretrained/from_pretrained behavior, so it is the best single issue to keep as the cluster representative.", + "best_issue_reason": "Issue 45698 is the best overall issue anchor because it is active, high-signal, and centers on a user-visible `from_pretrained`/`save_pretrained` correctness bug in a core path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different version-regression causes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a removed config API warning/regression; the other is a quantization offloading bug. Same broad area, not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different failure modes: argument forwarding in `AutoProcessor.from_pretrained` vs docstring processing with future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "One is a torchvision-dependent processor crash; the other is a tokenizer mapping assumption bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both involve multimodal loading, but one is a missing class import and the other is an AutoProcessor torchvision crash." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated compatibility errors: Python 3.14 load failure vs unsupported backend name in BACKENDS_MAPPING." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "`43906` is a reproduction issue, but there is no evidence it is reproducing the tokenizer-decoder bug in 43066." + }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different failures: xLSTM training blockers versus a Bamba torch.compile/SDPA regression. Same broad ML area only." + "reason": "Different model-specific training/compile failures; only superficial overlap around model training bugs." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "One is a missing weight in from_pretrained; the other is the max_shard_size default in save_pretrained. Related API surface, not the same bug." + "reason": "Missing embedding weights during load is not the same as the `max_shard_size` default question." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "A PyTorch warning when compiling bf16 models is not the same as a Bamba compile failure under SDPA." + "reason": "One is an incorrect pipeline error message; the other is inability to save pipeline objects." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Both touch pipeline-related APIs, but one is an error-message regression and the other is inability to save Pipeline objects." + "reason": "A precision warning during compile is not the same as a compile-time SDPA failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they come from different mechanisms: compile precision warning vs tie_word_embeddings warning." + "reason": "Both mention warnings, but they concern different config/precision behaviors." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy-class cleanup breaking checks is unrelated to a noisy logging message." + "reason": "Dummy class cleanup/dir leak is unrelated to a noisy logging message." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different object types and code paths." + "reason": "Different save-pretrained bugs affecting different object types and code paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized model save failure and Qwen image infinite-loop behavior are unrelated." + "reason": "Saving dequantized models and an infinite-loop multimodal generation bug are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention support gating is different from GPT2 attention scaling being ignored in SDPA/FlashAttention backends." + "reason": "Flash-Attention support gating vs GPT-2 attention scaling under SDPA/FlashAttention are different code-path problems." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed-API warning and generic noisy logging are not the same underlying issue." + "reason": "Removed config API warning is unrelated to a noisy logging message." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are unrelated." + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are different model-specific bugs." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model backend support for Flash Attention is unrelated to Python version compatibility." + "reason": "Model-specific FlashAttention support issue vs Python-version compatibility failure." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend scaling is unrelated to the single-label classification zero-loss bug." - }, - { - "left": "issue:43792", - "right": "issue:46123", - "accept": false, - "reason": "Whisper not running and MaskGenerationPipeline dropping partial-batch results are different pipeline failures." + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to a zero-loss classification bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a training/distributed bug, not an attention-backend scaling bug." + "reason": "Distributed optimizer-state corruption and attention scaling are unrelated failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling and AttentionInterface.register behavior are different attention-related problems." + "reason": "AttentionInterface behavior change is not the same as GPT-2 attention scaling being ignored." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "API request rejection in chat completions is not the same as batched apply_chat_template crashing on tool-call messages." + "reason": "Both are MoE-related, but one is FP8 save-pretrained and the other is a from-pretrained regression." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both mention moe/fp8/Qwen, but one is FP8 save_pretrained and the other is from_pretrained failure under transformers>=5.4. Different stages and symptoms." + "reason": "Chat-completions request handling and Qwen2_5_VL batched chat templating are different failures." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError do not share a root cause." + "reason": "Gemma config attribute error and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() failing after train is unrelated to being unable to import Trainer because of datasets." + "reason": "`trainer.evaluate()` after train and import failure caused by `datasets` are different issues." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A bfloat16 compile warning is not the same as compiled flex_attention failing on torch>=2.9." + "reason": "Precision warning during compile and compiled flex_attention breaking on torch >= 2.9 are different problems." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local path trailing-slash import warning and bf16 compile warning are unrelated." + "reason": "Trailing-slash local model loading warning is unrelated to a bfloat16 compile warning." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages/modules." - }, - { - "left": "issue:45600", - "right": "issue:46298", - "accept": false, - "reason": "Removed auto_mappings references breaking CI is not the same as a noisy logging message." + "reason": "Missing hub import and missing model class import are distinct import-regression cases." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing a removed utility and local_files_only still making network requests are different bugs." - }, - { - "left": "issue:45698", - "right": "issue:46172", - "accept": false, - "reason": "Wrong custom module loading after save_pretrained is unrelated to a dtype/transpose issue in deepseek-v4." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "Missing CLIPOutput attentions and GPT2 attention scaling are separate attention regressions." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Both are Qwen/Moe-related, but one is a generic transformers 5.0 incompatibility and the other is fp8 inference support." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both involve CLIP outputs, but one drops attentions and the other drops hidden_states; different regression targets." + "reason": "ImportError for a removed utility and unwanted API requests with `local_files_only=True` are different bugs." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Chat/completions request handling and apply_chat_template tool-call crashes are different code paths." + "reason": "Removed config references breaking CI and noisy logging have no common underlying code-path." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "RoPE-layer implementation issues in different models are not the same bug, even if both mention RoPE." + "reason": "Wrong custom module loaded after save/load is unrelated to the DeepSeek tensor conversion/transposition bug." } ] }, @@ -15069,7 +14940,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 48, "review_unit_count": 52, "status": "reviewed", @@ -15077,14 +14948,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:36010", "issue:36683", - "issue:41669", "issue:42175", "issue:42757", - "issue:42890", "issue:42994", "issue:43010", "issue:43064", @@ -15095,33 +14964,35 @@ "issue:43525", "issue:43611", "issue:43618", + "issue:43756", + "issue:43761", "issue:43867", "issue:43901", "issue:43931", "issue:43937", "issue:43976", "issue:43992", + "issue:44038", "issue:44075", "issue:44077", + "issue:44230", "issue:44242", - "issue:44246", "issue:44355", "issue:44380", + "issue:44483", + "issue:44485", "issue:44492", "issue:44625", "issue:44655", "issue:44855", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", "issue:45278", + "issue:45290", "issue:45310", - "issue:45375", - "issue:45561", "issue:45584", "issue:45593", - "issue:45753", "issue:46077", "issue:46082", "issue:46202", @@ -15129,24 +15000,28 @@ "issue:46365" ], "soft_pairs": [ + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43756|issue:44485", "issue:43299|issue:43867", "issue:36683|issue:43475", "issue:43066|issue:46209", "issue:42994|issue:44655", "issue:45276|issue:46077", - "issue:43299|issue:45753", "issue:43901|issue:44655", "issue:44077|issue:44380", - "issue:44625|issue:46077", + "issue:36683|issue:44077", "issue:36010|issue:42757", - "issue:43611|issue:44655", "issue:43352|issue:43937", - "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:44625|issue:46077", "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:45584|issue:46365", - "issue:42175|issue:46365", "issue:43976|issue:44938", + "issue:42175|issue:46365", "issue:43352|issue:45593", "issue:36683|issue:43525", "issue:43618|issue:45216", @@ -15158,251 +15033,240 @@ "issue:43992|issue:45310", "issue:43010|issue:45278", "issue:44355|issue:44855", - "issue:43867|issue:46202", - "issue:43867|issue:45375", - "issue:41669|issue:44246", - "issue:44938|issue:45071", - "issue:36683|issue:43064", - "issue:42890|issue:45561" + "issue:43867|issue:46202" ], - "prepared_review_unit_hash": "24d468ada38a0c3cac8ee4f91d2802a0a9e08c8013b126390d1fdd70216955e4", + "prepared_review_unit_hash": "d993973e96cf72fe95fda65537518a91b5af268abe1202f7c718d4d4d682613f", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37743, - "estimated_input_tokens": 9436, - "estimated_eval_tokens": 19128 + "soft_pair_count": 34, + "serialized_chars": 37432, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers regressions around imports, model/config loading, saving, and version compatibility. The titles do not indicate one shared concrete bug, so most soft edges should stay separate.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it describes a general post-upgrade import regression, which is the closest fit to the cluster\u2019s recurring import/load failure theme.", + "summary": "The cluster is a loose bag of mostly unrelated issues with only weak topical similarity; none of the soft pairs looks like a clear duplicate or same-change match.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated bugs and subsystems. If forced to pick an anchor, issue:43618 is the best fit: it is a concrete regression report and one of the few with multiple soft links.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best representative issue because it is the most general and triage-friendly summary of the cluster\u2019s dominant import-related complaints.", + "best_issue_reason": "issue:43618 is the strongest representative of the set: clear repro, user-facing regression, and the only item that plausibly sits at the center of a small CLIP-output cluster. Still, it is not a true canonical for the whole group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same family name, but one is a general Qwen3-VL-Moe loading bug and the other is fp8 inference support; different fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different failures; CLIP output fields vs GPT2 attention scaling." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they concern different missing outputs and could be separate bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "OpenAI-style chat endpoint rejection vs chat-template crash; not the same code-path problem." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are about different models and likely different implementation issues." + }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + "reason": "Model-loading breakage vs sorted-state_dict load failure; too generic to treat as one bug." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute bugs in different model/config classes." + "reason": "Missing config attributes on two unrelated models; no shared underlying change." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "These are unrelated failures: tokenizer decoder typing vs FP8 inference on B200." + "reason": "Tokenizer decoder type regression vs fp8 inference-on-B200 failure; unrelated." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is quantized model saving and the other is Pipeline save_pretrained; not the same bug." + "reason": "Quantized model saving and pipeline save_pretrained are different save paths and different failures." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but different features and symptoms: embedding resize vs attention mask construction." - }, - { - "left": "issue:43299", - "right": "issue:45753", - "accept": false, - "reason": "Both touch Qwen3_5/VL, but one is loading failure and the other is an infinite-loop generation bug." + "reason": "Both are Gemma4, but one is embedding resize propagation and the other is attention-mask construction." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch is unrelated to Pipeline serialization." + "reason": "Docs/behavior mismatch in pipeline classification vs pipeline serialization bug." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Different subsystems and failure modes; no shared concrete code path." + "reason": "Unrelated optimizer/model-loading issue vs attention-backend config bug." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Qwen3.5 label propagation is unrelated to Gemma4 attention masking." + "reason": "Different model/config attribute bug vs a PatchTSMixer post_init policy issue." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols from different dependencies." + "reason": "Both are import errors, but from different modules and likely different dependency/version causes." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Base_model_prefix loading regression is not the same as saving Pipeline objects." + "reason": "FlashAttention support gate vs invalid GenerationConfig; different validation paths." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Flash Attention support error and GenerationConfig validation are different bugs." + "reason": "Base-model-prefix loading regression vs pipeline saving failure; not the same bug." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Missing config field vs an unrelated post_init allowance issue." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are loading/saving regressions, but the affected models and failure mechanisms differ." + "reason": "Both are loading/saving problems, but one is sorted state_dict load order and the other is a Qwen3.5 checkpoint regression." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention mask behavior is unrelated to LlamaConfig head_dim validation." + "reason": "Both are Llama/Gemma config topics, but one is attention masking and the other is head_dim validation." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation failure and Trainer import failure are unrelated." + "reason": "Whisper generation edge case vs importing Trainer affected by datasets; unrelated." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Backend packaging choice vs Trainer import conflict are different issues." + "reason": "Python-version compatibility regressions, but for different versions and different failure modes." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Both concern Python-version compatibility, but they are different version breakages." + "reason": "Packaging/backend extras issue vs Trainer import conflict; not the same underlying bug." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different models and different missing capability/aux-loss behavior." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different model configs missing different attributes." + "reason": "Different missing config attributes on different models; no duplicate signal." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." + "reason": "CLIP output field regression vs Qwen3.5 save_pretrained checkpoint regression; unrelated." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "No concrete overlap beyond both being library regressions." + "reason": "PatchTSMixer config behavior vs Trainer import problem; no shared code path." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing config attribute vs MoE load-balancing loss logic are different bugs." + "reason": "Gemma3 config attribute bug vs MoE load-balancing-loss condition; unrelated." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Flash Attention support is unrelated to Qwen3-VL weight-shape loading errors." + "reason": "FlashAttention support guard vs Qwen3-VL weight-shape mismatch; different model-loading logic." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD optimizer arguments and Trainer import failure do not share a code path." + "reason": "Optimizer argument handling vs Trainer import dependency conflict; unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." + "reason": "FSDP2/PEFT optimizer-state bug vs a cache-strategy typo; not the same change." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen3.5 loading issues, but one is a missing weight in UMT5Encoder and the other is a MoE from_pretrained error." + "reason": "Different models and different from_pretrained failures; too broad to merge." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update semantics are unrelated to import errors after upgrading Transformers." + "reason": "Cache no_grad decorator request vs generic import errors after upgrade; no common bug." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and a torch.jit parsing IndentationError are different failure modes." + "reason": "Both involve Python file/import issues, but one is compiled-file execution and the other is a torch.jit parsing error." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Load-model error on sorted state_dict and Gemma pipeline roundtrip failure are unrelated." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Different model families and different missing/shape issues." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Import-time slowdown is broad, but one issue is a specific import-star cleanup and the other is a generic timing complaint; not enough to treat as the same bug." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Both are Python compatibility problems, but they are not the same concrete regression." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "A missing config attribute is unrelated to FSDP2/PEFT optimizer-state corruption." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Test seeding flakiness and xdist file-race issues are different test infra bugs." + "reason": "State_dict ordering load failure vs Gemma pipeline roundtrip on \u2581; different functionality and fixes." } ] }, @@ -15416,7 +15280,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 49, "review_unit_count": 52, "status": "reviewed", @@ -15424,34 +15288,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:28282", "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:36683", + "issue:41669", "issue:42548", - "issue:42831", "issue:42890", "issue:43010", + "issue:43064", "issue:43065", "issue:43232", - "issue:43299", "issue:43502", "issue:43575", "issue:43576", "issue:43618", "issue:43723", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", "issue:44077", "issue:44112", "issue:44222", + "issue:44246", "issue:44351", "issue:44355", "issue:44360", @@ -15461,7 +15324,7 @@ "issue:44625", "issue:44749", "issue:44857", - "issue:44961", + "issue:44938", "issue:44964", "issue:45071", "issue:45125", @@ -15469,6 +15332,7 @@ "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45600", "issue:45850", "issue:46132", @@ -15476,6 +15340,11 @@ "issue:46365" ], "soft_pairs": [ + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:44625|issue:46365", "issue:43867|issue:45357", @@ -15502,247 +15371,228 @@ "issue:44355|issue:44749", "issue:30333|issue:33453", "issue:45125|issue:45375", - "issue:43010|issue:43232", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:42831|issue:43874", - "issue:43502|issue:44961", - "issue:30333|issue:36296", - "issue:44355|issue:45071" + "issue:43010|issue:43232" ], - "prepared_review_unit_hash": "3050c0501791716ea02beb122512e4aff5ade4e3bbcc00ede74587f590e450ce", + "prepared_review_unit_hash": "1cb621efb207ee74ade470ace41f64bcf929798bd45811d0691ef602a3125605", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37371, - "estimated_input_tokens": 9343, - "estimated_eval_tokens": 18942 + "soft_pair_count": 32, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated model-specific regressions, import errors, docs issues, and CI/test problems. No soft edge looks like the same underlying bug/change, so I would not merge any of the candidate pairs.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella regression complaint in the set, but the cluster is too diverse for any single issue to be a strong canonical duplicate target.", + "summary": "The cluster is a loose semantic group of Transformers v5-era regression reports, but the soft pairs do not describe the same underlying bug/change. They span unrelated failures across imports, model config, training, tensor parallelism, tokenizer loading, and CI/test flakiness.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella complaint about widespread v5 breakage, but the cluster is too heterogeneous to support a precise canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the closest thing to a cluster-wide summary because it is generic enough to encompass many v5 breakage reports, though it is still too vague to be an ideal canonical.", + "best_issue_reason": "issue:45850 is the least-specific representative of the general 'v5 breaks things' theme, though it does not cleanly subsume the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different failure modes: state_dict ordering/load error vs missing Qwen3.5 vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "One is a cleanup/perf refactor request; the other is an intermittent import latency report." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: Gemma3 config missing vocab_size vs distributed training optimizer-state corruption." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load compatibility is not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing seeds and the other is a xdist file race." + }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Different bugs: cache/update no_grad behavior vs a vague meta-report about many models breaking." + "reason": "Specific autograd/no_grad API bug vs a broad complaint that v5 breaks many models." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Different failures: missing num_labels propagation vs Trainer import conflict with datasets." + "reason": "Qwen3.5 label propagation bug is unrelated to failing to import Trainer with datasets installed." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are loading-related, but they affect different model families and different failure modes." + "reason": "Both are load/save regressions, but they affect different code paths and model data." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model/config bugs: missing embed_tokens weight vs a generic Qwen3.5 MoE from_pretrained error." + "reason": "Different Qwen/UMT5 model-specific from_pretrained failures with no shared underlying bug shown." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Unrelated issues: no_grad decoration for cache update vs Python-version compatibility breakage." + "reason": "No-grad cache update issue is unrelated to Python version compatibility." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific OOM on a model load." + "reason": "Tensor-parallel training bug and TP OOM on loading a large model are different problems." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different code paths: CLIPOutput attentions regression vs patchtsmixer post_init validation." + "reason": "CLIPOutput attention assignment and patchtsmixer post_init validation are unrelated." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError for AutoModel/PyTorch availability is unrelated to tokenizer loading regression." + "reason": "Missing PyTorch dependency import error is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but one is about output attentions and the other about model structure consistency." + "reason": "Both involve CLIP internals, but one is attentions assignment and the other is class structure divergence." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Different models and symptoms: CLIP attentions regression vs LwDetrImageLoss AMP crash." + "reason": "Different subsystems: CLIP output fields vs LwDetr AMP/CUDA crash." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Unrelated: DSA indexer implementation discussion vs DeepseekV3MoE implementation divergence." + "reason": "DSA indexer activation discussion is unrelated to DeepseekV3MoE implementation drift." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different bugs: local_files_only still making requests vs AddedToken keyword collision." + "reason": "Local-files-only network leak and AddedToken argument collision are unrelated bugs." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness due to missing set_seed is unrelated to Phi-4 multimodal loading failure." + "reason": "Seed-related CI flakiness is not the same as a model-loading regression for Phi-4 multimodal." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different issues: nondeterministic tests vs stale GraniteSpeech device override CI failure." + "reason": "Different test failures: missing set_seed vs stale device override behavior." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ test seeding problem is not the same as auto_mappings referencing removed configs." + "reason": "Seed flakiness and broken auto_mappings due to removed configs are different issues." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 is not the same as checkpoint reload compatibility after upgrading versions." + "reason": "Tokenizer-from_pretrained regression and checkpoint reload after version upgrade are different loading paths." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different regressions: int4 memory growth/OOM vs inability to reload older checkpoints." + "reason": "CUDA reserved-memory/OOM under int4 quantization is unrelated to checkpoint reload failure." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different MoE issues: FP8 save_pretrained behavior vs missing tensor-parallel plan." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate Qwen3.5 MoE issues." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different components: cache/layer update decoration vs Sam3PixelDecoder dummy Conv2d." + "reason": "Cache update no_grad bug and Sam3PixelDecoder dummy Conv2d are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Different APIs: broken env CLI command vs AttentionInterface.register behavior change." + "reason": "Broken env command and AttentionInterface.register behavior change are different concerns." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Different bugs: offline file loading ignores local_files_only vs GLM-5 RoPE implementation discussion." + "reason": "Offline-loading network leak is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different root causes." + "reason": "These are both import errors, but they concern different missing top-level symbols and likely different export paths." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is specifically missing _tp_plan and the other is a broader from_pretrained failure." + "reason": "Missing _tp_plan and a generic Qwen3.5 MoE from_pretrained error are not clearly the same bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Completely different problems: running compiled Python files vs slower filtering after upgrade." + "reason": "Compiled Python file errors and version-upgrade data filtering slowdown are unrelated." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow tracking on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5 fields and failure modes: tensor-parallel plan vs missing visual config field." + "reason": "Both touch Qwen3.5 MoE config plumbing, but they omit different fields and do not show the same root cause." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both involve generation internals, but the cache-update no_grad request is not the same as sync_gpus model-kwargs handling." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to documentation confusion about forward arguments." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Different bugs: offline request leakage vs FP8 MoE save_pretrained." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both are v5 loading regressions, but one is Qwen3VL MoE-specific and the other is a general old-checkpoint reload issue." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "Different subsystems: FineGrainedFP8 accuracy vs multimodal image patch counting AttributeError." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "No relation between offline-download behavior and the unrelated racoon issue." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tensor parallel training bugs." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Different concerns: compiled Python file errors vs PretrainedConfig type-checking breakage." + "reason": "Cache/layer no_grad changes are unrelated to generation kwargs syncing after sync_gpus." } ] }, @@ -15756,7 +15606,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 50, "review_unit_count": 52, "status": "reviewed", @@ -15764,25 +15614,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ + "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", - "issue:42371", "issue:42548", "issue:42757", - "issue:43525", + "issue:42831", + "issue:43299", + "issue:43502", "issue:43526", - "issue:43572", "issue:43576", "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:44038", "issue:44222", @@ -15802,13 +15654,11 @@ "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", "issue:45362", "issue:45468", "issue:45542", - "issue:45753", "issue:45850", "issue:46095", "issue:46143", @@ -15816,12 +15666,19 @@ "issue:46209" ], "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:44315|issue:44360", "issue:33453|issue:34689", - "issue:33453|issue:36296", "issue:42757|issue:43576", + "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:31795|issue:38617", @@ -15841,269 +15698,265 @@ "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44273|issue:45003", - "issue:44230|issue:46095", "issue:44393|issue:45071", - "issue:44393|issue:45753", - "issue:43576|issue:44556", - "issue:43525|issue:45850", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:43572|issue:45850", - "issue:44492|issue:45850", - "issue:42371|issue:44492" + "issue:44230|issue:46095", + "issue:43576|issue:44556" ], - "prepared_review_unit_hash": "19d89fdff2d4900c4353c58d5e8c63aef51222951886363dbf0cfd92b7b9e2e8", + "prepared_review_unit_hash": "8f06a6c634ef11e76df3c332e44a2377dc95f084e84004be8e9c244d2cf8c4fe", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37308, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "serialized_chars": 37319, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most pairs are only loosely related by broad themes like v5 regressions, model loading, or import failures, but not the same underlying bug. I rejected all soft-edge duplicate candidates.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43576 is the broadest, highest-signal regression in the list and the closest thing to an umbrella issue, but it still does not truly subsume the others.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, import/loading breakages, and a few unrelated docs/perf bugs. Only one soft edge looks like the same underlying bug; the rest are too different to merge together.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the common theme of v5 breaking multiple models and behaviors. It is vague, but it best represents the cluster\u2019s shared regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the strongest representative of the cluster\u2019s recurring v5-breakage theme, though the overall set is too diverse for a real duplicate canonical.", + "best_issue_reason": "issue:45850 is the best global issue anchor because it is the most general and can subsume several of the v5-related breakage reports, even though it is not a precise bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: a loading hang vs documentation wording in model.forward." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but for different model/version scenarios; too broad to treat as the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API request behavior and a placeholder issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training are different subsystems and failures." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and a missing image-processor method are distinct bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file handling and PretrainedConfig type checking are unrelated." + }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs mentioning pipeline() after v5 removals are unrelated to the unrelated 'racoon' issue." + "reason": "Docs mentioning pipeline() and a placeholder issue are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different failure modes." + "reason": "Different save/load problems: compiled file errors vs saving Pipeline objects." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel application and DSA indexer behavior are unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different code paths." + "reason": "Both are loading regressions, but they affect different models and likely different fixes." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are not the same bug." + "reason": "A direct import error from huggingface_hub is not clearly the same as the transformers env CLI breakage." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "An import from huggingface_hub failing is unrelated to the transformers env command issue." + "reason": "Tokenizer loading regression and tensor-parallel training bug are different failures." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Both are v5 breakages, but one is a CLI/env command failure and the other is a PretrainedConfig typing regression." + "reason": "CLI env breakage and config type-checking are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI/env breakage and Qwen2.5-VL import failure are different code paths." + "reason": "Different import/CLI failure surfaces with no clear shared bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to an import error for layer_type_validation." + "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap between a placeholder issue title and Gemma-4 audio positional encoding." + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "FP8 save_pretrained and FP8 inference support are different code paths and fixes." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "A broken env command and Python 3.14 loading failure are separate version issues." + "reason": "The env command breakage and Python 3.14 loading failure are separate issues." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwarg handling and an unrelated issue title are not duplicates." + "reason": "Scheduler kwargs handling has nothing to do with the placeholder issue." }, { "left": "issue:46143", "right": "issue:46144", - "accept": false, - "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention-interface usage; related area, not the same bug." + "accept": true, + "reason": "Both point to the same RoFormer plumbing problem: methods/attention code not propagating through the intended attention interface and kwargs path." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated issue title have no shared underlying defect." + "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor and PreTrainedModel import failures are different symbols and likely different packaging issues." + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are different missing exports." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Model_init/Liger Kernel behavior is unrelated to FP8 inference on B200." + "reason": "Liger Kernel/model_init behavior and FP8 inference on B200 are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and pipeline docs mentioning return_all_scores are unrelated." + "reason": "Tensor-parallel training and docs about return_all_scores are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are different components." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is not a typo in cache strategy docs/code." + "reason": "Chunked-prefill cache failure and a cache-strategy typo are not the same bug." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 crash and a broad 'too many models break' complaint are not one concrete bug." + "reason": "Both are broad v5 complaints, but one is a specific Qwen3.5-35B chat crash and the other is a generic umbrella report." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files on processor.save_pretrained is unrelated to a vague bug report." + "reason": "Missing processor save files and a generic placeholder bug report are unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems and undefined tf backend errors are different subsystems." + "reason": "Lazy loading and TensorBoard-without-TensorFlow backend errors are different issues." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "A broad Qwen3-VL-Moe bug and a missing _tp_plan tensor-parallel issue are not the same fix." + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are related by model family but not the same concrete bug." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are unrelated implementation bugs." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 inference support for Qwen3.5 MoE is unrelated to a weight-conversion-script question." + "reason": "Lazy loading behavior and sys.modules access are unrelated." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output errors and a PretrainedConfig typing regression are different problems." + "reason": "Qwen3-VL bounding-box output issues and config type checking are unrelated." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Bounding-box hallucination/error and an infinite-loop-on-image bug in Qwen3_5 are not the same failure." + "reason": "FP8 inference support and DeepSeek weight conversion are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 incompatibility reports, but one is a CLI/env command and the other is checkpoint reload compatibility." - }, - { - "left": "issue:43525", - "right": "issue:45850", - "accept": false, - "reason": "A missing pad_token_id on Llama4Config is not the same as broad v5 model breakage." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Import-star performance bloat and missing cache in chunked_prefill are unrelated." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": false, - "reason": "Checkpoint reload incompatibility and remote-code/meta-init incompatibility are different loading paths and causes." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as broad v5 breakage." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A typo in cache strategies does not match a broad compatibility complaint." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 API settings and cache-strategy typos are unrelated." + "reason": "env command breakage and checkpoint reload failures are different regressions." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen umbrella issue (45850) reasonably fits the broad v5-regression theme, and the single accepted soft edge (46143/46144) looks plausibly mergeable as one RoFormer plumbing fix. The other pairwise rejections are cautious and not overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 51, "review_unit_count": 52, "status": "reviewed", @@ -16111,7 +15964,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:31515", "issue:31795", @@ -16120,19 +15973,18 @@ "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", "issue:43408", - "issue:43502", "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43606", + "issue:43673", "issue:43704", "issue:43827", "issue:43976", "issue:44077", "issue:44246", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -16142,38 +15994,46 @@ "issue:44393", "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:45071", + "issue:45092", "issue:45230", "issue:45278", "issue:45310", "issue:45341", "issue:45468", "issue:45478", + "issue:45753", "issue:45850", "issue:46018", - "issue:46095", "issue:46172", "issue:46218", "issue:46328" ], "soft_pairs": [ + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", "issue:45278|issue:45850", "issue:41669|issue:46218", "issue:42890|issue:44908", - "issue:44246|issue:44273", "issue:43408|issue:44315", - "issue:44704|issue:44908", + "issue:44246|issue:44273", "issue:44297|issue:45230", "issue:43352|issue:44393", + "issue:44704|issue:44908", "issue:44295|issue:45230", - "issue:43976|issue:44393", "issue:43576|issue:44908", + "issue:43976|issue:44393", "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:44492|issue:46328", @@ -16198,308 +16058,294 @@ "issue:31795|issue:34689", "issue:31515|issue:31795", "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:43298|issue:46095", - "issue:45850|issue:46218", - "issue:43502|issue:43519", - "issue:42371|issue:43704", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:43606|issue:45468", - "issue:44263|issue:45468" + "issue:43704|issue:44485" ], - "prepared_review_unit_hash": "910c757fb6585b5eb163d429ecdd7b3caeb13a188924a4ced157fe95e28d4c79", + "prepared_review_unit_hash": "7e4122e1ef5bed1b3df2a4a98fc226f5f5e299567b0a6be487318feae5c639f1", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 44, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "soft_pair_count": 43, + "serialized_chars": 39857, + "estimated_input_tokens": 9965, + "estimated_eval_tokens": 20186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: loading/import/save-path regressions, model-specific bugs, and a few docs/test issues. Only one clear duplicate pair stands out: the repeated Qwen3.5 MoE from_pretrained error report.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the cleaner canonical report: it is specific, concrete, and the later issue:45478 repeats the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially around loading/import behavior, but the soft pairs are not the same underlying bug and should not be merged as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report in the set: it captures widespread breakage after upgrading from 4.57.0 to 5.5.0, which aligns with the main theme shared by the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue because it describes a concrete, reproducible model-loading regression and directly subsumes its duplicate.", + "best_issue_reason": "issue:45278 is the best single representative for this cluster because it is version-specific, user-facing, and broad enough to anchor related v5 upgrade breakage reports without being as vague as the generic complaint issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL issues, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, while 45850 is a broad complaint about many models breaking in v5." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from removing import * is unrelated to GenerationMixin cache missing during chunked_prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint compatibility, but one is generic reload failure after upgrade and the other is a remote-code/meta-init incompatibility for InternVL2; not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as a general 'v5 breaks too many models' complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is a narrow issue; 45850 is a broad meta-report about many models." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad complaints about breakage, but they do not describe the same concrete failure or code path." + "reason": "Both are broad v5 regression reports, but 45278 is about import failures after upgrade, while 45850 is an umbrella complaint about many models; too imprecise to be the same bug." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "One is about import * slowing imports; the other is a specific missing Qwen3_5 module import error. Related area, different bug." + "reason": "Import slowdown from import * removal is unrelated to failing to import Qwen3_5ForCausalLM." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to the inverse_sqrt scheduler kwargs bug." - }, - { - "left": "issue:44246", - "right": "issue:44273", - "accept": false, - "reason": "Both mention loading, but one is intermittent import slowness and the other is lazy loading behavior; not the same defect." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated test-vs-scheduler issues." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model type mismatch warning and Liger Kernel application in model_init are different code paths and symptoms." + "reason": "A model-type mismatch warning for sam3_video/sam3_tracker is unrelated to Liger Kernel not being applied with model_init." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated APIs." + "reason": "Import taking long sometimes and lazy loading not working properly are related to imports but not the same code-path problem." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + "reason": "Tokenizer class mismatch in tokenizer_config.json is a specific save_pretrained bug; 45230 is too underspecified to treat as the same issue." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support error and Qwen3-VL bounding-box hallucination are distinct model-specific issues." + "reason": "Flash Attention 2.0 unsupported for NemotronHForCausalLM is unrelated to Qwen3-VL bounding-box output errors." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Registering position_ids as a buffer causing errors is unrelated to the generic bug report." + "reason": "AutoProcessor.from_pretrained kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and bugs." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output quality are different failures." + "reason": "Buffer handling for position_ids is a concrete tensor/state issue; 45230 lacks enough detail and does not match it." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken transformers env command and scheduler kwargs are unrelated." + "reason": "A broken env command in v5 and ignored scheduler kwargs are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support for Transformers 5.1.0 is unrelated to Qwen3-VL 2D box hallucination/output issues." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs propagation and PretrainedConfig type checking are different regressions." + "reason": "Ignoring lr_scheduler_kwargs and PretrainedConfig type checking are different regression classes." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * performance/import explosion is not the same as HybridCache import failure." + "reason": "Import-time cost from import * removal is unrelated to cannot import HybridCache." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "A cache-strategy typo and SequenceFeatureExtractor.pad conversion inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup causing import slowdown is unrelated to a bug in testing_utils.py." + "reason": "Model import slowdown and a bug in testing_utils.py do not describe the same underlying bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python version support and a broad 'breaks too many models' complaint are not the same bug." + "reason": "Python version compatibility and a generic 'many models break' complaint are not the same issue." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding box output problems are unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "Qwen3-VL bounding-box issues and Qwen3.5 MoE from_pretrained errors are separate model-specific bugs." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init on patchtsmixer and tied-weight-key attribute handling are different issues." + "reason": "Optional post_init policy for patchtsmixer and _get_tied_weight_keys AttributeError are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and a missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Python version support and Qwen3_5 import failure are distinct problems." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation referencing pipeline() is unrelated to scheduler kwargs handling." + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for model.forward differs from tokenizer loading regression." + "reason": "Documentation confusion for forward args and tokenizer loading regression are different issues." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in model_init is unrelated to flash_attention_3 causing degenerate training." + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different code paths and failure modes." }, { "left": "issue:43576", - "right": "issue:46218", + "right": "issue:44273", "accept": false, - "reason": "Broken env command and missing Qwen3_5 module import are different failures." + "reason": "Broken transformers env command and lazy loading behavior are not the same bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight-key attribute handling are not the same issue." + "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing on list are unrelated serialization vs utility bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding are unrelated." + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model internals." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report does not identify the same concrete Qwen3.5 MoE loading regression." + "reason": "An underspecified bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are different code paths." + "reason": "Lazy loading not working and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and module import failure are distinct." + "reason": "Broken env command and Qwen3_5 import failure are separate problems." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and comb.to(...).transpose(...) behavior are different model bugs." + "reason": "DeepSeek-V4 shared expert gating and comb.to(dtype).transpose(-1, -2) are different DeepSeek bugs." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are unrelated model-specific math bugs." + "reason": "Incorrect timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import * performance and VRAM leakage in Qwen3ForCausalLM are different problems." + "reason": "Import slowdown from removing import * and VRAM leak with multiple dataloader threads are different issues." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Docs confusion about forward args and Llama 3.2 model loading regression are unrelated." + "reason": "Model.forward documentation confusion and a model loading break in Transformers 4.46.2 are not the same bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and forward docs confusion are different kinds of issues." + "reason": "from_pretrained checkpoint loading is about performance, while the other is documentation confusion about forward inputs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are unrelated model internals." + "reason": "GLM-5 RoPE implementation discussion and Gemma-4 audio positional encoding are different model-specific issues." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are not the same bug." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching support for audio models and a weight-conversion-script question are unrelated." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "Broad model breakage complaint and missing Qwen3_5 import failure are not the same underlying issue." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only still making API requests and Qwen3VL timestamp math are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 behavior settings and VRAM leakage in Qwen3ForCausalLM are unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor bugs." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Timestamp math in Qwen3VL and VRAM leak in Qwen3ForCausalLM are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch in bark-small and Gemma-4 audio positional encoding are different bugs." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." } ] }, @@ -16513,7 +16359,7 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 19, "review_unit_index": 52, "review_unit_count": 52, "status": "reviewed", @@ -16521,7 +16367,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-444", + "cluster_id": "cluster-10000-445", "nodes": [ "issue:30333", "issue:31515", @@ -16529,21 +16375,27 @@ "issue:36296", "issue:37934", "issue:38617", + "issue:42371", "issue:42913", "issue:42936", "issue:43066", "issue:43240", "issue:43298", "issue:43352", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", + "issue:43606", "issue:43618", "issue:43668", + "issue:43704", "issue:43717", "issue:43813", "issue:44031", "issue:44230", "issue:44261", + "issue:44263", "issue:44351", "issue:44492", "issue:44556", @@ -16556,10 +16408,19 @@ "issue:45468", "issue:45850", "issue:46018", + "issue:46095", "issue:46144", "issue:46218" ], "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:44351|issue:46218", "issue:43352|issue:46218", @@ -16592,220 +16453,250 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "2d0479c5f085cedff9730d39ed10ee90c03d20252b9dfe56aedf0000fbd31957", + "prepared_review_unit_hash": "5bf4b7c8468bb74fa1c890bf299c9a715bdbe917aa594fabe421e32bb64e16d3", "component_budget": { - "node_count": 444, - "item_count": 444, - "soft_pair_count": 1643, - "serialized_chars": 850331, - "estimated_input_tokens": 212583, - "estimated_eval_tokens": 425422 + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 }, "budget": { - "node_count": 35, - "item_count": 35, - "soft_pair_count": 31, - "serialized_chars": 28742, - "estimated_input_tokens": 7186, - "estimated_eval_tokens": 14628 + "node_count": 42, + "item_count": 42, + "soft_pair_count": 39, + "serialized_chars": 35161, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers bugs and regressions. There is no strong duplicate core; the closest thing to an umbrella report is the broad v5 regression issue.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45850 is the most umbrella-like report: it claims Transformers 5.0 breaks many models, which matches the broad regression theme seen in several nearby issues better than the model-specific or API-specific reports.", + "summary": "The items do not form a real duplicate cluster: they span unrelated bugs, regressions, and feature requests across different subsystems. No soft pair looks like the same underlying issue, so all candidate merges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45468 is the most concrete and actionable standalone bug report in this set; the rest are unrelated or much vaguer.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best representative for this cluster because it is broad enough to summarize the general v5 breakage theme, while the other issues are narrower and not true duplicates of one another.", + "best_issue_reason": "issue:45468 has the clearest scope and enough detail to serve as the best representative issue, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to DeepSeek-V4 weight conversion support." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad report that 5.0 breaks many models is not the same as a specific Qwen3.5 import failure." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and a VRAM leak in multi-threaded dataloading are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math does not match missing save_pretrained files." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp logic and VRAM leak behavior are not the same code-path problem." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split handling in GlmMoeDsaIndexer is unrelated to Gemma4 audio encoding." + }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Both mention norm/precision-related bugs, but they concern different models and different failure modes (MLA q_a_layernorm vs Gemma4AudioRelPositionalEncoding). Not the same underlying bug." + "reason": "MLA q_a_layernorm epsilon precision and Gemma4AudioRelPositionalEncoding are different defects." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import/module-loading failures around Qwen-related APIs, but they refer to different symbols and likely different missing exports/import paths. Too weak to merge as duplicates." + "reason": "Both are import errors, but they involve different missing symbols and different failures." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "One is Flash Attention 2 support for NemotronHForCausalLM; the other is an import failure for Qwen3_5ForCausalLM. Different models and different bugs." + "reason": "Flash Attention 2.0 support for NemotronH is not the same as failing to import Qwen3_5ForCausalLM." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is a broad behavior difference from v4 to v5 and the other is a specific decoder-type mismatch. Related area, not the same concrete bug." + "reason": "Both mention tokenizer v5, but one is a general behavior regression and the other is a decoder-type bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "inverse_sqrt scheduler kwargs being ignored is unrelated to the unrelated \"Unemployment\" issue." + "reason": "inverse_sqrt scheduler kwargs are unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo and an unrelated placeholder/spam issue are not duplicates." + "reason": "A typo in cache strategies has no relation to the unrelated issue title." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to the unrelated placeholder/spam issue." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated title." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "One is a nonsensical placeholder issue; the other is a broad version-regression complaint. Not the same underlying bug." + "reason": "These are completely different topics; one is not a specific model bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "AttributeError in tied-weight key handling is unrelated to chat template crashes with tool-call assistant messages." + "reason": "_get_tied_weight_keys crashing on list input is unrelated to chat template tool-call crashes." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload failure after upgrading to v5.x is unrelated to the placeholder/spam issue." + "reason": "Checkpoint reload regression after upgrading to v5.x is unrelated to the unrelated title." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:44623", + "right": "issue:44230", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and _get_tied_weight_keys AttributeError are different config/model bugs." + "reason": "Missing files from processor.save_pretrained is not the same as fp8 inference support work." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:30333", + "right": "issue:31515", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key list handling." + "reason": "MLflow reporting on failed training jobs and slow from_pretrained checkpoint loading are different problems." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading from_pretrained and an ImportError for layer_type_validation are unrelated failures." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing files from processor.save_pretrained are different features/issues." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLflow reporting on training-job failure is unrelated to slow checkpoint loading." + "reason": "Checkpoint loading slowness is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bug are different code paths." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "Both involve Qwen3.5 MoE/Qwen3-VL, but one is FP8 inference support and the other is a from_pretrained error. Not the same concrete bug." + "reason": "Slow checkpoint loading and tensor parallel training bugs are different issues." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are different subsystems and symptoms." + "reason": "from_pretrained slowdown is not the same as tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to FP8 Qwen model support." + "reason": "Audio continuous batching support and fp8 inference support are unrelated feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "init_weights behavior in Mamba/Mamba-2 is unrelated to RoFormer not using the attention interface." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model bugs." + "reason": "Mask2former ignore_value usage and DeepSeek-V4 gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps type hint and tokenizer regex warning are unrelated." + "reason": "ModernBERT norm_eps typing and tokenizer regex warning are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being passed to a loss function." + "reason": "Mask2former ignore_value and loss kwargs propagation are different code paths." }, { - "left": "issue:43240", - "right": "issue:46144", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are unrelated." + "reason": "fp8 support for Qwen models is unrelated to a Qwen3.5 from_pretrained error." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warnings are unrelated." + "reason": "Mask2former ignore_value and tokenizer regex warnings do not describe the same bug." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value and RoFormer attention-interface usage are unrelated." + "reason": "A segmentation loss issue is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling and a quantization typo are unrelated." + "reason": "Mask2former ignore_value and a quantization-operation typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing are unrelated." + "reason": "Loss kwargs propagation and ModernBERT norm_eps typing are different issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type-hint issue and quantization typo are unrelated." + "reason": "A type-hint error and a quantization-operation typo are not the same underlying bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm RMS-norm question and ModernBERT norm_eps typing are different model/config questions." + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2former ignore_value usage is unrelated to ModernBERT norm_eps typing." } ] }, @@ -16819,7 +16710,7 @@ { "label": "issue", "component_index": 2, - "component_count": 18, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16838,12 +16729,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "f0cd17066bfbef0b3496565e030e5bafa47e96a312057e497bd52d7fc59bc6cd", + "prepared_review_unit_hash": "deda8a9ea74f41ebc308dd66a98de85fddd1b186de859127ab90f0508254efa4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -16851,7 +16742,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -16860,30 +16751,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they cover unrelated requests about token truncation, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. The cluster looks like a loose semantic grouping rather than the same underlying problem.", + "summary": "These three issues are unrelated feature requests: truncation behavior in tokenizers, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. No pair appears to describe the same underlying bug or change, so none of the soft edges should be accepted.", "confidence": 0.98, - "canonical_issue_reason": "Issue 10519 is the most concrete and well-scoped request in the set, but it does not match the other two issues on subject matter.", + "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request in the set, with a clear, specific behavior change to truncation strategy.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the best representative only in the sense that it is the clearest standalone request; the cluster is otherwise heterogeneous.", + "best_issue_reason": "issue:10519 is the best representative issue here because it is narrowly scoped and unambiguous; the others are different domains and harder to use as a cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation-direction options for tokenization are unrelated to Wav2Vec2 word boundary timestamps." + "reason": "Different topics: tokenizer truncation options vs. extracting word time offsets from Wav2Vec2. No shared code-path or concrete change target." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "A truncation feature request is unrelated to ReduceLROnPlateau-like scheduler functionality." + "reason": "Unrelated feature requests in different subsystems: truncation behavior vs. learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler behavior and Wav2Vec2 time-offset extraction concern different code paths and problems." + "reason": "No overlap beyond being open-ended feature ideas; scheduler behavior and Wav2Vec2 timestamp extraction are distinct problems." } ] }, @@ -16897,7 +16788,7 @@ { "label": "issue", "component_index": 3, - "component_count": 18, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16915,7 +16806,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "8b31d16f87e330ed31b0dc0cf246877fc443d1a8bd0f035549f0eb10635bdfae", + "prepared_review_unit_hash": "2d7b0d78a83894795cf93644dd1c71714e97ff3bdaa3d030766befd0f2739624", "component_budget": { "node_count": 3, "item_count": 3, @@ -16937,24 +16828,87 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster does not look like a single duplicate set: one issue is about Tapas tokenization, while the other two are about model loading/download failures. The two model-loading issues are thematically similar but still appear to describe different concrete failures, so I would not merge them as duplicates.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 16618 is the best single representative of the cluster because it is the most general model-loading failure and is the closest match to the other model-related report, but the cluster as a whole is still mixed.", + "summary": "These issues are not a true duplicate cluster. #13244 is about Tapas tokenization diverging from TensorFlow code, while #15980 is about a bad auth-related download error message, and #16618 is a broader model-loading failure for bert-base-uncased. The only commonality is general model/tokenization loading behavior, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "#16618 is the broadest and most central issue in the set: it concerns an actual model-load failure rather than a narrower tokenization mismatch or an error-message-only complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative if one must be chosen, because it targets a concrete loading problem and has the clearest user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bug classes: Tapas tokenization mismatch vs. inability to load bert-base-uncased. They do not look like the same underlying code-path failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about an unauthenticated private-model download producing a poor error message, while #16618 is a model load failure for a public model. Similar surface area, but 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": 4, + "component_count": 19, + "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": "4e82ee76502ce67e71344c61668401915a263b26ff22bf14454d40b1178b4c5a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community-contribution feature issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share a broad pattern but not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if forced to choose a representative, 33260 is the broader/higher-level request, but it does not subsume 26350.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the strongest standalone issue in the group: it describes a concrete user-facing model load failure and is the only one that plausibly anchors the model-loading subset of the cluster.", + "best_issue_reason": "33260 is the better cluster representative only because it is the more general architecture-support request, but the two issues should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:13244", - "right": "issue:16618", - "accept": false, - "reason": "Tapas tokenization is a different subsystem and failure mode from loading bert-base-uncased; they do not look like the same underlying bug." - }, - { - "left": "issue:15980", - "right": "issue:16618", + "left": "issue:26350", + "right": "issue:33260", "accept": false, - "reason": "Both concern model downloading/loading, but one is specifically about unauthenticated private-model access while the other is a public-model load failure; too different to treat as the same bug." + "reason": "Different feature requests (Flash Attention 2 vs GGUF) affecting different code paths and deliverables; same broad theme of architecture support is not enough to treat them as duplicates." } ] }, @@ -16967,8 +16921,8 @@ }, { "label": "issue", - "component_index": 4, - "component_count": 18, + "component_index": 5, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16976,48 +16930,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-26350-2", + "cluster_id": "cluster-26413-2", "nodes": [ - "issue:26350", - "issue:33260" + "issue:26413", + "issue:31501" ], "soft_pairs": [ - "issue:26350|issue:33260" + "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "452564d680197a148225dbc2d350a6ecc8acab86351c81731f27e9487a9a824f", + "prepared_review_unit_hash": "dd71a76c5c2d1c92a166896619536ca079e60dbd0c43129dcfb9cbd483010568", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share only the broad \u201ccommunity contribution\u201d framing, not the underlying change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are both training-related issues, but they do not clearly describe the same underlying bug. One is a specific checkpoint-resume failure with a concrete error message; the other is a broader report that FineWeb SLM training does not start.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 26413 is the more canonical report: it names a concrete failure mode and exact error message, making it a better duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 26413 is the best single issue to keep because it is the most specific and actionable description of the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:26350", - "right": "issue:33260", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different model/runtime features and different code paths: Flash Attention 2 vs GGUF support. Similar wording does not indicate the same underlying bug or change." + "reason": "Reject: the overlap is too broad. 'resume_from_checkpoint' failing with an empty epoch iterator is a specific checkpointing bug, while 'FineWeb SLM Training doesn't start' is a generic startup issue and could have many causes." } ] }, @@ -17030,8 +16984,8 @@ }, { "label": "issue", - "component_index": 5, - "component_count": 18, + "component_index": 6, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17076,195 +17030,195 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "1d8ab35748a30d88f9c28fb890d828bff699fdd1058e65cc8553a44e816d267a", + "prepared_review_unit_hash": "cab053fb9b3fd8ba6435559dba045edb3e589209484ecc1d3303926cca23e956", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mixed: the Turkish, Spanish, and Romanian translation requests are distinct issues, while there are two small duplicate subgroups among the generic template-placeholder issues and the Thai-titled pair. The whole set should not be collapsed into one duplicate chain.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43834 is the best representative of the generic template-placeholder subgroup because its title matches the repeated placeholder form and it has the broadest similarity to the other placeholder issues; however, it is not a canonical duplicate for the language-specific translation requests.", + "summary": "The cluster appears to contain two likely duplicate subgroups: the generic placeholder i18n translation issues (43834/44365/44370) and the Thai-title pair (46222/46226). The Turkish, Spanish, and Romanian issues are related by template but still look like separate language requests based on the limited metadata shown here.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43834 is a reasonable anchor for the generic placeholder subgroup because it is the earliest of the tightly matched placeholder-titled issues and participates in the densest high-similarity set, though the packet only supports a representative choice rather than a fully proven canonical source.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the strongest single issue to anchor the duplicate subgroup, but only for the placeholder-template variants. The real language-specific translation requests remain separate work items.", + "best_issue_reason": "issue:43834 is the strongest overall issue representative for triage in this cluster: it is the earliest placeholder-titled item and has the broadest high-similarity linkage to the other placeholder-like issues, while the Thai pair forms a separate duplicate subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish vs. generic placeholder translation issue; different underlying request." + "reason": "Different language request and title; the shared translation-template similarity is not enough to treat them as the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs. generic placeholder translation issue; not the same language task." + "reason": "Turkish vs generic placeholder title makes this look like a related template, not the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request is distinct from the placeholder-template issue." + "reason": "High template similarity only; the language-specific Turkish issue does not look like the same duplicate as the placeholder-titled issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian), so not duplicates." + "reason": "Turkish and Romanian translation requests are distinct language targets, so this is not the same issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish), so separate issues." + "reason": "Different target language and issue context; boilerplate docs-translation wording alone is insufficient." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder-template issue." + "reason": "Spanish translation request vs generic placeholder title; related theme, but not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request is distinct from the placeholder-template issue." + "reason": "This looks like shared template text, not a duplicate Spanish/generic placeholder request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian), so not duplicates." + "reason": "Spanish and Romanian translation requests are separate language-specific items." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder-template issue." + "reason": "The similarity appears to be boilerplate from the translation template rather than a shared bug/change." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder template; different underlying issue." + "reason": "Romanian request and generic placeholder issue are only loosely related by template." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic placeholder template; not the same issue." + "reason": "Different language request; the placeholder title does not establish the same underlying issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is separate from the placeholder-template issue." + "reason": "High similarity, but not enough evidence to merge a Romanian request with a placeholder-titled issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request is distinct from the Thai-titled issue." + "reason": "Romanian docs translation and the Thai-titled issue look like separate requests." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is distinct from the Thai-titled issue." + "reason": "Same as above: related docs-translation theme, but not the same issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder-template title pattern and near-identical content; looks like the same issue repeated." + "reason": "Identical placeholder-style titles and very high similarity make this a likely duplicate pair, though the packet does not show bodies." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder-template issue text; appears to be an exact duplicate." + "reason": "Same generic placeholder translation request pattern with near-identical metadata; likely duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Very similar boilerplate, but the titles differ and there is not enough evidence to prove the same underlying issue." + "reason": "Different titles and language/script; the similarity is not strong enough to treat them as the same issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Very similar boilerplate, but the titles differ and the issues are not clearly the same." + "reason": "Different title and language/script, so this does not look like the same underlying request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder-template issue with effectively identical content." + "reason": "Another member of the identical placeholder-title subgroup; likely duplicate, with the caveat that only metadata is visible here." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template overlap only; not enough evidence that these are the same issue." + "reason": "Template-level similarity only; the Thai-titled request does not clearly match the generic placeholder issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template overlap only; not enough evidence that these are the same issue." + "reason": "Different title and script, so this is not the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template overlap only; titles/content are not clearly the same underlying issue." + "reason": "High similarity is present, but the titles point to different requests and that is not enough to merge them." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template overlap only; titles/content are not clearly the same underlying issue." + "reason": "Different title and likely different request; not the same duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai-titled issue with identical similarity, so this is a duplicate pair." + "reason": "Same Thai title and identical body length with very high similarity; this is a likely duplicate pair, though the packet does not expose the full bodies." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the Turkish, Spanish, and Romanian issues are treated conservatively as separate language-specific requests, while the placeholder-template trio and the Thai pair are the only clearly supported duplicate subgroups. The accepted soft-edge pairs are well-supported by very high similarity and identical or near-identical titles, and the rejected pairs avoid overstating duplicate evidence." + "accept": false, + "feedback": "The cluster-level interpretation is mostly consistent with the packet, but several verdicts are too strong for the evidence shown. The packet only gives titles, body lengths, and soft_similarity; it does not show the issue bodies, so phrases like \"identical,\" \"near-verbatim duplicate,\" \"safe duplicate merge,\" and \"clear duplicate pair\" overstate what is grounded here. In particular, the accept decisions for 43834/44365/44370 and 46222/46226 should be phrased more conservatively as likely duplicates, not definite ones. The summary should also avoid presenting 43834 as the unequivocal canonical/most central node unless that is explicitly supported by the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 6, - "component_count": 18, + "component_index": 7, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17329,244 +17283,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "bddd4e65d5491e864f58bc89fcce307e116e2b1611c16f7e9e2f6fe3c3a64821", + "prepared_review_unit_hash": "cead45492f34440e51771b46d869754be1f039aee31d8cc9f08d6e8e80a17eec", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly broad \"add/support model\" requests, but the items span unrelated model families and modalities (BERT variants, vision-language models, speech/TTS/ASR, audio models). The text similarity is driven by generic request wording rather than the same underlying change, so these are not true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "If a single issue must represent the cluster, 42738 is the broadest/generalized request, but the set is heterogeneous and does not form one duplicate thread.", + "summary": "This cluster is thematically similar but not duplicate: it mostly contains independent \"add model support\" requests across unrelated architectures and modalities (text, vision, audio, ASR/TTS).", + "confidence": 0.97, + "canonical_issue_reason": "Issue 42738 is the broadest representative in the set ('BERT-like models with RoPE'), so it is the closest umbrella issue, though it still does not actually subsume the other model-specific requests.", "canonical_pr_reason": null, - "best_issue_reason": "42738 is the best umbrella-like representative because its wording is broader than the others, though it still does not subsume the rest as duplicates.", + "best_issue_reason": "Issue 42738 is the best single issue to represent the cluster because it is the most general architecture-level request; however, there is no true duplicate hub here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert vs DEIMv2. Similar \"add model\" wording only." + "reason": "Different model families and tasks: EuroBert config support vs DEIMv2 model addition." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT model request vs Qwen3-TTS support; different architectures and modalities." + "reason": "EuroBert text-model config work is unrelated to Qwen3-TTS speech generation support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated models, so this is only generic request similarity." + "reason": "EuroBert and RF-DETR are entirely different models and code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR vs DEIMv2 are different model additions with no shared code-path implied." + "reason": "RF-DETR and DEIMv2 are separate vision/detection model requests, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + "reason": "Object detection support and audio model support are different underlying changes." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model families: RF-DETR vs OpenAI weight-sparse transformer." + "reason": "RF-DETR support is unrelated to adding a sparse transformer architecture." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different tasks and model types." + "reason": "RF-DETR and Qwen3-ASR are different model domains and integration paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR is unrelated to Qwen3-TTS; same broad repo area only." + "reason": "RF-DETR vision-detection support is not the same as Qwen3-TTS speech support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT request is unrelated to Qwen3-ASR support." + "reason": "NeoBERT is a text model request; Qwen3-ASR is a speech recognition request." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer are distinct model additions." + "reason": "NeoBERT support and sparse-transformer support are distinct model additions." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families/modalities." + "reason": "NeoBERT and LFM2.5 Audio target different modalities and code paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated; not the same underlying change." + "reason": "RF-DETR detection support and NeoBERT text-model support are unrelated requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT are both BERT-like names but still separate model requests." + "reason": "NeoBERT and ModernVBERT are different BERT-like model families, not one concrete duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3-ASR support are different code paths." + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR speech recognition." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparsity transformer are unrelated model requests." + "reason": "MiniCPM3 support and sparse-transformer support are different concrete changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT are distinct model additions, not one bug/change." + "reason": "MiniCPM3 and ModernVBERT are separate model requests, not the same underlying bug/change." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different modalities and implementations." + "reason": "MiniCPM3 model architecture work is unrelated to Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 vision-model support and Qwen3-TTS speech support are different code paths." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + "reason": "ModernVBERT and Qwen3-ASR are different modalities and model integrations." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS is only broad request similarity." + "reason": "ModernVBERT support is unrelated to TTS model support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; 42738 is a broader BERT-like/RoPE umbrella, not the same issue." + "reason": "ModernVBERT is a specific model request, not the same as the broader BERT-like RoPE discussion." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated model families." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated model families." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related product lines but different features/models and should not be merged." + "reason": "Both are speech-related, but TTS and ASR are different concrete model integrations." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support vs LFM2.5 Audio are distinct audio model requests." + "reason": "Two different TTS models are separate support requests, not one mergeable PR/issue." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer are different concrete changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and code paths." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are both speech-related but refer to different models and implementations." + "reason": "Speech model support is unrelated to sparse-transformer architecture support." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different modalities." + "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio are distinct model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." + "reason": "ASR support and LFM2.5 Audio support are different model requests." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and circuit-sparse transformer are unrelated changes." + "reason": "Speech recognition and vision-language encoder support are unrelated." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different tasks and model integrations." + "reason": "Qwen3-ASR and sparse-transformer support do not share the same underlying change." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR is unrelated to DeepSeek-OCR2." + "reason": "Audio model support and SAM3-LiteText support target different model families." }, { - "left": "issue:43837", + "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE are different model families and code paths." + "reason": "Sparse-transformer support and EUPE vision encoder support are unrelated architecture changes." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated audio vs vision/text model requests." + "reason": "ASR and TTS are different speech tasks with separate implementations." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT text-model support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "Weight-sparse transformer request vs EUPE are different model additions." + "reason": "ASR support and OCR model support are different modalities." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not the same change." + "reason": "EUPE and TIPSv2 are different vision-language models; same broad area, but not the same change." } ] }, @@ -17579,8 +17539,8 @@ }, { "label": "issue", - "component_index": 7, - "component_count": 18, + "component_index": 8, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17596,7 +17556,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "287f8007e9605afce6261b760c6e015b23265853048f076de52bb462813299cd", + "prepared_review_unit_hash": "a204f2de03e2a61c2162e17d477fee6b5c819aa763c04584583d00ffc9babd36", "component_budget": { "node_count": 2, "item_count": 2, @@ -17618,18 +17578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests \"Set Block Decoding\" and the other asks for \"DeepSeek v3.2 support\". They describe different features in different parts of the stack, with no shared targets or codepaths.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 43037 is the more concrete and actionable request; 41084 is broader and less specific.", + "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43037 is the best representative issue because it clearly states a single feature request and is easier to triage.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding configuration vs model/version support. No evidence they refer to the same bug or change." + "reason": "Titles describe different problems and targets: block decoding vs. DeepSeek v3.2 support. No shared issue target or concrete bug overlap." } ] }, @@ -17642,8 +17602,8 @@ }, { "label": "issue", - "component_index": 8, - "component_count": 18, + "component_index": 9, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17659,12 +17619,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "48e93b33dc0a1bdbe8b7cc35d656c7e1d831c0b7f24bc341f04098435a687303", + "prepared_review_unit_hash": "75c7989b77ca9b2db2cac5d951bc436b1ba82fbcdd1d2af7605d38b1cb052ccf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17672,7 +17632,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17681,18 +17641,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one issue is about `remove_unused_column` customizability in `Trainer`, the other is about FLOPS estimation for custom trainers. They share a loose Trainer/customization theme but describe different underlying problems.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These two issues are related by theme (custom Trainer subclasses), but they describe different problems: one is about making `remove_unused_column` more customizable, the other about making FLOPs estimation work correctly for custom trainers.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the better canonical representative because it is the broader trainer-customizability request; #43600 is a narrower metrics/FLOPs-specific concern.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must represent the cluster, 43598 is slightly better because it is a more concrete standalone Trainer behavior request, but there is no true canonical issue here since the topics differ.", + "best_issue_reason": "Issue #43598 best captures the cluster\u2019s general customization theme and is more likely to serve as the umbrella reference point.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Reject: both mention custom trainers/Trainer internals, but one concerns unused-column removal customizability and the other concerns FLOPS estimation. They are different bugs/feature requests and not the same underlying change." + "reason": "They are adjacent custom-Trainer issues, but not the same underlying bug or change: one targets unused-column removal behavior, the other targets FLOPs estimation logic." } ] }, @@ -17705,8 +17665,8 @@ }, { "label": "issue", - "component_index": 9, - "component_count": 18, + "component_index": 10, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17722,7 +17682,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "75dddc89f51da480c6f1114370456d7b5c2db8e6d6c9291dab00a3b5d6b78a04", + "prepared_review_unit_hash": "573a0a4afbd64bcc734adc7ec3356f620d8f89fd8689a7e34d55e40e7e26ec7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17744,18 +17704,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates: one requests auto-class registration for Qwen3-Omni, while the other asks for sequence-classification support for Qwen3.5/Qwen3_5Config. They concern different model families and different auto-model heads.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #43684 is the cleaner canonical issue for this cluster because it is a direct framework-registration request affecting core auto classes, whereas #44405 is a separate feature request for a different model/config and task head.", + "summary": "Both issues are about Qwen model auto-class registration, but they target different model/config combinations and different AutoModel heads. They are related, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue candidate here because it is the broader, more foundational auto-model registration request and more likely to anchor related follow-up work.", + "best_issue_reason": "issue:43684 is the broader and more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration. It is a better representative of the cluster topic than the more specific sequence-classification support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni auto-class registration vs Qwen3.5 sequence-classification support. They target different model families and different APIs, so they should not be merged as duplicates." + "reason": "Different underlying changes: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. Same general subsystem, but not the same bug or mergeable code change." } ] }, @@ -17768,8 +17728,8 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 18, + "component_index": 11, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17792,87 +17752,87 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "d000b1f037e7c44da18226ff3ef541d32a3437150cd31bf0ee8fc5b399e58bbf", + "prepared_review_unit_hash": "3fd48ef007abe6d8a667e01333dc11a9e1866b08ce18bd810b2ecd210dbe0f5a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface\" issues are plausibly duplicates based on identical titles and similar bodies; \"Fett\" looks unrelated. I would keep issue:43845 as the canonical representative because it is the earliest of the repeated-title issues and has the fuller body.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" issues and has the fuller body length among the closest matches, so it is the best representative for the cluster.", + "summary": "Issues 43845, 43846, and 43859 look like duplicates of the same vague 'huggingface' report; 43835 ('Fett') appears unrelated. 43845 is the best canonical issue because it is the earliest of the matching set.", + "confidence": 0.83, + "canonical_issue_reason": "43845 is the earliest issue among the three nearly identical 'huggingface' reports, so it is the cleanest canonical placeholder for that duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest issue candidate because it matches the repeated title pattern and is the earliest of the duplicate-looking reports.", + "best_issue_reason": "43845 is the best overall issue choice because it most plausibly represents the shared underlying report and predates the other matching issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete shared bug evidence; this does not look like the same report." + "reason": "Different titles and no evidence they describe the same problem; 'Fett' does not match the 'huggingface' cluster." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles with no supporting evidence of a shared underlying issue." + "reason": "Different titles and no shared context indicating the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title from the huggingface issues, so it is unlikely to be the same report." + "reason": "No sign these are the same bug; the titles are unrelated." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title and very similar issue bodies make these look like duplicate reports of the same issue." + "reason": "Same title, same minimal context, and created seconds apart; these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Identical title and broadly similar issue text suggest the same report, though the evidence is limited." + "reason": "Identical title and no distinguishing details; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Identical title and broadly similar issue text suggest duplication, even though the packet provides limited additional detail." + "reason": "Identical title with no other evidence of difference, so they appear to be duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The main clustering is plausible, but two soft-edge explanations overstate the evidence. For issue:43845 vs issue:43859 and issue:43846 vs issue:43859, the packet only supports identical titles and a body-length difference; it does not show shared wording, and the 43859 timestamp is not especially close to the others. Those verdicts should be more cautious. The canonical representative choice is fine, but the soft-edge reasons are not conservative enough." + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 all have the same title ('huggingface ') and are plausibly duplicate reports, while 43835 ('Fett') is clearly unrelated. Choosing 43845 as the canonical issue is conservative and supported by its earliest creation time among the matching set." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 11, - "component_count": 18, + "component_index": 12, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17899,88 +17859,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "ee9cf5527ff52953ea4f3ad842cf8932b55d9a2b37957ae23f089575adb52af6", + "prepared_review_unit_hash": "4f23c34a2589ea9f6f8ce2b19721a3c188fb58aae0cc25a8a836107ed27c99bd", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "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": "This cluster is mostly spam or unrelated low-signal issues. The three \"\" reports look superficially similar, but there is not enough concrete content to treat them as the same underlying issue; the documentation and \"Google LLC\" items are clearly unrelated.", - "confidence": 0.89, - "canonical_issue_reason": "If a representative is needed, 44371 is the earliest of the identical '' reports and is as good a placeholder as any; there is no substantive evidence for a real duplicate group.", + "summary": "These issues are a spam/low-information cluster with no clear shared bug, feature request, or code path. The titles are unrelated placeholders and one generic documentation request, so none should be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44371 is the earliest and most generic representative among the spam-like issues, but this is only a triage placeholder, not a true duplicate canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic '' placeholders, but there is no concrete bug/feature description to show they are the same underlying issue." + "reason": "Both are spam placeholders; no evidence of the same underlying issue beyond generic similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same generic spam title, but no substantive evidence of a shared underlying issue beyond placeholder text." + "reason": "Both are spam placeholders, but there is no concrete shared bug or change to merge." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs. documentation enhancement; clearly not the same issue." + "reason": "A spam placeholder and a generic documentation request are not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. an unrelated 'Google LLC' issue; no duplicate relationship." + "reason": "Spam placeholder vs. unrelated 'Google LLC' title; no common problem is shown." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder are unrelated." + "reason": "Generic documentation suggestion and spam placeholder are not duplicates." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement and spam placeholder are unrelated." + "reason": "Generic documentation suggestion and spam placeholder are not the same underlying report." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is still no concrete evidence they describe the same underlying problem." + "reason": "Both are spam placeholders, but there is no concrete bug or feature change to unify." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated 'Google LLC' issue; not a duplicate." + "reason": "Spam placeholder and an unrelated branded-title issue do not describe the same problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated 'Google LLC' issue; not a duplicate." + "reason": "Spam placeholder vs. unrelated 'Google LLC' title; no shared code-path or change." } ] }, @@ -17993,8 +17953,8 @@ }, { "label": "issue", - "component_index": 12, - "component_count": 18, + "component_index": 13, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18010,12 +17970,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "ad8697e160d215c32d7eb2a3ed71156fc1f17a5c2979e6a1e44f7feaa9067f7c", + "prepared_review_unit_hash": "3042a44b5753c24350e549dbf15dd81d2b16faedafdb1b5f6d97f6e79d55c6f4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18023,7 +17983,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18032,35 +17992,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are highly similar and likely in the same report family: same title, very similar body size, and no distinguishing filenames or explicit targets. I would not call them exact duplicates from the available evidence, but #45145 is the best canonical issue because it was created first and already has an inbound reference.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is the earlier report and already has an inbound reference, while #45151 does not add any distinguishing technical detail.", + "summary": "The two closed issues are near-identical duplicates: same title, same theme, and no differentiating technical details in the metadata. Issue #45145 is the better canonical pick because it was created first and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the best canonical issue: it predates #45151, has the same title and apparent content, and already has an inbound reference indicating it is the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative for this likely duplicate/report-family pair because it appears to be the original submission and there is no evidence that #45151 describes a different underlying issue.", + "best_issue_reason": "#45145 is the strongest representative issue for this cluster because it appears to be the original report and is as complete as #45151 from the available metadata.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Highly similar titles and body sizes, with no differing filenames or explicit targets; this looks like the same report family, though not provably an exact duplicate." + "reason": "Same title and same apparent problem statement with no evidence of different scope; these look like duplicate reports of the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The conclusion is a bit too strong for the packet. The evidence supports that these two issues are highly similar and likely duplicates (same title, close body lengths, no differing filenames/targets), but it does not prove they are exact duplicates or have the same content. Please downgrade the wording to a conservative \u2018likely duplicate / same report family\u2019 assessment while keeping #45145 as the canonical issue because it is earlier and has the inbound reference." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues are closed, have the exact same title, and the earlier one has an inbound reference, so choosing #45145 as the canonical issue is reasonable. The soft-edge accept is also conservative enough given the identical titles and lack of contrary metadata." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 13, - "component_count": 18, + "component_index": 14, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18113,8 +18073,8 @@ }, { "label": "issue", - "component_index": 14, - "component_count": 18, + "component_index": 15, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18130,7 +18090,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "ef45c6001985c2f5823b8dd883550744f6ee155f338f5f703ddbe4588bf79089", + "prepared_review_unit_hash": "b04ad08a8bf30f77d0ca17a0e381df5b771ae293a3273a17939e0340ea7357e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18152,18 +18112,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about 4-bit inference, but they describe different failures and likely different root causes: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module behavior regression causing an lm_head exclusion AssertionError.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError during NF4 inference, the other is a BitsAndBytesConfig skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError. They share the broad 4-bit inference area but describe different failure modes and fixes.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the better representative because it names a specific configuration regression and a concrete failing path; it is more actionable than the Gemma4-specific TypeError report.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45674 is the broader, more generally actionable report of a 4-bit inference regression in BitsAndBytesConfig; however, it should not be treated as a duplicate of #45672 because the failure mode and implicated code path differ.", + "best_issue_reason": "#45674 is the strongest issue to keep as the cluster representative since it clearly states the underlying mechanism and is easier to route to the relevant BitsAndBytes code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different concrete bugs: #45672 is a Gemma4/audio uint8 torch.finfo() TypeError, while #45674 is an llm_int8_skip_modules / default lm_head exclusion AssertionError in 4-bit inference. Shared 4-bit context is too broad to merge." + "reason": "Same broad 4-bit inference space, but different bugs: torch.finfo on uint8 weights in audio modules vs skip_modules clearing the lm_head exclusion. They are not the same underlying defect." } ] }, @@ -18176,8 +18136,8 @@ }, { "label": "issue", - "component_index": 15, - "component_count": 18, + "component_index": 16, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18193,40 +18153,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "07b267e4b902facbe710f925ada712aa83c50b3043be18031bd304ad10de63e1", + "prepared_review_unit_hash": "43b3b6ffc8f1fb98510326d7e8ff17a90864bc456af6345be86e6678385289bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have only weak title similarity and no body, links, or shared targets. They appear to be unrelated personal-name placeholders rather than the same underlying bug or request.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: both issues are empty and unrelated beyond superficial surname overlap.", + "summary": "The two issues are not duplicates: they have different titles, no body text, and no shared technical context\u2014just distinct name/date strings. There is no basis for a canonical issue here.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clear canonical duplicate target; both are empty, unrelated, and provide no bug report content.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice because there is no actionable content or evidence of duplication.", + "best_issue_reason": "Neither issue is suitable as a global best issue because neither describes a real technical problem or actionable change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial similarity in names; no body, targets, or discussion evidence indicating the same issue." + "reason": "Reject: the issues appear unrelated and only share a vague soft-similarity signal. Their titles reference different people and dates, with no shared bug, component, or reproduction details." } ] }, @@ -18239,8 +18199,8 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 18, + "component_index": 17, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18256,7 +18216,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "66cb8cddbd18266121d6836b48e0cbd90f13c7d9081915a8f2a101a3bb905cee", + "prepared_review_unit_hash": "06094b88504c23eeeb6e9d8b886c9aff443149f5cd0354ac2f93a511ed9b5e4f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18278,18 +18238,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates; they reference different people and dates and contain no shared problem description or actionable context.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Two closed issues with only person-name/date titles and no body or references; they do not appear to describe the same underlying problem, so the soft match should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue has any substantive description, links, or discussion to distinguish it as a canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a better canonical candidate than the other; both are effectively empty and unrelated on the available evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named subjects and dates with no evidence of the same underlying bug or request; this looks unrelated rather than duplicate." + "reason": "The titles reference different people and dates, with no shared bug report, code context, or explicit linkage; this looks unrelated rather than duplicate." } ] }, @@ -18302,8 +18262,8 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 18, + "component_index": 18, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18319,40 +18279,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "803c2da68b35b6b69ca2e52b15bbb4409855f61d4ffbd44da511c06a7b32fd20", + "prepared_review_unit_hash": "2b8d33906960023e457233a531832dc71ec71fb6ece83f72cbfe967265359ebd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature requests: one asks for a new Qwen token-classification model class, the other asks for FP8 training support. They do not describe the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and is better suited as the cluster representative; 46295 is a separate training-capability request.", + "summary": "These two issues are unrelated: one requests adding a Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support. There is no strong evidence they describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45810 is a specific API/model addition request with a clear target, while 46295 is broader and orthogonal, so 45810 is the better issue to anchor on.", + "best_issue_reason": "No single issue is a good canonical representative because the requests target different features/subsystems and do not overlap in scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different features in different areas: model-class addition vs FP8 training support. No shared code-path or concrete mergeable change." + "reason": "Different feature requests with distinct goals: model-classification head support vs FP8 training support. No shared code path or concrete change overlap is evident." } ] }, @@ -18365,8 +18325,8 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 18, + "component_index": 19, + "component_count": 19, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18392,12 +18352,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5c441b58afcf3a8bca15b56afb642007901085b6aa9b38d3432313f040fe0261", + "prepared_review_unit_hash": "05fc80b484848ef0882e7e3a1a98b32f5fb7272d1296aa192669c00579546fe4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18405,7 +18365,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18414,69 +18374,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. The dataset bundle issue 45869 is only thematically related and should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "45872 is the strongest canonical representative among the duplicates because it is slightly more descriptive and its twin 45873 is an exact match; 45870/45871 form a separate duplicate pair.", + "summary": "The cluster still looks like two likely duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset listing (45869). The metadata supports duplication by identical titles and matching body lengths, but not full certainty about body contents, so the pairwise verdicts should stay cautious.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into two separate likely-duplicate pairs plus an unrelated issue.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best overall issue to keep as the representative because the title is more specific and the issue text appears more detailed than the other pair.", + "best_issue_reason": "No global best issue across the cluster; the items do not represent one shared underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same financial domain, but one is a dataset bundle and the other is an example; not the same underlying issue." + "reason": "Different artifact types and intent: a dataset listing versus an example/use-case issue, so not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic only; dataset listing vs example scenario are different issues." + "reason": "Same as 45869 vs 45870: broad financial-data context only, but different request type and scope." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title match with matching metadata/body length; these look like duplicate submissions of the same example issue." + "reason": "Strong duplicate signal: identical title and matching body length, with close timing, so these likely describe the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are DataForge financial examples, but the titles describe different topics: prediction example vs scraping service." + "reason": "Only broad topical overlap; the titles suggest different requests, so this does not look like the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different issue topics; only broad subsystem overlap, not the same underlying request." + "reason": "Broad topical similarity only; the request described by the title is different, so not a duplicate." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Duplicate only in a broad financial/DataForge sense; the concrete issue descriptions differ." + "reason": "Shared financial/time-series context, but the titles point to different concrete requests." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete issue content; not a same-bug/same-change match." + "reason": "Topic overlap only; insufficient evidence that these are the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title match with matching metadata/body length; these are duplicate copies of the same issue." + "reason": "Strong duplicate signal: identical title and matching body length, so these likely refer to the same issue filed twice." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are both exact-title, equal-body-length pairs, while 45869 is only loosely similar. The choice of 45872 as the representative is reasonable given the more specific title and larger body length. Minor caveat: avoid saying 'matching metadata' unless you mean only the shared title/body-length pattern visible in the packet." + "accept": false, + "feedback": "The cluster split is plausible, but the writeup overstates the evidence. The packet only gives identical titles and matching body lengths for 45870/45871 and 45872/45873, not body contents, so calling them \"exact duplicates\" is stronger than the metadata supports. Likewise, the soft pairs are all marked deterministic_accept=false, so the verdicts should stay conservative rather than assert certainty. The unrelated 45869 vs. the example-style issues is grounded, but the duplicate conclusions are not sufficiently proven from the packet alone." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18484,7 +18444,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18535,172 +18495,172 @@ "pull_request:44827|pull_request:46048", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "bdf34c002fab07fecf6e0154f6248a1daa48d8c1acecf4293db89220fdb0d490", + "prepared_review_unit_hash": "7a5a81d58e09e7f298646dbade9098fbfded8a219a363a42701f9f2d9a8c3f27", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 22, - "serialized_chars": 42939, - "estimated_input_tokens": 10735, - "estimated_eval_tokens": 21726 + "serialized_chars": 42942, + "estimated_input_tokens": 10736, + "estimated_eval_tokens": 21728 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 22, - "serialized_chars": 42939, - "estimated_input_tokens": 10735, - "estimated_eval_tokens": 21726 + "serialized_chars": 42942, + "estimated_input_tokens": 10736, + "estimated_eval_tokens": 21728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous PRs with one true duplicate-like pair: the two fixed_cross_entropy patches. Everything else is only superficially similar by subsystem or keywords and should stay separate.", - "confidence": 0.94, + "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only true duplicate-looking pair is the two `fixed_cross_entropy` changes, which target the same function and same issue.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative of the duplicate pair because it directly forwards supported kwargs to nn.functional.cross_entropy, cleanly updates the helper API, and has the explicit tracked issue link; 43254 is just an alternate variant of the same fix.", + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR because it is explicitly tied to issue 43240 and makes the targeted `fixed_cross_entropy` fix in a small, focused way; `43254` is effectively the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall match for the cluster's only real duplicate theme. It is the most complete and direct implementation of the fixed_cross_entropy kwargs fix, and it is the only pair here that could plausibly be merged into a single PR with its counterpart.", + "best_pr_reason": "`pull_request:43251` is the strongest representative of the real duplicate pair: same file, same function, same added kwargs (`weight`, `label_smoothing`), and explicit issue linkage. The other PRs are different features/fixes in unrelated code paths.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: adding VideoPrism model/docs vs adding an executorch dynamic-shape test. Same broad repo area, but not the same bug or feature." + "reason": "Different features in different areas: VideoPrism model addition vs Executorch dynamic-shape export test. Same broad repo, not the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions for MistralCommon do not overlap with executorch export testing; unrelated concrete code paths." + "reason": "Mistral tokenizer methods vs Executorch export testing; no shared code path or fix target." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Missing tokenizer methods vs adding a new MobileLLM model. No shared underlying change." + "reason": "Tokenizer API additions and MobileLLM model implementation are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness work is unrelated to a new model implementation." + "reason": "Processor auto-loading robustness vs adding MobileLLM; different subsystems and problems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs forwarding and MobileLLM model addition are unrelated changes." + "reason": "`fixed_cross_entropy` kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both are code changes, but one fixes cross-entropy kwargs and the other is a Mistral4 test/modeling update; not the same issue." + "reason": "Loss-function kwargs handling is not the same as Mistral4 test/model changes; only superficial \u201cfix\u201d similarity." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export test vs Mistral4 test fixes; different concrete problems." + "reason": "Executorch dynamic-shape export tests and Mistral4 fixes address different code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability test and MobileLLM model scaffolding are unrelated." + "reason": "Executorch test coverage vs new model implementation; not the same bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code is unrelated to cls.config resolution ordering in modeling_utils." + "reason": "New MobileLLM model code and config-resolution ordering fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-collection refactor; no shared bug or change." + "reason": "New model addition vs Falcon output-collection refactor; different functionality." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and the model-creation skill PR are entirely different scopes." + "reason": "Falcon refactor and model-creation skill docs are entirely different; no shared fix target." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor and Mistral4 test/model updates are different code paths." + "reason": "Falcon standardized-output refactor and Mistral4 test fixes do not describe the same underlying problem." }, { "left": "pull_request:44827", "right": "pull_request:46344", "accept": false, - "reason": "Mistral4 test/model changes are unrelated to VitPose flip_back graph-break fixes." + "reason": "Mistral4 model/test fixes vs VitPose `flip_back` graph-break fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are not the same underlying bug." + "reason": "Mistral4 test/model work and CLIP-family `layrnorm` renaming are different changes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes do not overlap with the chat-response parsing overhaul." + "reason": "Mistral4 fixes and serve chat parsing updates are unrelated code paths." }, { "left": "pull_request:44827", "right": "pull_request:46367", "accept": false, - "reason": "Mistral4 test fixes are unrelated to DeepGEMM availability plumbing and xpu kernel gating." + "reason": "Mistral4 fixes and DeepGEMM/XPU enablement are different subsystems and fixes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model-creation skill are unrelated." + "reason": "Mistral4 changes and the new-model skill are unrelated; no overlap beyond generic model-related content." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model code and the model-creation skill are not the same artifact or bug." + "reason": "Adding MobileLLM and adding a model-creation skill are different artifacts, not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes are unrelated to cls.config resolution ordering." + "reason": "Mistral4 fixes and config-resolution ordering fix are unrelated." }, { "left": "pull_request:46048", "right": "pull_request:46367", "accept": false, - "reason": "Both touch kernel/integration code, but tdt-loss kernel loading and DeepGEMM availability are different concrete features." + "reason": "TDT loss kernel integration and DeepGEMM availability/XPU enablement are different kernel/integration changes, not one fix." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + "reason": "Mistral4 fixes and TDT loss kernel addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "These are near-duplicate fixes for the same fixed_cross_entropy helper in the same file, both targeting issue 43240 and both plausibly mergeable into one PR." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same `cross_entropy` kwargs (`weight`, `label_smoothing`) for `fixed_cross_entropy`; they are alternate implementations of the same fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only strong duplicate signal is the 43251/43254 pair, which shares the same file and issue target and appears mergeable into one bugfix PR. The remaining pairs are conservatively rejected as soft similarity only, with reasons tied to distinct files or concrete change scopes. I don\u2019t see evidence of overstatement." + "feedback": "Grounded overall. The summary stays conservative, and the only accepted pair (`pull_request:43251` / `pull_request:43254`) is supported by the packet: same file, same function, same kwargs fix, and shared issue target 43240. The other soft-edge rejections are appropriately cautious and do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -18711,7 +18671,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18729,12 +18689,12 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "26e49e17f906bed7b367505c7198c54229af49d1c916c99f062c76956ac0b4f5", + "prepared_review_unit_hash": "daa429dc00a03c0e3982b3f91a08172ba6746f0349e375eecedb02c30d470c60", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10379, + "serialized_chars": 10380, "estimated_input_tokens": 2595, "estimated_eval_tokens": 5446 }, @@ -18742,7 +18702,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10379, + "serialized_chars": 10380, "estimated_input_tokens": 2595, "estimated_eval_tokens": 5446 }, @@ -18751,24 +18711,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: two are related to VibeVoice but cover different scopes (initial VibeVoice vs VibeVoice Realtime), and the third is an unrelated Parakeet-RNNT addition. The shared auto-registration/docs files are not enough to treat them as the same change.", - "confidence": 0.96, + "summary": "Three separate model-addition PRs are present: a base VibeVoice implementation, a VibeVoice Realtime extension, and Parakeet-RNNT. The VibeVoice PRs share some auto-registry/docs files, but they target different features and code paths; Parakeet-RNNT is a different model family entirely.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster mixes distinct feature additions across different model scopes, so there is no single duplicate anchor.", + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice base-model implementation with the broadest model, auto-mapping, and docs coverage, making it the best representative of the VibeVoice work.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the most foundational and representative of the VibeVoice work, but it is still not a duplicate of the others.", + "best_pr_reason": "PR #40546 is the most canonical single change in the set: it introduces the core VibeVoice model rather than a variant or another model family.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Initial VibeVoice implementation vs VibeVoice Realtime; the latter adds acoustic-tokenizer/realtime machinery and is a broader, different feature rather than the same fix/change." + "reason": "Related by model family, but not the same underlying change: #40546 adds base VibeVoice, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation/feature-extraction work. They are adjacent features, not one mergeable fix/change." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model families entirely: VibeVoice Realtime vs Parakeet-RNNT. Shared auto-mapping edits are incidental and do not indicate the same underlying change." + "reason": "Different model families and different feature sets: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registry edits are too broad to indicate the same underlying bug or change." } ] }, @@ -18782,7 +18742,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18798,12 +18758,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "fdfb070610a74bff1336a8834dbd5a48bce445fb71655eab6d7e488ca819ace4", + "prepared_review_unit_hash": "a140d1e5bbe5e708341878513928530c4dbc573c202034546401d2b65c85cb46", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18811,7 +18771,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18820,18 +18780,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated model-feature additions: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change and should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate PR here. If forced to pick a canonical PR for the cluster, PR #40755 is slightly more self-contained and feature-complete in its own subsystem, but it is not a duplicate of #41224.", + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs modify different models, code paths, and user-facing features.", "best_issue_reason": null, - "best_pr_reason": "PR #40755 is the better representative only because it has a more focused single-feature scope and larger implementation footprint; however, it does not subsume or duplicate PR #41224.", + "best_pr_reason": "No best PR for deduplication purposes; neither PR subsumes the other because they target unrelated functionality.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "They address different models and different problems: TimesFM covariate forecasting versus DINOv3 image classification. No shared concrete code-path or mergeable overlap beyond being model additions." + "reason": "Different model areas and different concrete changes: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same bug or implement the same feature." } ] }, @@ -18845,7 +18805,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18908,7 +18868,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18926,12 +18886,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "05ed0bd0a89e4c04da4645e9cc0b804f56522fbfb53cab3a670a63d0e2b0399e", + "prepared_review_unit_hash": "05e7f1a18926fd40e058440582d705f8a0b8d9a3b302d55247d9a32245699a18", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18939,7 +18899,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18948,24 +18908,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs all add different models (DeepSeek OCR, Isaac, Kimi2-6). They share the usual new-model boilerplate, but they are not the same underlying change and should not be deduplicated.", - "confidence": 0.96, + "summary": "These are three separate model-addition PRs for different models, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6. They share onboarding boilerplate and auto-registration files, but the actual model codepaths and model-specific files are distinct.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication purposes: each PR introduces a different model and separate implementation/docs/tests.", + "canonical_pr_reason": "No canonical duplicate PR: the PRs implement different models and cannot be merged as one underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the strongest representative of the cluster only in the sense that it has the most review activity and appears most developed, but it is still a distinct model addition, not a duplicate of the others.", + "best_pr_reason": "If one representative is needed, PR 45630 is the broadest/latest and has the most review activity, but it still represents a distinct Kimi2-6 addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs Isaac are different model additions with different files, configs, and model code paths; shared boilerplate is not enough to treat them as the same change." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared registration/docs files are boilerplate, not the same concrete change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are separate new-model PRs for different architectures; they overlap only in standard integration scaffolding, not in a concrete bug fix or mergeable shared change." + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar integration surfaces, but they are separate model implementations and not one fix/change." } ] }, @@ -18979,7 +18939,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18995,7 +18955,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "f3018b3c24ad148037247f84abf1856999f6b8768af72ebf584aabd0b4a92013", + "prepared_review_unit_hash": "c2cc71d6e650cdb9c1a6ff7eedf0afd21240ef5522a91659273f3325319190df", "component_budget": { "node_count": 2, "item_count": 2, @@ -19017,18 +18977,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are workflow dependency bumps, but they target different GitHub Actions families: one updates core workflow actions for Node 24 compatibility, the other updates Docker build actions and related workflow deps. They overlap in theme, not in the same concrete fix.", + "summary": "Both PRs update GitHub Actions dependencies across workflow files, but they target different upgrade goals and change different action sets, so they should not be treated as duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it clearly frames the broader workflow-action compatibility upgrade and touches the most central shared actions across many workflows.", + "canonical_pr_reason": "PR 42975 is the more specific representative: it is clearly scoped to Node 24 compatibility and updates the workflow actions needed for that compatibility sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best cluster representative: it is broader, more clearly scoped as a platform compatibility update, and better captures the overall maintenance theme of the group.", + "best_pr_reason": "PR 42975 is the better cluster anchor because its purpose is concrete and narrowly defined, whereas PR 42976 is a broader general-version bump with less specific intent.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: these are different action-version upgrade changes. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; 42976 updates docker/build-push-action and a different set of workflow actions. Same maintenance theme, but not the same underlying bug/change or a single plausible merged PR." + "reason": "They overlap on workflow maintenance, but 42975 is a Node 24 compatibility sweep while 42976 is a general action-version update focused on different actions; they are not the same underlying change and would not be merged as one PR." } ] }, @@ -19042,7 +19002,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19065,12 +19025,12 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "83e378f79b9549401963c5f84252f03ab1f3c80f4bfb649863698cec3b2fa7e3", + "prepared_review_unit_hash": "39c36d2397564654c69aaf5a019afce29a82fc5aa5b4cccf57a9fdda5c5fd943", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14183, + "serialized_chars": 14184, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -19078,7 +19038,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14183, + "serialized_chars": 14184, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -19087,48 +19047,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, and CTSM). They share generic Transformers plumbing like docs, auto mappings, and registration, but they target different model families and code paths, so none of the soft similarities indicate duplication.", + "summary": "These are four unrelated model-addition PRs: ViT NEPA, Molmo, Molmo2, and CTSM. They share boilerplate areas like docs and auto-mapping registration, but they implement different models and code paths, so none should be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different models, not alternative fixes for the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43451 (Molmo2) is the strongest standalone PR in the set, with the broadest implementation footprint and the most review activity, but it still should not be treated as a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are unrelated model additions; shared auto/doc files are generic integration work, not the same underlying change." + "reason": "Different models and domains: ViT NEPA vision model vs Molmo multimodal model. Shared docs/auto-registration files are generic boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 add different models with different configs, processors, and tests; they do not fix or implement the same code path." + "reason": "ViT NEPA and Molmo2 are separate model integrations with different architectures and files; overlap is only in shared transformers registration/docs." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are separate model integrations; overlap in Transformers registration files is too broad to indicate duplication." + "reason": "ViT NEPA is a vision model addition, while CTSM is a time-series model addition with different implementation paths. Not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are different model families with distinct modeling/processing stacks, so this is not one change split across PRs." + "reason": "Molmo and Molmo2 are related by name but are distinct model integrations with different modules, tests, and auto mappings; they are not one mergeable fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM touch common infrastructure but implement different models and unrelated functionality." + "reason": "Molmo and CTSM address different model families and code paths. Shared framework files do not indicate a duplicate PR." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are independent model-addition PRs; shared auto/model registry edits are incidental, not a duplicate fix." + "reason": "Molmo2 and CTSM are unrelated model additions. They touch some of the same registration machinery, but not the same concrete feature or bug." } ] }, @@ -19142,7 +19102,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19150,63 +19110,78 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-3", + "cluster_id": "cluster-43291-4", "nodes": [ "pull_request:43291", "pull_request:43665", - "pull_request:44815" + "pull_request:44815", + "pull_request:46378" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", - "pull_request:43665|pull_request:44815" + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46378", + "pull_request:44815|pull_request:46378" ], - "prepared_review_unit_hash": "3bd33082194d45a75b29abe8caca050d457dfa7213a29c94b37940abdf4c9526", + "prepared_review_unit_hash": "cbdc62ff27b881dc5f93ae1335a4311532c942ed36217af231b0cd0e63e6de2c", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 9344, + "estimated_input_tokens": 2336, + "estimated_eval_tokens": 4928 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 9344, + "estimated_input_tokens": 2336, + "estimated_eval_tokens": 4928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs with weak title similarity but clearly different scopes: one Whisper tokenizer/test fix, one noisy test-only PR, and one broad dequantization/model-loading fix. They do not look like duplicates of the same underlying change.", - "confidence": 0.91, + "summary": "This set is mostly not a true duplicate cluster: two PRs are unrelated test edits, and the other two are separate loader/quantization fixes that only overlap loosely in core loading code.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and coherent change set: it addresses a concrete FP8/dequant/model-loading path with implementation and test updates. The other PRs are either narrow Whisper-specific or clearly test-noise and not representative of the cluster.", + "canonical_pr_reason": "PR 46378 is the most focused, concrete fix in the shared loading path (MergeModulelist shard_index detection) and is the strongest representative of the substantive bug-fix work here.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative because it contains the clearest real bug-fix work and has the strongest evidence of an actual code-path change rather than test-only edits.", + "best_pr_reason": "PR 46378 is the best overall candidate because it targets a specific code-path bug in state-dict loading with a minimal, clear change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode fix and unrelated test-file edits for CLIP/ViT do not target the same code-path or bug." + "reason": "Whisper tokenizer/test changes vs CLIP/ViT test edits; these are unrelated model test PRs, not the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/timestamp behavior is unrelated to the FP8 dequantization/model-loading changes in the other PR." + "reason": "Whisper decode/test work is unrelated to FP8 dequant/loading logic in core_model_loading and finegrained_fp8." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT test-only PR is not the same underlying bug/change as the FP8 dequantization fix and should not be merged together." + "reason": "The test-only CLIP/ViT PR does not fix the same concrete code-path problem as the dequant/loader PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46378", + "accept": false, + "reason": "Unrelated test assertions in vision model tests vs a state-dict loading fix in core_model_loading." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46378", + "accept": false, + "reason": "Both touch loading/dequant code, but they fix different concrete issues: 44815 adds FP8-related loader/padding changes, while 46378 changes MergeModulelist shard_index handling in TP/EP loading. Same file is not enough to call them duplicates." } ] }, @@ -19220,7 +19195,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19243,64 +19218,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "a7d66037052f414f874b40e1cbec59e79aeb56e29fec35c697e91101760e5a87", + "prepared_review_unit_hash": "f6f42abac830a2ccf6a50d8427a70d53d67cf6406a48e3547e40a154d2815d55", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12263, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12263, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is made up of synthetic \"do not merge\" PRs for bot/CI/test validation. None of the pairings look like true duplicates; the only strong similarity (45932 vs 46100) still affects different code paths and should stay separate.", - "confidence": 0.89, + "summary": "These are mostly unrelated test/dummy PRs that only overlap on broad test/CI areas; only the 45932\u219446100 pair looks superficially similar, but their concrete changes are still different enough to keep separate.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46114 is the most central and representative synthetic PR in the cluster: it connects to the most other candidates and spans both CI/workflow and test-file changes, making it the best cluster exemplar.", + "canonical_pr_reason": "No issue is present. If a representative PR must be chosen, 46114 is the broadest test-migration/CI change and best summarizes the cluster\u2019s noisy infrastructure-style edits, though it is not a true duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46114 is the best single representative because it is the broadest and most hub-like of the test-migration PRs, while the others are narrower or more isolated.", + "best_pr_reason": "46114 is the most central representative of the cluster because it spans CI, auto/modeling, and test files, matching the cluster\u2019s overall test-harness churn better than the narrower PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "They only overlap on ViT test files, but the actual edits are unrelated: setup/version and dependency changes versus OTEL/migration and multi-file test/workflow changes." + "reason": "Both are dummy \"do not merge\" PRs, but they change different code paths: 43488 is setup/version/dependency and ViT test churn, while 46114 is CI/migration plumbing plus several tests. Not the same underlying change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are synthetic PRs, but one is a repo-bot/setup-format check and the other rewires self-comment CI; they are not the same underlying change." + "reason": "Shared broad test/CI theme only. 43488 focuses on packaging/version and a ViT test file, while 43532 rewires workflows and touches multiple unrelated model/test files." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Shared test-file presence is too broad; the diffs target different systems and different test paths, so they are not mergeable as one PR." + "reason": "Both touch CI and tests, but the concrete edits differ: 43532 changes self-comment/scheduled/slack workflows and a few model files, whereas 46114 is a forked migration/test PR with different CI and test modifications." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Although both are test-oriented synthetic PRs, 45932 changes model/config/CI code across many files while 46100 only adds dummy failing asserts in ViT tests; different concrete changes." + "reason": "Despite the shared ViT test filename, 45932 is a broad CI/model/config change and 46100 only injects failing assertions in the ViT test. They are not the same bug or change and would not be merged as one PR." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Both touch tests, but 46100 is a focused ViT test-migration stub while 46114 is a broader OTEL/CI PR with many unrelated files; not the same bug or change." + "reason": "Both mention tests and share a ViT test file, but 46100 is just targeted failing assertions while 46114 is a broader CI/auto/model/test migration. Different underlying changes." } ] }, @@ -19314,7 +19289,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19330,7 +19305,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "70e91ecce859b21daf184e5387207dfd12d7ea36c9f5ff0101f621ac51c9915b", + "prepared_review_unit_hash": "a76aef08bbfda01c866ca62c0c33ead3873c30c1bbe8aec46b109fc42a427502", "component_budget": { "node_count": 2, "item_count": 2, @@ -19352,18 +19327,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related pipeline/documentation PRs in the same area, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share boilerplate files, but the model targets and code paths are distinct, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two related but distinct pull requests: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline. They share documentation and plumbing, but target different models, filenames, and concrete pipeline implementations, so they should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue is present. If a single representative PR is needed, 43613 is slightly broader and more feature-complete, but it is not a duplicate of 43612.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader and more central change: it adds a promptable visual segmentation pipeline with support across multiple segmentation model families. PR 43612 is a separate, narrower concept-segmentation pipeline and should remain distinct.", + "best_pr_reason": "43613 is the stronger representative of the cluster theme because it covers a broader promptable segmentation stack and more supporting model/test updates, but it is still a separate feature from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/tests/registration files are boilerplate for new pipelines, not evidence of duplication." + "reason": "Different features: concept segmentation vs visual segmentation. The overlap is mostly shared docs/pipeline scaffolding, while the actual code paths, model integrations, and tests differ, so they are not the same underlying change." } ] }, @@ -19377,7 +19352,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19393,7 +19368,7 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "ea27c52ac3f15d8047354eae110466b0dac03d009991b432fc1c93f3c4d3bc60", + "prepared_review_unit_hash": "dab000bc61f9baf860f91fd934af78a6ed7f9c7f0c2f64c6f67a69266493385c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19415,18 +19390,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in a loose testing/CI cluster: one is a failure-reporting workflow change, the other is a CircleCI/test-marker experiment with injected failing tests. They overlap only superficially on testing files, not on the same code-path change.", - "confidence": 0.84, + "summary": "The two pull requests are not duplicates: one changes CI/workflow logic for failure reporting, while the other appears to be an unrelated test/CircleCI manipulation. They touch only a broad shared area (tests/ViT) without fixing the same concrete problem.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43649 is the clearer canonical PR because it has a specific, coherent CI/failure-reporting change set across workflows and utilities, while PR 46301 is a smaller, more ad hoc test-marker tweak with injected failures.", + "canonical_pr_reason": "PR 43649 is the better canonical PR because it has a clearer, substantive workflow-focused change set and a meaningful title tied to failure reporting.", "best_issue_reason": null, - "best_pr_reason": "PR 43649 is the best representative of the cluster since it has the most substantive and well-scoped change and the strongest title/body signal about the intended behavior change.", + "best_pr_reason": "PR 43649 is the best PR candidate overall: it is more coherent, more likely to represent the actual change being tracked, and less like incidental test churn.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "They do not appear to fix the same concrete bug or implement the same change; the shared ViT test file is incidental, and one PR is about failure reporting workflow while the other is about CircleCI test selection/marker behavior with test injections." + "reason": "These are different changes: 43649 edits self-comment/scheduled CI and test infrastructure for failure reporting, while 46301 tweaks CircleCI test selection and injects failing test cases. Shared files alone do not indicate the same underlying bug or fix." } ] }, @@ -19440,7 +19415,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19456,40 +19431,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "7f4b622a7d77ca95c141309ce4196faff3180b7fcda14e30d738a5e96d787a1f", + "prepared_review_unit_hash": "39e718bd519fb81d5e3616d96867cc1d1d0a226c5e45ff2ffb33aabec4ec8126", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both in `trainer.py` but target different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying change.", - "confidence": 0.97, + "summary": "Two open PRs touch `trainer.py` and both add overridable helper methods for custom trainers, but they solve different problems: gradient-accumulation loss scaling vs. dataloader column filtering. They are related only by file and theme, not by the same underlying bug/change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43651 is the cleaner canonical representative because it introduces a concrete behavior change in `training_step` with a narrowly scoped helper for gradient accumulation loss scaling.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43651 is the best representative for this cluster because its change is self-contained and specific; #43663 addresses a separate signature-introspection/column-filtering extension.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: `_loss_is_scaled_for_ga` affects training loss normalization, while `_get_signature_columns` affects dataset column filtering/signature inspection. Shared file alone is not enough to treat them as the same PR." + "reason": "Reject: these are different code-path changes in `trainer.py`. #43651 changes loss scaling during training, while #43663 changes signature-column filtering for dataset inputs. They are not the same underlying bug or mergeable fix." } ] }, @@ -19503,7 +19478,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19519,12 +19494,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "f2f6b2c94efd75fa6e8a0bd520f1a810f29d197dc5d0b4d555c893d73ada103e", + "prepared_review_unit_hash": "99474413f16db9623a2f5265c76257964205213201647eb1d2fc6a0ef54ede48", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3661, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19532,7 +19507,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3661, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19541,32 +19516,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI server file and both mention TypeAdapter NameError, but they fix different causes: one is a typing/annotation cleanup in serve.py, the other addresses missing-pydantic import handling. Related theme, not duplicates.", - "confidence": 0.91, + "summary": "Two open PRs in transformers/cli/serve.py both address import-time typing/NameError issues around TypeAdapter in the CLI server code. They are closely related enough to cluster, with one narrower fix and one broader typing cleanup.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43842 is the better anchor: it has an explicit issue target and fixes a concrete runtime NameError when pydantic is not installed, making it the more specific user-facing bug fix.", + "canonical_pr_reason": "PR 43842 is the cleaner canonical PR: it directly and narrowly fixes the TypeAdapter NameError when pydantic is absent, with a small targeted change in serve.py. PR 43656 looks broader and includes additional typing/future-annotations cleanup beyond the core bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43842 is the strongest standalone PR here because it targets a clearly described failure mode and has the cleanest issue linkage; it is more representative than the broader typing-only fix in 43656.", + "best_pr_reason": "PR 43842 is the best representative because it most explicitly matches the underlying runtime failure mode and is the most focused fix for the CLI serve NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and similar wording, but different underlying bugs: 43656 changes annotations/future imports in serve.py, while 43842 fixes TypeAdapter resolution when pydantic is missing. They could both be valid and are not one mergeable change." + "accept": true, + "reason": "Both PRs target the same concrete code path in src/transformers/cli/serve.py and appear to fix the same class of import-time TypeAdapter NameError by changing annotation/import behavior. They look mergeable into one fix, though 43656 is broader." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded: both PRs touch src/transformers/cli/serve.py and both titles/diff previews point to TypeAdapter-related NameError fixes in the CLI server path. The soft-edge acceptance is conservative enough because 43656 is broader but still plausibly in the same bug-fix family, and the canonical choice of 43842 as the narrower fix is supported by the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 14, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19632,7 +19610,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19696,8 +19674,8 @@ "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:44059|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", @@ -19710,10 +19688,10 @@ "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", - "pull_request:44059|pull_request:44066", + "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", @@ -19744,352 +19722,400 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "e4eb7275b60a2b05d56d57a10f73f3dcf47f552f0e02ddba7ab518333f482561", + "prepared_review_unit_hash": "33bac0f58da4a789e794d189e7c2fdc02aada0e503a3faa5c5778d9c5a22a256", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly model-by-model refactors to the standardized output-tracing/decorator interface, all pointing at issue #43979. Only a few pairs are true duplicates: the repeated GPT-Neo PRs and the repeated GPT-J PRs. Most other pairs share the same meta-issue but change different model code paths, so they should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the broadest and most consolidated output-tracing refactor in the cluster, directly targets the shared issue (#43979), and overlaps the same GPT-J/CodeGen code paths as the earlier GPT-J PRs.", - "best_issue_reason": null, - "best_pr_reason": "PR #44722 is the best representative of the cluster because it most clearly captures the intended standardized output-tracing change with the least ambiguity and the strongest overlap with the duplicate GPT-J work.", + "summary": "This cluster is a broad, model-by-model refactor series to migrate output handling to the new capture_outputs/can_return_tuple tracing style, mostly under tracking issue #43979. The only clear duplicate PRs are the GPT-J variants and the GPT-Neo pair; the rest are related refactors for different models, not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": "Shared umbrella issue #43979 is the tracking ticket for the standardized output-tracing migration; no standalone issue artifact is present in the provided items.", + "canonical_pr_reason": "PR 44007 is the best representative canonical PR: it has an explicit #43979 link, a clear refactor-focused title, and a broader multi-model decorator-based output-tracing change than most of the others.", + "best_issue_reason": "#43979 is the natural global issue anchor for this refactor series; all of these PRs point back to that same migration effort.", + "best_pr_reason": "PR 44007 is the strongest single representative of the cluster because it is explicit, well-scoped, and central to the standardized output-tracing rollout.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same issue target alone is not enough." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model code paths; these are separate output-tracing refactors." + "reason": "Different model families and implementations; only the output-tracing style is shared." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch the same GPT-J output-tracing refactor; 44066 is just broader by also including CodeGen." + "reason": "Same GPT-J output-tracing refactor in the same code path; 44066 just bundles an extra CodeGen copy." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models and implementations; not the same underlying fix." + "reason": "Both are output-tracing refactors, but for different model stacks and concrete forward paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet is a different model/code path from GPT-J/CodeGen." + "reason": "Different model families; not the same concrete bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; only the shared issue tag matches." + "reason": "Unrelated models and forward paths; shared issue target is not enough." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations; only the refactor theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; same tracing theme but not the same change." + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths and model families." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model implementations." + "reason": "GPT-J/CodeGen vs MPT are different models; not mergeable as one concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file/model and the same decorator-based output-tracing refactor." + "reason": "Same GPT-Neo output-tracing migration in the same file; these look like duplicate variants of the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete code paths." + "reason": "GPT-Neo vs GPT-J are separate model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different models; both are output-tracing refactors but not the same fix." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet is unrelated to GPT-J/CodeGen." + "reason": "ResNet is unrelated to GPT-J/CodeGen; same refactor style only." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are different model code paths." + "reason": "MGP-STR vs GPT-J are different model implementations and fixes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different implementations." + "reason": "ResNet and GPT-J are unrelated model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model refactors." + "reason": "GPT-Neo and ResNet are different concrete code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model code paths." + "reason": "ResNet vs MPT are separate model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different code paths." + "reason": "GPT-Neo vs Flaubert are different concrete implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." + "reason": "GPT-Neo vs GPT-J are different model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "MPT and GPT-J are unrelated model paths." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model-specific changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated concrete changes." + "reason": "GPT-Neo vs MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not fix the same concrete code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model refactors." + "reason": "GPT-J vs MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5 are different model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet-style output tracing vs Segformer are different model implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "ViLT and Flaubert/XLM are different code paths." + "reason": "RegNet and MPNet are unrelated model-specific changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate output-tracing refactors." + "reason": "MPT vs ImageGPT are different model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "TextNet and LongT5 are unrelated concrete code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + "reason": "RegNet vs GPT-Neo are different model implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different concrete implementations." + "reason": "MPNet vs LongT5 are unrelated changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and VisualBERT are separate model code paths." + "reason": "RegNet/ResNet-family output tracing vs LongT5 are different concrete fixes." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model refactors." + "reason": "TextNet and LongT5 are separate model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and SegFormer are unrelated concrete changes." + "reason": "RegNet and MPT are unrelated model paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model code paths." + "reason": "SqueezeBert vs MPT are different concrete implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate implementations." + "reason": "SqueezeBert and VisualBert are different model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and LongT5 are different model changes." + "reason": "RegNet vs TextNet are unrelated model refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet and Flaubert/XLM are different code paths." + "reason": "SqueezeBert and GPT-Neo are separate model-specific changes." }, { "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are unrelated concrete refactors." - }, - { - "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are different implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT2 are separate model-specific changes." + "reason": "MPNet vs Flaubert/XLM are different code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different concrete refactors." + "reason": "GPT-2 and GPT-Neo are different models; not the same concrete fix." }, { - "left": "pull_request:44073", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44073", - "accept": false, - "reason": "MPNet and VisualBERT are different model implementations." + "reason": "Flaubert/XLM vs LongT5 are unrelated model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different concrete changes." + "reason": "RegNet and MPNet are different model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SegFormer are different model refactors." + "reason": "MPT and SpeechT5 are unrelated concrete code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTaV2 are unrelated code paths." + "reason": "SqueezeBert vs DeBERTa are separate model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are different model changes." + "reason": "DeBERTa and TextNet are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is effectively the later duplicate consolidation." + "reason": "Same GPT-J/CodeGen output-tracing refactor; the diffs target the same underlying migration." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file and same underlying change." + "reason": "Both target the same GPT-J output-tracing change in the same file; one is a narrower variant of the other." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families; same issue target alone does not make them duplicates." + "reason": "CVT/FNet versus ResNet/RegNet/RT-DETR are different concrete implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated concrete changes." + "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different model implementations." + "reason": "DeBERTa and SpeechT5 are different model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and Vits are separate model code paths." + "reason": "DeBERTa and VITS are unrelated implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The canonical choice of PR #44722 is supported by its explicit #43979 link and its overlap with the GPT-J/CodeGen path. One small caution: not every PR in the cluster has an explicit issue link, so wording like \u201call pointing at issue #43979\u201d is a bit stronger than the item-level evidence, but the overall clustering rationale is still reasonable." + "feedback": "The summary is grounded in the packet and stays conservative about similarity: it treats most cross-model PRs as related refactors rather than the same concrete fix, and the accepted soft pairs are the ones with the strongest file-level overlap (GPT-J/CodeGen and GPT-Neo variants). No soft-edge verdict looks overstated." }, "evaluator_used": true, "retried": false, @@ -20100,7 +20126,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 34, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20127,20 +20153,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "8633079ef8bc0e8290738b6befa2b994b40cc3b6a5e89e5efe3b29e35563321e", + "prepared_review_unit_hash": "12e2a698c5cd191d7d3388ae71b07af3efc949d70493c8a2b4fbc2c7b88ea2cd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17126, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -20149,48 +20175,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of similar but model-specific PRs to migrate various architectures to standardized output tracing/capture. They share theme and vocabulary, but each touches a different concrete code path, so they should not be deduplicated as the same change.", - "confidence": 0.84, + "summary": "These PRs are thematically similar standardized-output/capture_outputs refactors, but they are model-specific changes in different code paths, so they should not be treated as duplicates. The cluster is best represented by the PR with an explicit tracking issue and the clearest rationale.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the most anchored candidate because it is tied to an explicit issue and shows a concrete, nontrivial output-tracing refactor in one model.", + "canonical_pr_reason": "PR 44129 is the strongest anchor for the cluster: it has an explicit linked issue, a clear output-tracing refactor scope, and is the most directly described as part of the standardized capture work.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative for this cluster because it has an explicit tracking issue and a clear, self-contained implementation change rather than only a naming-level refactor.", + "best_pr_reason": "44129 is the best representative PR because it is the only one tied to a specific issue and it clearly documents the standardized output capture change for one model.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing migrations, but they target different models and different implementation details; this is a shared refactor pattern, not the same underlying bug/change." + "reason": "Both are standardized output/capture_outputs refactors, but they target different models (FocalNet vs ImageGPT) and different forward paths. Related theme, not the same underlying PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model code paths with separate decorator conversions, so they are not the same concrete change." + "reason": "These touch different models (VisualBert vs TextNet) and implement the same refactor pattern in separate code paths. Too broad to merge as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model implementations; the similarity is only the standardized output-tracing refactor pattern." + "reason": "MPNet and VisualBert are distinct model implementations; the PRs share a refactor style but not the same concrete bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These PRs touch different models and different forward paths, so they should not be merged as one duplicate change." + "reason": "Both are output-tracing refactors, but they modify different model files and different execution paths, so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each migrate a different model to capture outputs; they are not the same code-path fix." + "reason": "RegNet and SqueezeBert are unrelated model code paths. The overlap is only the generic migration to standardized output collection." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both concern output tracing, but SqueezeBert and SpeechT5 have distinct forward logic and the SpeechT5 change includes additional API adjustments, so they are not one mergeable fix." + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors. Sharing the capture_outputs migration pattern is not enough to treat them as the same PR." } ] }, @@ -20204,7 +20230,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20269,268 +20295,250 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "b035303685775dd318453762ec3cf0e6299984ccbfa8282b894e51ddfdecac87", + "prepared_review_unit_hash": "9934d63eec11a8442d8c763b489f244ade7a0ba7d501687d412a2f50184a0972", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39771, - "estimated_input_tokens": 9943, - "estimated_eval_tokens": 20142 + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39771, - "estimated_input_tokens": 9943, - "estimated_eval_tokens": 20142 + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similarly titled but model-specific refactor PRs for output tracing; they share a theme, not a duplicate code change. I would not merge any pair as the same underlying change.", + "summary": "All items are model-specific output-tracing refactors with similar implementation patterns, but they target different code paths and are not duplicates of one another.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR emerges: each PR targets a different model or model family, so they are separate changes rather than duplicates.", + "canonical_pr_reason": "No single canonical PR: each PR updates a different model implementation, so these are related refactors rather than duplicate changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative of the cluster because it is a broader, more concrete refactor across related Mamba files, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 44003 is the closest representative because it applies the refactor across two related Mamba-family modules, but it still does not subsume the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor theme only." + "reason": "Different model families and forward paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); not the same change." + "reason": "Different code paths in timm_backbone vs vision-text dual encoder." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`timm_backbone` vs `univnet`); only a generic output-tracing refactor matches." + "reason": "Unrelated model implementations; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; not one concrete bug/change." + "reason": "Different subsystems: timm_backbone vs Mamba/FalconMamba." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated codepaths despite similar decorator/capture changes." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44029", - "accept": false, - "reason": "Unrelated models (`timm_backbone` vs `rwkv`); same pattern, not same PR." + "reason": "Different model and output behavior; not a mergeable duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are separate model implementations; not mergeable as one fix." + "reason": "MobileNetV1 and UnivNet are unrelated model paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different targets (`mobilenet_v1` vs `upernet`); shared refactor style is insufficient." + "reason": "Same tracing refactor pattern, but different models and files." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`); not the same underlying change." + "reason": "Different model families; only the refactor style matches." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different codepaths (`mobilenet_v1` vs `vision_encoder_decoder`); only output-tracing cleanup is common." + "reason": "Different wrapper/model code paths, so not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated model files." + "reason": "MobileNetV1 vs speech-encoder-decoder: distinct implementations." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different multimodal/audio models; same refactor motif, not a duplicate fix." + "reason": "Vision-text dual encoder and UnivNet are unrelated models." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` and `upernet` touch different execution paths." + "reason": "Different model code paths; not the same bug or feature." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba`/`falcon_mamba` are distinct subsystems." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are different models and different forward paths." + "reason": "Different model families and distinct forward implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different tasks and files (`vision_text_dual_encoder` vs `depth_anything`); not one change." + "reason": "Different targets; only broad output-tracing refactor similarity." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated models; same refactor category only." + "reason": "UnivNet and UperNet are separate model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (`univnet` vs `mamba`); not the same concrete bug/change." + "reason": "Different models; not the same concrete code-path change." }, { "left": "pull_request:44001", - "right": "pull_request:44004", + "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `codegen` are separate model codepaths." + "reason": "Different model families and files; no duplicate evidence." }, { - "left": "pull_request:44001", - "right": "pull_request:44025", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "`univnet` and `depth_anything` are unrelated model families." + "reason": "UperNet segmentation wrapper vs RWKV language model are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba`/`falcon_mamba` are different implementations and fixes." + "reason": "Different model families; same tooling pattern only." }, { - "left": "pull_request:44002", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different targets (`upernet` vs `codegen`); not plausibly one merged PR." + "reason": "Mamba/FalconMamba refactor is unrelated to CodeGen's code path." }, { - "left": "pull_request:44003", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`mamba`/`falcon_mamba` and `codegen` are distinct codepaths with different output-shape changes." + "reason": "Different model implementations and forward signatures." }, { - "left": "pull_request:43998", + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`timm_backbone` vs `codegen`); same refactor theme is too broad." + "reason": "Different subsystems; no shared concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated; they only share a tracing refactor style." + "reason": "DepthAnything and vision-encoder-decoder are different model wrappers." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." + "reason": "Different encoder-decoder family and different model code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are separate vision models with different forward paths." + "reason": "DepthAnything vs SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated subsystems." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different model implementations; not a single change." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44027", - "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrapper models, not duplicates." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44028", - "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` affect different codepaths." + "reason": "Depth estimation refactor and DPR refactor are separate changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models." + "reason": "Vision-encoder-decoder wrapper vs DPR bi-encoder: distinct code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44030", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are different model families and changes." + "reason": "Both are wrappers, but they target different encoder-decoder implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model codepaths." + "reason": "Speech encoder-decoder and SuperPoint are unrelated model families." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are different subsystems." + "reason": "Different model implementations and output contracts." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate models; same output-tracing idea is not enough." + "reason": "Speech encoder-decoder vs DPR is not the same change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model implementations." + "reason": "SuperPoint and RWKV are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` do not share the same concrete fix." + "reason": "SuperPoint vision model vs DPR retrieval model are distinct." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different model families with different output mechanics." + "reason": "RWKV and DPR are different model families with no shared concrete bug." } ] }, @@ -20544,7 +20552,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20560,7 +20568,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "a98a38a85d4838b6e2fbf8bcb479c3780ce873f4f5ba9103f5a7e4f047090dae", + "prepared_review_unit_hash": "4c948349b65e5d310c3f0b482a14873df0b8f29fdf1e7cc3b32b0bc9fdfd2333", "component_budget": { "node_count": 2, "item_count": 2, @@ -20582,18 +20590,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions: one implements PenguinVL, the other adds Voxtral TTS support. Their overlap is limited to shared Transformers boilerplate (auto-registry/docs paths), not the same code-path change.", + "summary": "These PRs are both model-addition/integration changes, but for different models and different code paths: PenguinVL vs Voxtral TTS. They share only generic transformer wiring files, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR relationship here; if a single representative is needed, 44662 is the broader, more mature implementation with substantial review activity, while 45401 is a separate TTS feature tied to a different model.", + "canonical_pr_reason": "No canonical PR for duplication: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are just framework integration points, not evidence of the same underlying feature.", "best_issue_reason": null, - "best_pr_reason": "44662 is the better standalone representative of the cluster because it is a full model implementation rather than a narrower draft add-on; 45401 is distinct and should not be grouped with it.", + "best_pr_reason": "If a representative were needed, PR 45401 is slightly more self-contained because it has an explicit issue target and a narrower model scope, but it is still unrelated to PR 44662 and should not be treated as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying features and model families (PenguinVL vs Voxtral TTS). Shared files are only generic registration/docs scaffolding, which is not enough to treat them as the same change." + "reason": "Different models and functionality: PenguinVL implementation versus Voxtral TTS support. The overlap is only in shared auto-registration/docs files, not the same concrete bug or change." } ] }, @@ -20607,7 +20615,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20627,12 +20635,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "8cc5ec45e2560985320e7cae60cf3ed0a03ebfc689ebba90f7d5497644ef2451", + "prepared_review_unit_hash": "a890a9a5caa899fc3c0d7f164a33e9b8787107f9265b334dfbb974adc0ba945a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9634, + "serialized_chars": 9635, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20640,7 +20648,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9634, + "serialized_chars": 9635, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20649,44 +20657,47 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form a related feature line around module/kernel fusion and `KernelConfig`, but they read more like successive iterations than exact duplicates. The closest overlap is between the later n-to-1 kernel-fusion PRs; the module-fusion API PR is a separate abstraction.", - "confidence": 0.63, + "summary": "This cluster is centered on the n-to-1 KernelConfig/kernel-fusion feature. PRs 45363, 45666, and 46339 look like successive iterations of the same change; 44979 is a separate module-fusion API effort.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the best representative because it is the latest and broadest kernel-fusion `KernelConfig` iteration, with the main loading/integration files and tests touched in a consolidated way.", + "canonical_pr_reason": "PR 46339 looks like the best canonical PR: it targets the same n-to-1 KernelConfig fusion path as 45363/45666, but is the latest and most refined iteration (\"extended & simplified\") touching the core loading/integration files needed for the feature.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 is the strongest single representative of the cluster: it captures the evolved `KernelConfig` n-to-1 fusion path and the surrounding refactors, making it the clearest summary of the feature family.", + "best_pr_reason": "PR 46339 is the strongest representative of the cluster because it appears to subsume the same KernelConfig-based fusion work while adding simplification and broader implementation coverage, making it the best single PR to track.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but not the same change: 44979 introduces a generic module-fusion API, while 45363 implements `KernelConfig`-driven n-to-1 kernel fusion. Different abstraction levels and code paths." + "reason": "Related theme, but not the same underlying change: 44979 introduces a general Module Fusion API, while 45363 is specifically about n-to-1 kernel fusion via KernelConfig and different integration code paths." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": false, - "reason": "Very similar feature theme, but 46339 is a later extension/simplification rather than the same concrete patch. This looks like follow-up evolution, not a duplicate change set." + "accept": true, + "reason": "Same concrete feature family and same KernelConfig-based n-to-1 fusion path; 46339 reads like a later extended/simplified iteration of the 45363 work and could plausibly be merged as one PR." }, { "left": "pull_request:45666", "right": "pull_request:46339", - "accept": false, - "reason": "Both target `KernelConfig`-based kernel fusion, but 46339 appears to add broader cleanup/refactoring on top of the earlier extension. Related, but not clearly one mergeable duplicate PR." + "accept": true, + "reason": "These appear to be the same underlying kernel-fusion feature work: both target n-to-1 KernelConfig fusion, share core files, and 46339 looks like a refined successor rather than a separate change." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44979 is a separate Module Fusion API effort, while 45363/45666/46339 all center on KernelConfig-based n-to-1 kernel fusion and share overlapping implementation files. The soft-edge decisions are conservative enough, with no pair overstated beyond what the titles and file overlap support." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 19, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20702,7 +20713,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5f9dd7648d137194ef7ba00507b7e6a3514d838abd0531b9495586cd6b22937b", + "prepared_review_unit_hash": "366f11aa62da49358430eba45e2e78a86ba51f95cbffece5e26668665bc608ff", "component_budget": { "node_count": 2, "item_count": 2, @@ -20724,18 +20735,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with essentially the same fix; 45317 is the more complete change because it adds tests.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same code path, targeting the same issue and nearly identical code change; 45317 is the more complete version because it includes tests.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the more complete representative of the fix: it implements the same code-path correction as 45086 and also adds test coverage.", + "canonical_pr_reason": "PR 45317 is the stronger representative because it implements the same fix as 45086 and also adds test coverage, making it the more complete and merge-ready change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best PR to represent the cluster because it contains the same core patch plus test coverage, making it the cleaner standalone fix.", + "best_pr_reason": "PR 45317 is the best single PR for the cluster: same underlying bug fix as 45086, but with added tests and slightly more context/discussion.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same explicit issue target, same file, and the diff shows the same underlying AttributeError fix in _patch_mistral_regex; the second PR is just a fuller version with tests." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target issue, and nearly identical patch; 45317 just adds tests." } ] }, @@ -20749,7 +20760,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20765,7 +20776,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d4b3223c9cf786466e12be302d78c72bb58a432de69dc77e33644687677f8787", + "prepared_review_unit_hash": "2f9d914049f4b7cbcb63b08f91a825ebc5239f9dc85185261cd61fad11bac3b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20787,18 +20798,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH PRs, but they are not duplicates: one is a targeted conversion/mapping refactor, the other is a broader model split and documentation/update PR. The shared files reflect the same subsystem, not the same concrete change.", - "confidence": 0.93, + "summary": "Both PRs touch NemotronH internals, but they are not the same change: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split introducing NemotronHDense/NemotronHSparse plus docs and tests.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "If choosing a single PR representative, #45569 is the better canonical PR because it is the broader, more complete NemotronH architecture update and subsumes the user-facing model split work. #45115 is narrower and focused on conversion-key renaming and registration adjustments.", + "canonical_pr_reason": "PR 45569 is the more representative standalone change for NemotronH work: it implements the larger architecture reorganization and associated documentation/test updates, whereas PR 45115 is a narrower refactor centered on conversion mapping and model inheritance.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative of the cluster because it captures the larger end-state of the NemotronH refactor and includes the new dense/sparse model variants and docs. #45115 is too specialized to serve as the cluster anchor.", + "best_pr_reason": "PR 45569 is the better global anchor because it covers the full concrete code-path change visible in the cluster and is more likely to subsume the narrower NemotronH refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Do not merge: #45115 is about checkpoint conversion/mapping renames and model registration, while #45569 introduces the NemotronH dense/sparse model split plus docs/tests. They touch overlapping files but fix different changes in the same area, not the same underlying PR-sized change." + "reason": "Shared NemotronH files and subsystem are not enough here. 45115 is mainly about checkpoint conversion/mapping and GraniteMoeHybrid-style renaming, while 45569 restructures NemotronH into dense/sparse variants with docs/tests. They do not look like the same underlying fix and would not plausibly be merged into one PR as duplicates." } ] }, @@ -20812,7 +20823,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20828,7 +20839,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8401de4b1926164d2fa7194c21b62f5b3c181eb6c5bd4e577a95873287104739", + "prepared_review_unit_hash": "80efc5a3e56897f8513c2d3f79028a0783e61c2c82a3fb49be78ffa3b0519605", "component_budget": { "node_count": 2, "item_count": 2, @@ -20850,18 +20861,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs in the new heterogeneous-config feature area: one adds per-layer config plumbing, the other extends model/cache behavior to use it. They overlap in shared heterogeneity modules but are not the same change.", - "confidence": 0.91, + "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer config plumbing, while the other builds on that to add heterogeneous modeling/cache behavior. They look like sequential, complementary pieces of the same feature rather than the same mergeable change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45332 is the broader, more representative PR because it implements the end-to-end heterogeneous model behavior; 45333 is narrower config infrastructure that supports it.", + "canonical_pr_reason": "PR #45332 is the better representative because it covers the broader end-to-end heterogeneous model support, including cache/modeling changes beyond config plumbing.", "best_issue_reason": null, - "best_pr_reason": "45332 is the strongest standalone representative for the cluster since it reaches the actual modeling/cache code paths and includes the broader feature work.", + "best_pr_reason": "PR #45332 is the strongest standalone representative of the cluster since it includes the core runtime behavior changes, not just config serialization and parsing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: these are adjacent feature PRs, not duplicates. 45333 adds per-layer config support, while 45332 builds heterogeneous model/cache behavior on top of that; they target different layers of the implementation and could land separately." + "reason": "Different scope and code paths: #45333 introduces heterogeneous config support, while #45332 consumes that support to change cache/modeling behavior. They are complementary pieces of one feature, not the same PR-worthy fix." } ] }, @@ -20875,7 +20886,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20891,7 +20902,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c886604ac81a5aa785732e61ecf897a8d5eac136b1d8eb0e8c3890caf89dac3f", + "prepared_review_unit_hash": "34783cee2010e09baf830079e83a4b80c34cc7c9c16c088473028ed90ecf4421", "component_budget": { "node_count": 2, "item_count": 2, @@ -20913,18 +20924,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch typing-related code, but they are different changes: one is a broad type-checking sweep across many files, the other adds/shared typing protocols and related utility annotations.", - "confidence": 0.87, + "summary": "Both pull requests are about typing, but they are not the same change: PR 45415 is a broad type-checking sweep across many Transformer modules, while PR 45425 adds targeted typing helpers and annotations around modeling_utils/PEFT integration.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing-infrastructure change centered on _typing.py and a few related call sites; 45415 is a broader multi-file type-checking pass with ignore-rule churn.", + "canonical_pr_reason": "PR 45425 is the better representative because it is a focused, self-contained typing change with a clear code-path purpose, whereas PR 45415 is a broad repo-wide type-checking pass with many incidental edits.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, coherent purpose and is easier to anchor the typing theme than the large repository-wide type-checking sweep in 45415.", + "best_pr_reason": "PR 45425 is the strongest standalone PR in this cluster for duplicate triage: it has a narrower scope, clearer implementation intent, and is easier to map to a single underlying change than the large type-checking sweep in PR 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they are not the same underlying fix or change. 45415 is a broad add/type-check cleanup across many transformers files plus pyproject ignore adjustments, while 45425 adds new typing aliases/protocols in _typing.py and updates a few model utilities. They would not plausibly be merged as one PR." + "reason": "Do not merge: the overlap is only at the level of typing infrastructure and a few shared files; PR 45415 is a wide type-checking pass, while PR 45425 specifically adds typing protocols/helpers for modeling_utils and related integrations." } ] }, @@ -20938,7 +20949,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20954,7 +20965,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "eb4e05088fb66f6e6370b48d6dae47cccb077390664a92aa0c844ce46e031fc2", + "prepared_review_unit_hash": "fdf892c01ea7facef117e7386e31e9d2c16573850c9afc95ca9efab982322ab2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20976,18 +20987,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs about cached forward paths, but they address different model families and different bugs: one is a Qwen/Olmo GDN linear-attention multi-token cache fix, the other is a Mamba2 use_cache seq_len>1 fix. They are not duplicates or the same underlying change.", - "confidence": 0.97, + "summary": "Both items address cached forward behavior for seq_len > 1, but they target different model families and different code paths: PR 45513 fixes multi-token cached continuation in Qwen3.5/OLMo hybrid linear attention, while PR 46084 fixes use_cache behavior in Mamba2 CUDA kernels. They are related in theme, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the better representative because it has an explicit issue target and a narrowly described concrete bug in a single model family.", + "canonical_pr_reason": "PR 45513 is the better canonical PR because it is broader and more representative of the cluster theme, touching multiple model implementations and explicitly fixing multi-token cached forward behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone PR in the cluster: explicit linked issue, focused scope, and a clear code-path fix.", + "best_pr_reason": "PR 45513 is the strongest standalone representative: it has the broader scope, clearer title, and wider test coverage across several affected model files, whereas PR 46084 is a narrower Mamba2-specific fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and distinct cache bugs; the Qwen/Olmo PR fixes multi-token cached linear attention, while the Mamba2 PR fixes use_cache behavior for seq_len > 1. Not the same underlying change and not mergeable into one PR." + "reason": "Both are cache-related fixes for seq_len > 1, but they concern different architectures and different execution paths (linear attention cache handling vs Mamba2 CUDA kernels). They do not look like the same underlying bug or a mergeable single PR." } ] }, @@ -21001,7 +21012,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21017,7 +21028,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "09ecbed08c66004b3307c531b710586d5540cd608e79f56285e799ebabe415fd", + "prepared_review_unit_hash": "959b82704bdeafbaede9f0a791dec793fd76f735aea0ab0a33785228d8edc88f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21039,18 +21050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs share the EP/loading theme, but they address different concrete failures: one is about DeepSpeed ZeRO-3 loading via accelerate launch, the other about FSDP2 rank-0 broadcast overwriting experts. I would not cluster them as duplicates.", - "confidence": 0.9, + "summary": "These two PRs both touch expert-parallel loading, but they fix different concrete failure modes: one addresses EP + DeepSpeed ZeRO-3 serialization/loading via accelerate launch, while the other fixes EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. They share a subsystem and one file, but not the same underlying bug or mergeable change set.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a specific runtime bug with expert parameters being overwritten by rank-0 broadcast, and its diff is focused on the affected loading/sharding path. PR 45548 is a separate, narrower ZeRO-3/accelerate-launch serialization/loading fix.", + "canonical_pr_reason": "PR #45662 is the more substantial and specific bug fix: it targets the expert parameter overwrite path in distributed loading, with coordinated changes across loading, MoE, tensor-parallel, and trainer code.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best representative of the cluster because it addresses the more explicit concrete code-path failure and includes the more substantial fix set across loading and MoE/sharding integration.", + "best_pr_reason": "PR #45662 is the best representative of a concrete EP loading defect because it fixes a clearly described runtime corruption issue, rather than a narrower serialization/launch compatibility tweak.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention expert parallelism, but the bugs are different: 45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization under accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. They are not the same underlying change." + "reason": "Different bugs and code paths: #45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization of distributed_config and has_ep detection, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Shared EP context is not enough to treat them as duplicates." } ] }, @@ -21064,7 +21075,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21080,12 +21091,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "f9cfb7379d46179fe39fcdc5e74c0d2fefe7dac13a9763113fdb7623747ffcd3", + "prepared_review_unit_hash": "092746bcfa4ad75a0afb8b1f476443c020cab640bfa16a1f8d92e6ced7eb92b2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21093,7 +21104,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21102,18 +21113,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision problem around captured_info artifacts; #45645 is a superset that includes the core testing_utils fix plus CI log handling, while #45639 is the narrower library/test-only version.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist/captured_info collision problem in testing logs; PR 45645 appears to be the broader, more complete fix and can subsume 45639.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the shared xdist-safe output-file change in `testing_utils.py` and also updates the CI workflow to consume the resulting per-worker artifact files, making it the more complete fix.", + "canonical_pr_reason": "PR 45645 is the best canonical representative because it fixes the xdist collision in the main code path and also updates CI log collection to handle the new per-worker files.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it directly fixes the same captured_info xdist collision and additionally preserves CI debug-log collection, so it best captures the end-to-end change set.", + "best_pr_reason": "PR 45645 is the strongest standalone change: it contains the core testing_utils fix from 45639 plus the workflow changes needed to preserve and aggregate the debug artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions for `captured_info` artifacts. The shared `testing_utils.py` fix is effectively the same change, and #45645 plausibly subsumes #45639 by adding the required workflow adjustment." + "reason": "Both PRs target the same underlying captured_info/xdist collision bug and the narrower fix in 45639 is plausibly part of the broader end-to-end fix in 45645." } ] }, @@ -21127,7 +21138,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21143,7 +21154,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "10f823d62b8599f0dcf29ae31a9ff23ba9567dbfe0af73b5308eaed2f0ae2479", + "prepared_review_unit_hash": "14e34ec4b9f86bba3f7d7eb837e62926dd16c64fb8a0203acf3b459f14e3c1de", "component_budget": { "node_count": 2, "item_count": 2, @@ -21165,18 +21176,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a small AutoModel registry update for GLM ASR, while the other adds attn_implementation dispatch support for RecurrentGemma with related conversion/test/doc changes.", - "confidence": 0.97, + "summary": "These are unrelated PRs: one is a small AutoModel registry tweak for speech/multimodal model classes, while the other adds attention-implementation dispatch and related conversion/docs/test work for RecurrentGemma.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46320 is the stronger standalone change: it fixes a concrete model implementation path for RecurrentGemma and includes code, conversion mapping, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the more substantial and self-contained change, with a clear concrete feature scope in model code, conversion mapping, docs, and tests; PR #45670 is a narrow registry tweak.", + "best_pr_reason": "PR #46320 is the best representative of the cluster because it is the more substantial, self-contained feature/fix. PR #45670 is only a narrow registry adjustment and does not overlap with RecurrentGemma.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different underlying changes and code paths: GLM ASR auto-mapping vs. RecurrentGemma attention-dispatch support. They are not plausibly mergeable into one PR and do not indicate the same bug or feature." + "reason": "Different models and code paths: AutoModel registry entries for GLM ASR/Dia versus RecurrentGemma attention dispatch and conversion logic. They are not the same underlying bug or change." } ] }, @@ -21190,7 +21201,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21206,40 +21217,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "9e2ff78d81e61cac981e77ebc252e0c7ce4e3b5e11a7cc90959960a8856bbdb6", + "prepared_review_unit_hash": "80f66c1b02bc653febae903ac2aa5ec21386dce4489d6e16e0dff95be92a6a6b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open linter/modeling-rule PRs. They both touch many Transformer model files and the clustering signal is only broad subsystem overlap; the underlying changes are different.", - "confidence": 0.97, + "summary": "These are two unrelated linter/modeling PRs: 45720 updates multiple model forwards for TRF003, while 46259 adds a separate TRF018 rule for do_* preprocessing flags in image/video processors. They share some touched files by subsystem, but not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the cleaner self-contained rule addition: it adds the TRF018 spec in docs and implements the corresponding modeling-rule changes across image/video processors. PR 45720 is a separate TRF003 partial implementation in a different code path.", + "canonical_pr_reason": "46259 is the clearer standalone representative: it introduces a new documented rule and applies matching fixes across the affected processors.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the better representative candidate for this cluster because it is explicit about the rule it adds and appears more self-contained. It is still not a duplicate of 45720.", + "best_pr_reason": "46259 is the stronger self-contained PR to keep if one representative is needed, because its scope is explicit and internally consistent.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different behavior: TRF003 adjusts return-tuple handling in model forwards, while TRF018 checks dead do_* flags in image/video processor preprocess paths. Shared files are incidental broad-subsurface overlap, not the same fix." + "reason": "Different rule targets and code paths: one addresses return_dict/can_return_tuple behavior in model forwards, the other enforces consumption of do_* flags in image/video preprocessors. Shared framework files are not enough to make these duplicates." } ] }, @@ -21253,7 +21264,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21319,7 +21330,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21338,12 +21349,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "21f39821408c122536dcb04ce6bef411cd494dc4d941712f3ef3c6e50034f7c2", + "prepared_review_unit_hash": "4e1e0eb97f1e29b15900f2b7786220bb5bff90a312b5b34c618d5b652e086619", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21351,7 +21362,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21360,30 +21371,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate feature PRs adding SDPA attention dispatch support to different model implementations. They are thematically similar, but they target distinct code paths and should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These are related feature PRs for adding SDPA dispatch support, but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest representative of the cluster, spanning multiple model families and including the most extensive implementation/test coverage.", + "canonical_pr_reason": "No single canonical duplicate PR: each change is model-specific (CTRL, T5, or wav2vec2/SeamlessM4T variants) and would not be merged into one concrete fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the best single representative because it covers the widest set of models and is the most comprehensive SDPA-dispatch change in the cluster.", + "best_pr_reason": "PR 46196 is the broadest and most representative of the shared SDPA-dispatch theme, covering multiple audio/seq2seq models and including corresponding tests, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA support, but CTRL and T5 are separate model code paths with different implementations; this is related work, not the same change." + "reason": "Both add SDPA support, but for different models (CTRL vs T5) with separate modeling files and implementation paths; they are related, not the same underlying change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These touch different model families and different attention dispatch paths; the shared theme is too broad to call them duplicates." + "reason": "CTRL dispatch support and wav2vec2/SeamlessM4T dispatch support affect different code paths and model families, so they cannot be treated as one PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and the wav2vec2/seamless SDPA work target different architectures and files, so they are not the same underlying PR." + "reason": "T5 SDPA dispatch is a distinct model-specific implementation from the audio/seq2seq models in 46196; shared theme is not enough for duplication." } ] }, @@ -21397,7 +21408,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21413,12 +21424,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "2b610b559348e57069583e00a9e9c48a88a5869136ce9fc22a9e8958db2a20e3", + "prepared_review_unit_hash": "8210f80d3ed4719adfa8d5ecade01249467b072f6bf5fbdef18468b57042b030", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21426,7 +21437,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21435,18 +21446,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed stack, but they are not duplicates: one is a focused EP + Trainer integration, the other is a broad distributed branch base spanning many subsystems. The overlap is thematic and filename-based, not a shared concrete fix.", - "confidence": 0.92, + "summary": "Two open PRs share distributed-module filenames, but they target different scopes: one is a focused EP/Trainer integration, the other is a broad distributed branch base with many unrelated distributed and CI changes. They are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, concrete change set: EP + Trainer integration on top of DistributedConfig, with a narrow and identifiable scope. PR #46269 is a broad base branch and is not a clean canonical representative of this cluster.", + "canonical_pr_reason": "PR #46269 is the broader umbrella change and a better cluster anchor; the overlap with #46126 is mostly from shared distributed files rather than the same concrete fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative because it targets a single feature path and is easier to evaluate, review, and merge independently. PR #46269 is too broad and mixed to serve as the cluster\u2019s anchor.", + "best_pr_reason": "PR #46269 is the best representative of the cluster because it spans the wider distributed foundation work; #46126 is a narrower feature PR built on top of that area.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames do not imply the same underlying change. #46126 is a specific EP/Trainer integration, while #46269 is a large base branch touching many unrelated distributed and model files; they would not plausibly be merged as one PR." + "reason": "Shared distributed filenames are not enough here. #46126 is specifically about EP + Trainer integration and RouterParallel behavior, while #46269 is a large distributed branch base touching FSDP, CI, generation, and multiple integration files. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." } ] }, @@ -21460,7 +21471,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21476,7 +21487,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "84ee3313790ed9ffaae4a8d4f1288ce4f38039f99a58d6c4e35fc634ab33a063", + "prepared_review_unit_hash": "30dd0d8cd6a698b255d2a58e4666b1080350416cb972175d3905977deee966c5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21498,18 +21509,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace brittle file-open source inspection with package/introspection-based logic, but they target different code paths and fixes, so they are related rather than duplicates.", - "confidence": 0.89, + "summary": "The cluster is only loosely related by a shared theme of replacing file-open source inspection, but the PRs fix different code paths in different modules and are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative because it addresses a concrete runtime heuristic in `modeling_utils.py` and includes tests; PR 46152 is a separate helper change in `import_utils.py` for a different source-reading path.", + "canonical_pr_reason": "PR #46207 is the more self-contained representative of the cluster: it updates _can_set_attn_implementation in modeling_utils and includes a test, with a clear concrete behavioral change.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone PR in this cluster: it has a clear bug-fix scope, touches the exact failing code path, and is backed by tests.", + "best_pr_reason": "PR #46207 is the strongest standalone PR in this cluster because it has a focused code-path fix plus test coverage, whereas PR #46152 is a separate import_utils refactor with a different purpose.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "They share the broad theme of avoiding `open()` for source inspection, but they modify different functions/files and solve different concrete paths; they do not look mergeable into one PR as the same underlying bug." + "reason": "Both touch source-reading heuristics, but they modify different modules and different behaviors: one avoids open() for self-source access in import_utils, the other changes attention-implementation detection in modeling_utils. They are not the same underlying bug or mergeable into one PR." } ] }, @@ -21523,136 +21534,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 34, - "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-46323-2", - "nodes": [ - "pull_request:46323", - "pull_request:46359" - ], - "soft_pairs": [ - "pull_request:46323|pull_request:46359" - ], - "prepared_review_unit_hash": "511f0a8d23dda643fce952ca15e14d88200c5a5a9ca1a3abf20f812bd8f9fe31", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both pull requests address the same slow-tokenizer performance regression in `convert_tokens_to_ids` by switching from `added_tokens_encoder` to the cached `_added_tokens_encoder` in `tokenization_python.py`. PR 46359 is the more complete candidate because it includes the regression test and a clearer explanation.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46359 is the best canonical PR: it contains the same fix as 46323 plus a targeted performance test, making it the more complete and merge-ready change.", - "best_issue_reason": null, - "best_pr_reason": "PR 46359 is the strongest representative of this cluster because it fully captures the bug fix and verifies the regression with a dedicated test.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46323", - "right": "pull_request:46359", - "accept": true, - "reason": "Same underlying performance bug, same code path, same changed file, and both target issue 46315; PR 46359 is essentially a superset of the fix in 46323 with added test coverage." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is well grounded in the packet: both PRs change the same code path in `src/transformers/tokenization_python.py` for issue #46315, and PR 46359 is a straightforward superset of PR 46323 because it adds a targeted performance test. The soft-edge verdict is conservative and the pair looks mergeable as a single bugfix PR." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 33, - "component_count": 34, - "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-46330-2", - "nodes": [ - "pull_request:46330", - "pull_request:46353" - ], - "soft_pairs": [ - "pull_request:46330|pull_request:46353" - ], - "prepared_review_unit_hash": "a138157e5488b89cd2a31b01a5262d3a6cb9595cebb5543dfca57ebeeb1f5949", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4507, - "estimated_input_tokens": 1127, - "estimated_eval_tokens": 2510 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4507, - "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 target the same backend and issue number, but they implement different fixes: one strips an EOS token for `continue_final_message=True`, while the other removes support for `continue_final_message` and raises `ValueError`. They are related, but not the same underlying change.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46330 is the more concrete and narrowly scoped fix: it preserves `continue_final_message` behavior by removing a spurious EOS token in the MistralCommon tokenization path, with targeted test coverage. PR #46353 changes the API contract to reject the option entirely, which is a different behavior change rather than the same bug fix.", - "best_issue_reason": null, - "best_pr_reason": "PR #46330 best matches the apparent bug report because it addresses the specific code-path failure around EOS handling when `continue_final_message=True`. PR #46353 appears to be a broader compatibility/behavior decision and is not the same concrete fix.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46330", - "right": "pull_request:46353", - "accept": false, - "reason": "Despite sharing the same issue target and files, these PRs propose conflicting solutions: one strips a trailing EOS token, the other rejects `continue_final_message` altogether. They are related to the same option, but not the same underlying bug/change and would not be merged as one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 34, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21660,56 +21542,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46337-3", + "cluster_id": "cluster-46337-4", "nodes": [ "pull_request:46337", "pull_request:46362", - "pull_request:46366" + "pull_request:46366", + "pull_request:46368" ], "soft_pairs": [ + "pull_request:46337|pull_request:46368", "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368", "pull_request:46362|pull_request:46366" ], - "prepared_review_unit_hash": "1b2e44466453f765a088440f4287f4b9973e88c0f3bed52c6867fe78c252cb53", + "prepared_review_unit_hash": "72371583df6acd6ce04731525dc9c48b82f5272d56c0be50af74f1290eb0bd37", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6051, - "estimated_input_tokens": 1513, - "estimated_eval_tokens": 3282 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8225, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6051, - "estimated_input_tokens": 1513, - "estimated_eval_tokens": 3282 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8225, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated test-only PRs: one for Cohere2 MoE offload/parallelism test sizing, and two separate DeepSeek V4 test changes (quant-cache skip vs XPU backend support). No pair looks like the same underlying bug/change.", - "confidence": 0.92, + "summary": "These are four separate model-test maintenance PRs. Two of them only look similar because they both skip a `quant_cache` test, but they target different models and different incompatibilities, so they should not be deduplicated. The DeepSeek XPU backend change is also unrelated to the skip-only PRs.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is canonical for the cluster; the changes target different models and different test failures, so there is no duplicate PR to merge around.", + "canonical_pr_reason": "PR 46362 is the cleanest representative: it makes a narrowly scoped DeepSeek V4 test skip with a clear incompatibility rationale. The others are either a different model, a backend portability tweak, or a broader test-environment adjustment.", "best_issue_reason": null, - "best_pr_reason": "No clear global best PR: each PR addresses a distinct test environment or compatibility problem, and none is representative of the others.", + "best_pr_reason": "PR 46362 is the best single representative of the cluster because it is the most self-contained, explicitly explained test skip. It is not a duplicate of the others, but it is the closest fit as a canonical example of the cluster's maintenance-style changes.", "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Both touch model test scaffolding, but they are for different models and different fixes: Cohere2 MoE adjusts test parameters for accelerate/offload behavior, while NemotronH skips an incompatible quant-cache test. Not the same underlying change." + }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Different model families and different failure modes: Cohere2 MoE test sizing/offload tuning vs DeepSeek V4 quant-cache incompatibility. Not the same underlying bug or mergeable into one PR." + "reason": "Different models and different problems. 46337 changes Cohere2 MoE test configuration to avoid invalid cases; 46362 skips a DeepSeek V4 quant-cache test due to cache incompatibility." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Superficially similar because both skip `test_generate_with_quant_cache`, but they apply to different model families with different cache implementations. They are not the same concrete bug/change and would not be merged as one PR." }, { "left": "pull_request:46362", "right": "pull_request:46366", "accept": false, - "reason": "Same file and model, but different code paths and fixes: one skips a quant-cache test, the other changes distributed-worker backend selection to support XPU. These are separate changes, not a duplicate PR." + "reason": "DeepSeek V4 quant-cache skipping is unrelated to DeepSeek V4 distributed-worker XPU support. One is a test skip for cache incompatibility; the other is backend selection/error handling for distributed execution." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2ab03b55d5070d76adaf7e5dccf5153029d27e2f..5d7e507f30a4d00dbb276f5e3c8d6d5c3429ec5a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260603t060020z", + "analysis_id": "hybrid-model-20260603t120101z", "archived_artifacts": { - "hybrid": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260603T060020Z/analysis-runs/hybrid-model-20260603t060020z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-03T06:10:12Z", + "published_at": "2026-06-03T12:12:24Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260603T060020Z", + "snapshot_id": "20260603T120101Z", "variant": "hybrid" } diff --git a/snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.json b/snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..e8521eea6d7a485e5811e1f92f7ccd2dc26cb2af --- /dev/null +++ b/snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.json @@ -0,0 +1,2549 @@ +{ + "schema_version": "1.0", + "repo": 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the actual failures and affected paths are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and error modes; not the same underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different runtime failures and model stacks; no shared concrete bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Deepspeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export path vs FP8 configuration failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issues are unrelated to Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are documentation/task issues, but they concern different pages and different content problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed run command; not the same concrete change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different features: SFT embedding unpacking vs resuming training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/BERT zero-size tensor issue vs generic mask shape mismatch; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading scenarios and unrelated failures." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Only superficial IndexError similarity; the underlying code paths differ." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to video feature/token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic tensor shape mismatch is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template failure and resume/trust_remote_code failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bug classes and code paths." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config field regression vs training resume issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug has nothing to do with ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero-sized-tensor BERT load failure." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete underlying bug: ZeRO-3/BERT loading hits the same 'index 0 out of bounds for dimension 0 with size 0' failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save-load inconsistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to LoRA merge/save-load mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different failure from mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the specific runtime errors and affected paths are different." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name, but different failure modes and likely different fixes: CPU-offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/BERT load bug is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing tensor recompute issue and custom trainer signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime problems with no shared concrete code path." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures; one is dtype mismatch, the other is an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 v4.53/vLLM config attribute issue is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device-mismatch forward bug and the other is an expensive reverse-embedding lookup; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue and Qwen-3 NVFP4 runtime error are different problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing issue is unrelated to Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/device/runtime failures; only broad MoE similarity." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "SFT embedding unpacking and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy being called and autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Hardware/runtime bug and RAG docs cleanup are not the same underlying change." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version compatibility reports, but they concern different version combinations and different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific failures: Gemma3 vLLM config attribute vs Qwen3 device-map CUDA assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and USE_DISTRIBUTED=0 support regression are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model pipelines and different symptoms; not a duplicate." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed run command references." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different feature areas and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is the ZeRO-3/BERT size-0 IndexError cluster (43596/43638), and the other soft pairs are appropriately rejected as insufficiently supported by the issue text." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 2, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:45020|issue:46304", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "9237056aab6d9c2bf0332560a9869884a4ac8a1e57dde0e1f4326640c4d7bc07", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39565, + "estimated_input_tokens": 9892, + "estimated_eval_tokens": 20040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. After tightening the evidence, only two soft pairs look like true duplicates: the v5 AutoTokenizer wrong-token-id regression and the Qwen video/chat-template regression. The DeepSpeed/BERT reports are similar in surface area but not strong enough to merge as the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45812 is the clearest canonical issue: it states the token-ID regression directly and has an explicit matching duplicate in 45920 across multiple model families.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best global issue anchor because it has the strongest duplicate evidence and a broad, well-defined regression scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model/process paths: processor failure vs device-map forward mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated subsystems: Liger cross-entropy behavior vs Qwen video input parsing." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different bugs: detokenization regression vs RAG example documentation." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same concrete AutoTokenizer token-ID regression; titles and scope align closely across model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading failure vs example documentation issue; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are version breakages, but the concrete failures and affected paths differ." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes constructor incompatibility is not the same as distributed build support breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but the models and failure paths differ." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and distinct load failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar DeepSpeed/BERT surface area, but the titles point to different concrete failures and the evidence is not strong enough to merge." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig regression are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are init/version problems, but they are not the same underlying defect." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different model/functionality areas." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated model runtime failure vs config-model regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different APIs and likely different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 error is unrelated to table QA." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug and corrupted checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Different API/runtime issues with no shared concrete code path." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Distinct runtime and op-support failures." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related, but the model paths and failure mechanisms differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor bug and compiler/template-node error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to sliding_window config issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version compatibility issue vs model device-mapping bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are DeepSpeed/BERT IndexErrors, but the concrete symptoms and loading contexts differ too much to call them the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model families and different loading/support problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx is not the same as the PretrainedConfig regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights regression are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and SFT embedding unpacking failure are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE, but the failure paths are different." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models, different APIs, different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights TypeError is not the same as the pydantic PretrainedConfig breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen streaming failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PretrainedConfig pydantic changes." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is an image preprocessor mismatch and the other is a video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both mention version incompatibility, but not the same concrete issue." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing error and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen video-input regression: chat template and video-token accounting mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3/BERT IndexErrors, but the titles and failure points differ enough to avoid merging without stronger evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but the DeepSpeed/Bert duplicate call is overstated. Based on the packet, issue 41093 is a mask-shape mismatch, while 41762 and 43638 are different DeepSpeed ZeRO-3 loading failures with different model contexts; the evidence is not strong enough to assert they are the same concrete bug. The canonical-issue rationale also looks under-grounded because it attributes 41093 to a DeepSpeed ZeRO-3 + Bert IndexError path that is not reflected in the issue title, and 43596 is actually the closer-looking Bert/ZeRO-3 title. The tokenizer (45812/45920) and Qwen video (44479/46294) pairings are more defensible, but the overconfident DeepSpeed verdict makes the overall output too strong for the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 3, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "b502f3216a8eee216ad01fc419dea3f8278e3063191a33784f0bcab6aabbd34c", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37143, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The non-persistent-buffer regression cluster remains the strongest duplicate set, with 43950 as the best canonical issue. I tightened the soft-edge calls: the SigLIP2 pair and the 43950 vs 45902 link are now rejected for insufficient evidence, while 45632 vs 45698 stays accepted as a plausible shared path-resolution/custom-module loading bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest representative of the v5 non-persistent-buffer regression: it states the bug broadly and precisely, and it matches the more concrete near-duplicates about junk/corrupted non-persistent buffers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best issue to keep as the canonical representative because it is the most specific yet general description of the shared regression and subsumes the tighter duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2 and bad outputs, but that overlap is too broad; this looks like related model-family complaints, not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different failure modes: config unwrapping for composite multimodal configs vs uninitialized rotary embedding memory after meta\u2192to_empty(cuda) materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated problems: missing TensorFlow backend handling vs a torch/transformers version incompatibility." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths and symptoms: FSDP weight-shape error vs TRL input-embedding unpacking failure." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "One is an image-preprocessor/model dtype mismatch; the other is a Qwen3.5 trainer unpacking issue." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "These are generic model-quality complaints on different models, with no sign of a shared underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to wrong local/custom-module path resolution during loading/saving, so they plausibly describe the same underlying cache-path bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn fallback gating are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but the affected models and concrete failure modes differ too much to be one bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is a different Qwen3.5 cache-path bug, not tied-weights handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling in translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a separate model implementation issue." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to a docs typo." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TR L embedding unpacking and GraniteMoE invalid-method errors are different model/training bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and a Qwen NVFP4 runtime error are different failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are near-duplicate reports of the same v5 non-persistent-buffer corruption/junk-loading regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation errors and SigLIP2 output-quality complaints are different problems." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same core regression: v5 mishandles non-persistent buffers during loading/materialization." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 gradient explosion." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer custom-loss kwarg mismatch and DeepSpeed ZeRO-3 loading error are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different causes." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "45902 is a narrower inv_freq/to_empty(cuda) memory bug; the packet does not prove it is the same as the broader non-persistent-buffer corruption regression." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is not the same as noisy loading behavior." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenizer-version-dependent tokenization are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different initialization/memory bugs." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5, but one is flash-attn packed-sequence misinterpretation and the other is CPU-offload incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing effectiveness and int4 quantization OOM are different performance/memory issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: most of the clustering is conservative, but a few acceptances are still too speculative from the packet alone. In particular, issue:43054 vs issue:43994 only share the SigLIP2 model family and vague bad-output symptoms, which is not enough to justify a duplicate verdict. issue:43950 vs issue:45902 is also a bit overconfident because it links a general non-persistent-buffer regression to a different, more specific to_empty(cuda) / inv_freq memory bug without direct evidence. The non-persistent-buffer cluster itself and issue:45632 vs issue:45698 look grounded, but the soft-edge verdicts should be tighter." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 4, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45923", + "issue:46315" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45715|issue:46315", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:42947|issue:45923" + ], + "prepared_review_unit_hash": "4cae61d79e3994806333f04b1cf0fce8bed89c36a12154834440808e4f9d7545", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37209, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues; only a few soft pairs look like true duplicates: the SigLIP2 implementation discrepancy, the v5 docs/pipeline-removal typo, and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. Most other pairs are only loosely similar by subsystem or model family.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` loading regression: it names the concrete exception, the triggering `init_empty_weights` path, and the affected transformers version range.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest representative issue overall because it is specific, reproducible, and directly tied to the underlying compatibility bug; it is easier to act on than the broader symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 problem: one reports degraded text embeddings, the other explicitly calls out HF vs JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but one is a generic noise/UI complaint and the other is a model-specific failure for ScandiBERT; no clear same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures; the titles do not point to one shared code-path bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and AMD GPU model failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but the model and failure mode differ; too generic to treat as the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`AutoConfig` missing fields under `trust_remote_code` may be related to remote-code regressions, but 45020 is a broad umbrella issue rather than the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing/PEFT behavior and MoE memory usage are different problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both mention loading or MoE, but they are different models and different failure signatures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different error classes; no shared underlying change is evident." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support and device placement mismatch are distinct bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Both are compatibility/loading issues, but one is an import error for a specific class while the other is a bitsandbytes constructor kwarg failure." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3 MoE LoRA compatibility problem and a tie-word-embeddings warning are not the same concrete bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different root causes; one is a loading failure, the other is a missing tied-weights attribute." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping behavior in add-new-model-like is a different code path from remote-code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "One is a dtype/autocast mismatch, the other is a device mismatch; not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and are not clearly the same fix." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex/tokenizer crash and flash-attn fallback gating are different issues." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and Kimi-K2.5 tokenizer codec regression are different failures." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is unrelated to flash-attn fallback logic." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same docs bug: both say v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-conversion under accelerate/deepspeed and an Ovis2 checkpoint corruption report are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility: both report failures during model loading with the new init/weights path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failure modes: FineGrainedFP8Config on Qwen3 MoE versus bitsandbytes / `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper not running and `_torch_extract_fbank_features()` are plausibly related, but the titles do not establish the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion/loading and gradient averaging with DeepSpeed are separate training issues." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but they involve different models and different missing modules; not enough to merge." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "A trainer signature TypeError and a tensor mask shape mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The three accepted soft pairs are plausibly the same bugs from the titles alone, and the summary does not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 5, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44991", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692" + ], + "prepared_review_unit_hash": "30b071d639669c4076feb3d03a7b9119f175e69526ad39c548b9ea25084565fb", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37731, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; most pairs are only superficially similar. The only clear duplicates are the SigLIP2 inference bug pair and the Transformers 5 custom model initialization pair. No PRs are present.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43994 is the clearest, most specific representative of the SigLIP2 bug and better describes the failing usage modes than issue:38175.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 best captures the concrete SigLIP2 model/output regression and is the strongest anchor for the only substantive duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different load failures; only both are checkpoint-loading complaints." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Qwen3.5 RLHF NaNs vs flash-attention crash on sink-less models." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but for different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic IndexError shape pattern, but no evidence of the same underlying bug or model path." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen reports, but one is a v5.3 regression in generation models and the other is a StopIteration in embedding/video loading." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 cache bug and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model loading problems with no shared concrete failure." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training vs image processor segmentation-map handling." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position embedding internals, but one is a temporal scaling bug and the other is a meta-to-empty initialization bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different failures: FSDP2 attention-state rebuild vs device_map forward device mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different bugs; only both affect generation/inference behavior." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error are different regressions." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl-embedding video StopIteration and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class and meta-device loading failures are different problems." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and failure modes: torch.compile/SDPA vs flash-attention illegal memory access." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are the same Transformers 5 custom model initialization regression; one is just the notebook-specific report." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading regressions are distinct." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen/video-ish context, but one is a video StopIteration bug and the other is TRL embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like bug and Gemma4 device mismatch are different changes." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed Zero3/Bert index error and tokenizer-mapping add-new-model-like failure do not share a concrete bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: tokenizer mapping logic vs mask/tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map dequantized offload failure and mmap OOM on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression; both report incorrect outputs from the same underlying inference path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well-supported by the titles, and the false soft-edge verdicts avoid overclaiming shared root causes. No PRs are present, so there is nothing mergeability-related to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 6, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "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:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45704", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "0a51616dd82be073ca3b52d91bf0c435dde10068aa2b96d5af8e1c870c1e7c35", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of Transformers v5 regression reports across model loading, quantization, tokenizer behavior, and generation. It is heterogeneous overall, with only a few clear duplicate pairs; most soft links are related by subsystem but not by the same concrete bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43644 is the broadest, most representative release-wide regression report in the set, and its theme (v5 breaking core model initialization/state handling) aligns with several nearby v5-era failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue representative for the cluster because it is general, clearly actionable, and closest to the common v5 regression pattern that ties several of the items together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent buffer junk regression; the titles are essentially duplicate phrasings of the same v5 bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both are Qwen/accelerate-adjacent, but one is a hf4.x\u2192hf5.x LoRA compatibility issue and the other is a BitNet packed-weight loading failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-related failures with different triggers: auto device mapping cuda assert vs FineGrainedFP8Config." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/generation failures; no shared concrete bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 loading of language_model weights, the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they target different models and do not clearly describe the same underlying regression." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: Qwen3Moe FP8 failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different bugs; no shared code-path problem." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math bug vs optimizer argument handling; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models and symptoms." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization in Jupyter; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading/tokenizer regressions, but they affect different model families and appear to have different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Related only by SigLIP2/model-processor confusion; one also includes quantization failure and the other reports nonsensical outputs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading paths; not the same underlying issue." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure modes differ enough that they are not the same concrete bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related only at a high level to memory pressure; the concrete causes differ (training memory vs int4 reserved-memory/OOM regression)." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different models and code paths." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different save/load contexts; no clear shared bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and different processor/tokenizer crashes." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch model save/load internals, but one is extra_state handling and the other is an init_empty_weights/_is_hf_initialized API break." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but the concrete failures are different: 3D position_ids misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug; both report that output/decoder embeddings are not updated after resizing." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same underlying lm_head weight-tying bug in multimodal generation models; both describe untied lm_head leading to bad generation." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated: Qwen3 device-mapping assert vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and unrelated failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading are separate compatibility bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs model loading failure; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading not working as expected and the other is increased reserved memory causing OOM; different concrete bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster\u2019s heterogeneity. The accepted soft pairs are well supported by the titles, especially the near-duplicate buffer-regression pair and the resize_token_embeddings pair. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 7, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "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:44265", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45812|issue:46315", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898" + ], + "prepared_review_unit_hash": "499fb7947e29defcc5d66ed089a43711213f827d8a608d3aeedd573f57fcb60d", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regression reports; the only strong duplicate signal is the resize_token_embeddings family around generic output-embedding propagation. I treated `issue:45292` as the representative bug, with model-specific reports as near-duplicates. ", + "confidence": 0.58, + "canonical_issue_reason": "`issue:45292` is the most generic statement of the resize_token_embeddings bug: the resize does not propagate to output embeddings. The nearby model-specific reports (`issue:45276` for Gemma4 and `issue:45335` for t5gemma) look like narrower manifestations of the same underlying update-path problem.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best issue to anchor the cluster because it describes the shared failure mode without model-specific noise and most directly captures the code-path to fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different subsystems: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen composite config text_config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: init_empty_weights argument mismatch vs mmap/OOM workaround on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs and code paths: Gemma4 FSDP2 attention state rebuild vs Qwen3.5 rotary embedding CPU offload compatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and symptoms: AudioFlamingo3 batched inference token leak vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM regression vs platform-specific mmap disablement; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantized model loading, but the models and reported failures differ; too broad to be the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is a different issue from Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval-mode use." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the generic output_embeddings propagation failure in 45292." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model loading failure for GLM-4.7-Flash is unrelated to Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap memory issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the Qwen3.5 SDPA/math fallback NaN issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as strict Granite speech config loading." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load of custom modules, but one is permissions propagation and the other is wrong-module resolution after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash attention sink handling bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regressions and Trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom model init regression vs extra_state save/load handling; different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Token ID regression in Granite tokenizers is unrelated to slow convert_tokens_to_ids performance." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug; 45335 is the t5gemma-specific symptom of the generic output_embeddings issue." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as a generic model-loading failure for ScandiBERT." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is a different root cause than the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage resolution failure is unrelated to Strix Halo mmap memory behavior." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenizer-version-dependent tokenization changes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention torch-version breakage is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is a broad environment issue, not the Gemma4 device mismatch bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to non-template node compilation errors." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a different issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language handling and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure due to torch_compilable_check is unrelated to Perceiver non-default resolution failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The resize_token_embeddings family around `issue:45292`, `issue:45276`, and `issue:45335` is a well-supported duplicate set, and the other soft-edge rejections do not overreach based on the issue titles/descriptions shown. Confidence is appropriately moderate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 8, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "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:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:44479|issue:44805", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "c97c85821b48b9af82efc5cd296de8eddaef9d09ca1bc38323f5a15cb7915892", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few docs/runtime issues. I found no soft-edge pair that clearly appears to be the same underlying bug, so all candidate links are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43611 is the clearest broad representative of the cluster\u2019s recurring Transformers v5 loading-regression theme, with a generic and widely applicable failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to anchor the cluster because it is broad, concrete, and closest to the repeated model-loading regressions seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regressions, but one is a Qwen VL video-input path issue and the other is a generic mask/tensor shape mismatch; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is a reproduction of an earlier issue while the other is a mistral_common continue_final_message bug; different code paths." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage is unrelated to the mistral_common tokenizer continuation bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline/API docs and do not point to the same change." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation failure are unrelated technical problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch-version incompatibility and Qwen3.5 SFT embedding unpacking are different failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is a broad dev-version regression and the other is a specific weight-shape mismatch; not enough to treat as the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model/pipeline nonsense outputs and ModelOutput key assignment with None are different issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling and multimodal config unwrapping are distinct from_pretrained/from_config problems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file loading failure are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked LM prediction regression and tokenizer loading failure for a different model are not the same underlying issue." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and distinct failure mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44661", + "accept": false, + "reason": "Whisper return_language behavior and add-new-model-like failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization and Qwen VL video-input regression are separate code paths." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related forward-pass issues, but they affect different models and have different symptoms." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific model and patching Mistral regex are different tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-generator tooling failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are different model-loading failures with no shared underlying bug evident." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast of NoneType and Whisper return_language issues are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization; not the same concrete defect." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer conflict and Qwen3Moe FP8 config failure are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config-field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation errors." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 9, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178", + "issue:46304", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:42175|issue:46178", + "issue:44530|issue:46304", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:43322|issue:43540", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "41e832620de753035d9c93a7ff2784dc2253af432ddd4ec5832a254b53153b56", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38038, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with a few clear duplicate subclusters. The strongest duplicate pair is the v5 non-persistent-buffer regression; there are also likely duplicate save_pretrained reports for Qwen3.5 and a plausible GGUF-loading pair.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest, most general report in the strongest exact duplicate pair (with issue:44534) and describes a concrete v5 regression rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall representative issue in this set because it captures a concrete, reusable bug description and the most obvious duplicate theme present here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/package problems: one is missing TensorFlow in a torch extra install, the other is an unmapped tensorflow_text backend name." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Both are cache/runtime regressions, but they concern different code paths and symptoms: Qwen3.5 paged attention vs USE_DISTRIBUTED=0 PyTorch support." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they target different models and likely different failure mechanisms; too broad to treat as the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "One is about non-persistent buffers being junk, the other about custom model initialization; related theme, but not the same concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature-extraction related, but the titles point to different failure points and there is not enough evidence they are the same underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe GGUF loading breakage in v5 through the same general loading path; the model-specific report plausibly duplicates the broader gguf_file regression." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache.get_seq_length() returning a tensor are different bugs in the generation stack." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different failure modes: missing all_tied_weights_keys versus a specific model load failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Jupyter custom-model initialization behavior." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading failures: dequantized model offload/device_map handling versus GGUF model loading." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden_states output regression versus RoPE position-id scaling." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different models and likely different loader code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading and mistral_common continue_final_message are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask behavior are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom model initialization is not the same concrete bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regressions and non-persistent-buffer corruption overlap only loosely; not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying and lm_head serialization-by-device are distinct bugs about different lifecycle steps." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead from syncs/dispatch is unrelated to the cache sequence-length return type bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise during model loading and a Mistral regex patch crash are different symptoms and code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different issues; no evidence of a shared underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault while loading Llava Next is not the same as a ValueError in Qwen3OmniMoe video processing." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template compilation errors are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo input-size mismatch are different model/processor issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI and DAC.from_latents missing STE are different audio-model bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model loading failure is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet-Turbo processor size regression." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and symptoms: model loading failure versus tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and init_empty_weights argument handling are different regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression; the later issue is a narrower follow-up on incorrect visual encoder keys." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are distinct tokenizer/model-loading problems." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument construction and a model-loading regression are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The writeup is grounded in the packet and the duplicate judgments are conservative. The two accepted pairs are plausible same-bug matches, and the rejected pairs avoid overclaiming beyond title/body evidence. The summary also stays appropriately cautious overall." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 10, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:43632|issue:44756", + "issue:46209|issue:46326", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:36032|issue:41720", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44462|issue:45812", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:42175|issue:45542", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "6a9eb8b54dd2d3e2ac195e495cccaf085d2b5b0c9a0ed7ea25e31769f8aa393f", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers/model-loading/tokenizer regression reports with a few Qwen/VL-adjacent items, but the soft pairs are not the same underlying bugs. I would not merge any of the candidate pairs; issue 45020 is the broadest representative of the cluster\u2019s main theme.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the best umbrella representative: it captures the broad Transformers v5 / remote_code regression theme that overlaps with several other items in the cluster, even though most are distinct concrete bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most central and general issue in the set, making it the best single representative for triage despite the cluster being heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: Transformers v5 initialization flag regression vs mmap/OOM avoidance on Strix Halo." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated: FP8 inference failure on B200 vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is video input handling and the other is still-image temporal position indexing; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8, but one is a Qwen3MoE fine-grained config failure and the other is a missing Float8 storage type error." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a model-specific untied lm_head bug and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method name conflict and CUDA assert on auto device mapping are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but one is multi-image IterableDataset finetuning failure and the other is a temporal position-id scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs in different models: sliding_window behavior vs strict config loading for granite_speech." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different mechanisms: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as noisy transformer loading output." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError are different failures." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 issues, but they concern different regressions and code paths." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen2.5-VL training, but one is generic multi-GPU training and the other is a specific multi-image IterableDataset failure." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noisy loading output and tokenizer loading failure are different issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens differ from add_special_tokens failing to insert BOS/EOS." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is different from missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset failures." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and producing wrong token IDs for Granite are different tokenizer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and Float8 storage-object lookup are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training from flash_attention_3 is not the same as zero-loss behavior with num_labels=1." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length issue are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "gpu+cpu offload load failure and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are TF backend packaging issues, but one is missing TensorFlow in the torch extra and the other is tensorboard-only causing an undefined backend error." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk 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": 19, + "review_unit_index": 11, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:43611|issue:43646", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43296|issue:45800", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "f4aeb5c7d5ddfebebb7e4522e337d6d3eee4811e0d034e82038bc218ebaa22c2", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37106, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports, with one clear duplicate pair around the transformers v5 `_is_hf_initialized` / `init_empty_weights` regression. Most other soft pairs are only superficially similar by subsystem or model family and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43632 is the clearest framework-level regression report and is the best anchor for the duplicate pair with issue:44291, which is the same `_is_hf_initialized` / `init_empty_weights` failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone issue in the set for broad impact: it describes a widespread tokenizer regression across multiple model families and would make a good umbrella report if this cluster were used for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different areas: tokenizer loading/error messaging for Voxtral vs an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching, but they target different models and different bugs: missing padding mask support vs sliding-window NaNs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: Qwen3 device-mapping CUDA assert vs a Mistral tokenizer regex crash." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 regressions, but one is Qwen3-MoE sliding-window behavior while the other is an init-empty-weights TypeError." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but one is finetuning with multiple images and the other is video position-id computation; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different framework regressions: non-persistent buffer serialization vs ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "No shared code path: torch.export compile-check failures vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key handling." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading regressions, but the titles point to different failure modes: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Close in model family, but one is still-image temporal position scaling and the other is video vision_position_ids; likely related area, not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: `_is_hf_initialized` initialization logic vs dtype mismatches in inference." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated packaging/backend selection issue vs a vLLM model-loading failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different causes and contexts: Whisper runtime failure vs meta-device loading breakage." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is nonsensical outputs and the other is non-default-resolution classification failure; not clearly the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are OCR/vision-adjacent Qwen/Kosmos reports, but the concrete failures differ: position-id scaling vs long-input index error." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head weights, but one is a missing tie in AyaVision and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths and model formats: FineGrainedFP8Config vs GGUF loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: Qwen video-input behavior vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Init-empty-weights/_is_hf_initialized regression is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization changes are separate issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export compile-check failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different compatibility problems: vLLM loading failure vs torch/transformers version incompatibility." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset support and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "No meaningful overlap: progressive generation bookkeeping vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing special tokens for a specific tokenizer and the other is broad wrong-token-id behavior across many models." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching/crash is unrelated to torch.export compile-check behavior." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes: CUDA assert during device mapping vs Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload mismatch and DAC from_latents/STE mismatch are unrelated bugs." + }, + { + "left": "issue:43632", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same v5 `_is_hf_initialized` / init-empty-weights regression in model initialization/loading." + } + ] + }, + "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": 19, + "review_unit_index": 12, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:46305|issue:46315", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:43881|issue:44991", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991" + ], + "prepared_review_unit_hash": "0a9a082ba18c582cdbfd5435cac110c7a111623af74bb4eee77625cbc0571a3e", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs share broad themes like loading, quantization, tokenization, or multimodal models, but they do not describe the same concrete bug/change. I would reject all soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are largely unrelated, with only loose topical overlap.", + "canonical_pr_reason": "No pull requests in the cluster.", + "best_issue_reason": "No clear best issue to anchor the cluster; the issues are heterogeneous and not duplicates.", + "best_pr_reason": "No pull requests in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: AyaVision lm_head weight tying vs Bamba-9B-v2 torch.compile/SDPA behavior." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "One is a SigLIP2 docs example mismatch/quantization problem; the other is a Qwen2.5-VL IterableDataset multi-image finetuning failure." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming mask off-by-one vs tokenizer conversion performance regression; unrelated code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model load failures for different checkpoints; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching issue vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying serialization bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading vs missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression vs AutoModelForCausalLM.from_config text_config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized device_map load failure and the other is a broader quantization offloading complaint." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: MIMI batching bug vs Perceiver non-default resolution failure." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset vs gradient checkpointing ineffective with PEFT LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault vs quantized model save/load breakage; not the same concrete defect." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tie bug vs BitNet packed-weight unpacking issue." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug vs tokenizer speed regression." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs Llava Next segmentation fault; different models and failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading regression vs non-persistent buffer initialization issue." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization, but one is lm_head weight tying/device-dependent serialization and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression for a specific model vs kernels import/version requirement failure." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on one model vs a broader tokenization behavior change across versions." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory/OOM regression vs T5 apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failure classes: glm-4v-9b loading vs tokenizer loading for est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch vs 3d_parallel.py execution failure; no shared bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation issue vs resume_from_checkpoint max_steps miscalculation." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs dtype mismatch in different models." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n audio_mel_mask name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 visual encoder key serialization regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss kwarg error vs Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug vs tokenization version-change regression." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading failure for est-roberta." + } + ] + }, + "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": 19, + "review_unit_index": 13, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:46291" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43425|issue:46291", + "issue:44671|issue:44743", + "issue:43525|issue:46291", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", + "issue:30064|issue:34634" + ], + "prepared_review_unit_hash": "1a4554a3d46eaec1eb3d538618f1409ef61a70d7de625aee6f00db029298a281", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports with only surface-level similarity (tokenizer, loading, offload, multimodal, etc.). None of the soft pairs look like the same underlying bug/change, so they should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45701 is the broadest regression-style report in the set and has multiple inbound references, making it the best umbrella representative for the loose tokenization/version-behavior theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the most suitable global representative because it is open, referenced by other discussions, and describes an overarching behavior change rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offloading, but one is a quantization offload problem and the other is a Strix Halo mmap/OOM workaround; different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a Bamba SDPA/torch.compile failure; the other is an accelerate weight-unpacking issue for BitNet packed weights." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend installation missing TensorFlow is unrelated to kernels v0.15 requiring version/revision metadata." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and failure to run 3d_parallel.py are different execution paths and bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve multimodal continuous-batching crash with a string-to() error is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are model loading/runtime failures, but the concrete failures are SDPA compile vs CPU offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizing, but one is OmDet processor output mismatch and the other is Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError are distinct tokenizer implementations and failure modes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation during save_pretrained/register_for_auto_class." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization regressions, but one is processor.tokenizer/image handling and the other is a general version-dependent tokenization change." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model load failure on GPU+CPU offload are different quantization/load bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to a script execution problem in 3d_parallel.py." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping on A800 and only-TP not working for GPT-OSS MoE are different parallelization/device-placement issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is a dependency-version issue, not the kernels version/revision import requirement." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM regression and Qwen3_5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config API bug, not an import failure caused by kernels metadata requirements." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a Mistral regex/backend_tokenizer crash and the other is wrong Granite token IDs; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated model/config problems." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reset are separate config persistence/API issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are different multimodal loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are different models and failure classes." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer input-handling crash and MLukeTokenizer task AttributeError do not share a concrete code path." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token/post-processor update bug is not the same as Granite wrong token IDs after AutoTokenizer regression." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and Qwen3 auto device mapping are unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different models and different preprocessing/loading paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Inconsistent slow vs fast tokenizer behavior and T5Tokenizer add_special_tokens name conflict are both tokenizer issues but not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping labels in the last batch and SAM3 text/bounding-box behavior are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different subsystems and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are 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": 19, + "review_unit_index": 14, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:45406|issue:45464", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43782|issue:45381", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "147cbc111f6bf31c9bdea68b3a0fbace68164bad4d7bd77296087f21891488bd", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated transformer bug reports. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor batched apply_chat_template crash reports. Everything else targets different models/code paths and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it matches issue:44545 on the same exact crash (`Qwen2_5_VLProcessor.apply_chat_template` with batched input and `padding=False`) and is the cleaner representative of that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest issue in this set for dedupe purposes: it is a direct duplicate target for issue:44545 and has the clearest, most specific description of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different subsystems and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs: Bamba torch.compile/SDPA vs BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different problem classes: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: Bark CPU offload device mismatch vs BitNet packed-weights loading during accelerate init." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure modes: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttention/Qwen3.5 model crash is unrelated to kernels import/version requirements for `evaluate`." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a runtime special-token/post-processor update bug; the other is a broad version-related tokenization regression with insufficient evidence of same root cause." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen config issues: sliding-window behavior in MoE models vs unwrapping `text_config` for composite multimodal configs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset failure is unrelated to Qwen3 device-mapping CUDA asserts." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch/offload bug vs tokenizer mask-token registration issue; not the same underlying defect." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning is unrelated to the multimodal video-token helper undefined-name bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are different training/generation bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of `num_labels` is not the same as the zero-loss classification bug with `num_labels=1`." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different tokenizer/config issues." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are separate changes/failures." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "An optional `post_init` policy issue in patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor update and DiaConfig custom token-ID loss on save/load are distinct tokenizer/config bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the missing Float8 storage object error." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading `physical-intelligence/fast` on newer transformers is unrelated to PIL processors incorrectly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(special=...)` construction error is unrelated to loading a specific model checkpoint." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only loading and Qwen2.5-VL video vision-position IDs are different bugs in different model families." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is unrelated to OmDet-Turbo's image-size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT input-embedding unpacking and `train()`/`evaluate()` lifecycle failure are different trainer issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load corruption." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is strongly supported by their near-identical titles and shared `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash. The rest of the pairs are correctly rejected as different bug classes or code paths, and there is no obvious overstatement in the canonical issue choice or the overall cluster summary." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 15, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294" + ], + "soft_pairs": [ + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:42915|issue:43746", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:43322|issue:45685", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "08d4838479f57cd59ceb5230c9a2327ae4d1fb32e8bb8df91bf0a8c476260df7", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37485, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-, tokenizer-, training-, or docs-specific bugs, so there is no true duplicate group here. The closest theme is tokenizer/loading regressions, but even those land on different code paths and should not be merged.", + "confidence": 0.89, + "canonical_issue_reason": "I\u2019d use issue 44843 as the representative issue because it is a concrete, reproducible tokenizer-loading regression with a specific failing path (`_patch_mistral_regex` / offline mode) and is the closest thing to a shared cluster center.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best overall representative: it has the clearest root-cause surface, is actionable, and is more central than the other largely model-specific or orthogonal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated bugs in different subsystems." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling is a different training bug than a missing model flag on Nemotron-3-Nano-Omni." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient explosion are distinct failure modes with different fixes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizers, but one is about updating post-processors after runtime special-token changes and the other about BigBirdTokenizer mask-token registration; not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/offline behavior, but one is cache loading under HF_HUB_OFFLINE and the other is unconditional `model_info()` in `_patch_mistral_regex`; different code paths." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "A800 cudaErrorAssert during device mapping is unrelated to an apex RMSNorm memory leak." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction issues." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor refresh after special-token edits and LayoutLMv2Tokenizer padding/NER crashes are different tokenizer bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT/local-checkpoint loading and quantization offloading are different loading/offload problems." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a backend_tokenizer AttributeError in `_patch_mistral_regex` and the other is Kimi codec handling plus a warning regression; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A documentation/example mismatch with quantization failure is not the same as a general offloading-with-quantization bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video-related, but one fails on Qwen3OmniMoe video processing and the other on Qwen3.5-9B chat-template token alignment; distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regex regression and list_repo_files revision forwarding are unrelated APIs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and audio feature extraction are unrelated issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image-processor segmentation-map handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and DAC forward/STE mismatch are different model internals bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated despite both being CI-like failures." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like / TOKENIZER_MAPPING_NAMES logic are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n variable-name collision are different failures." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and bfloat16 dtype mismatches in other models are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer / image-to-tokenizer regression and Kosmos2.5 long-OCR index error are distinct multimodal bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output drift are unrelated model-output regressions." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA compile failure and DAC.from_latents / missing STE mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument TypeError and cjvt/sleng-bert loading failure are different tokenizer-related problems." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation XOR messaging and single-label classification zero-loss behavior are unrelated bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering truncation and Mamba2 use_cache incorrect results are different training/inference bugs." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram implementation error for moe are unrelated runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failure are different model/input-processing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 16, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43531|issue:43643", + "issue:43716|issue:44008", + "issue:43653|issue:43819", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43540|issue:45381", + "issue:43421|issue:44811", + "issue:41720|issue:44991", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "9dda677db33122eac4f80af5ce0bc3a4cc33634c8e274b9b08dfa168f7fe9308", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem or regression language, not the same underlying bug. None of the soft pairs are strong enough to merge, though the two _patch_mistral_regex reports are the closest match and still look like distinct failure modes.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43950 is the strongest anchor because it describes a concrete, broad transformers 5.x regression in core buffer loading/deserialization, with implications beyond a single model or example.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue in this set: it is clearly stated, framework-level, and more general than the model-specific reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and bugs: sparse-layer config construction vs RoPE layer dropping." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen sliding-window behavior and AutoConfig field loss are unrelated failures." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal model paths; dtype mismatch in Mistral-3 vs a Gemma3n attribute error." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different bugs: offline hub access vs backend_tokenizer attribute crash." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Core buffer-loading regression vs a StaticCache return-type contract issue are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields under trust_remote_code and the other is strict config rejection." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input bugs in different Qwen families; not the same underlying defect." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token mutation syncing and Whisper batch_decode skip_special_tokens are distinct tokenizer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA device-mapping failure on Qwen3 is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: weight_only loading failure vs flash-attention generation behavior." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors vs OCR long-input index error are not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors do not share a concrete code path." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and FastSpeech2Conformer tokenizer loading failures are different issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading failure are not the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Model dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task deprecation messaging and SigLIP2 nonsensical outputs are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer evaluate-after-train failure are different problems." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion and docs about removed pipeline tasks are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 17, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:43906|issue:46209", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:45372|issue:46326", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:43650|issue:43906", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "587db92ab5d52dcfd16e37bbc9b47643f655f4aea415b9bf7734c05e78f8c63b", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35145, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem vocabulary, but they are not the same concrete bug/change. I rejected all soft edges and found no PRs to consider.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated tokenizer, loading, multimodal, training, and packaging problems.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must serve as a loose representative, issue 45020 is the broadest remote_code-related report, but it is still not a good cluster-wide duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but 44561 is a specific `is_torch_fx_available` removal issue while 45020 is a broader generic report." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length contract and `return_tensors` being ignored are different APIs and failure modes." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "One is an image-size preprocessing mismatch and the other is a bfloat16 dtype mismatch; different bugs." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction errors and generic tokenization changes are too broad to treat as the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is unrelated to the bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "These are different Qwen vision-language issues: one is a load-time weight_only error, the other is a RoPE indexing bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One concerns an error message, the other docs still referencing `pipeline()`; same theme, not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but they hit different code paths: FSDP CPU RAM efficient loading vs `init_empty_weights` argument handling." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup and CUDA AMP crash are unrelated runtime failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different processor/tokenizer bugs: Mistral regex patching versus Gemma4 processor missing `_tokenizer`." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package installation backend selection and Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch `mistral_common`, but one is an import error during Gemma4 loading and the other is a tokenizer `continue_final_message` behavior bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are separate issues." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access and CLIP text-model structural inconsistency are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor `voice_preset` and `compute_loss` signature changes have no concrete overlap." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token decoding and MXFP4 quantization fallback are different subsystems and failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both discuss tied-embedding warnings, but they refer to different models and likely different root causes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated model-processing bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM load-time key errors do not match the broader remote_code breakage report." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A low-quality request for data is not a duplicate of an isolated reproduction issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and CLIP max_length configuration are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal helper names and stale auto-mapping config references are different CI/codegen issues." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL-backend torchvision dependency regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 18, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:45459|issue:45803", + "issue:43257|issue:43696", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "15e2c03f957fe4b3d813aaa4e0a83b71fb0d26fcfa45085e7fac6651e8e54068", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is very heterogeneous: the soft-similarity links mostly share broad subsystem vocabulary rather than a single underlying bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43257 is the best anchor only because it is one of the few issues that has multiple nearby Qwen/Qwen3 loading-related neighbors; however, the overall cluster is too mixed to treat it as a true canonical for all items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43257 is the strongest representative of the small Qwen3/MoE loading subgroup, but it still does not explain most of the other issues in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different problems: local PEFT checkpoint loading for GraniteSpeech vs Whisper processor `batch_decode()` ignoring `skip_special_tokens`." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer/model loading, but one is about `gguf_file` handling and the other is a tokenizer regression for a specific model." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but one is an int4 quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3 with a non-pretrained Bert vs `trainer.evaluate()` after `trainer.train()`." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Shared family name only; one is a `torch.compile` SDPA failure, the other is an MXFP4 loading/quantization fallback issue." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Both are model-behavior bugs, but `DAC.from_latents` mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both are Qwen3-MoE-related, but one is weight conversion during accelerate/deepspeed loading and the other is a video token counting code-path bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: unit test loading of GLM-4.7-Flash vs Qwen3.5 generation with flash-attention." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing `GenerationMixin` is unrelated to notebook custom-model initialization behavior in Transformers 5.0." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs errors are not the same as gpt-oss MXFP4 loading falling back to bf16." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate is a different code path from OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo image size mismatch." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and custom `compute_loss()` signature change are separate API regressions." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and Blip2 dtype propagation are different model initialization bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but protobuf decode masking and Fuyu `except:` swallowing errors are different functions and failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both involve Qwen/gpt-oss, but one is weight conversion/loading correctness and the other is a CUDA OOM during inference." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio `apply_chat_template()` sampling-rate default bug is not the same as Whisper `batch_decode()` special-token handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "`trust_remote_code` missing fields in `AutoConfig` is a different config-loading issue than `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video token counting undefined names is not the same bug as the v5.3.0 video-input regression across Qwen VL/MoE models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-branch helpers in `_get_num_multimodal_tokens` is different from batched video processor shape output." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and gpt-oss perplexity are completely different concerns." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion during loading is not the same as Qwen3-VL-30B-A3B-Instruct weight-shape mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token regression for mdeberta-v3-base is unrelated to Kimi-K2.5 codec handling/warning regression." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and MobileLLM key error are different model-loading 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": 19, + "review_unit_index": 19, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907" + ], + "soft_pairs": [ + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:44849|issue:45701", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:43577|issue:45072", + "issue:43742|issue:44291", + "issue:44987|issue:45907", + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:43257|issue:43756", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:42175|issue:44488", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "60d54393d62600100acb5f1b48b9764587ec7d98ba7764333716b9351e524277", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports. The only strong duplicate-looking pair is the Qwen2.5/Qwen3 VL video-input regression in v5.3.0; everything else appears to be distinct issues in different code paths or models.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44479 is the better canonical issue because it describes the broader regression across multiple Qwen VL variants and the shared v5.3.0 video-input failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue in the cluster: it is the broadest and most actionable report for the only accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized handling vs image processor backend dependency on torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config loading bug is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator warmup TypeError are separate code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization fallback when loading git-oss-20b." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a general tokenization-version behavior change." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is not the same as CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 config loading for Qwen3Moe is unrelated to CLIPTokenizer's max_length constant." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Special-token insertion for mdeberta-v3-base is a different tokenizer bug than LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video processing ValueError are not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen VL video-input regression, with 45381 a more specific manifestation around vision_position_ids." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backends missing TensorFlow extra is unrelated to missing Qwen2_5_VL import." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is a different failure from the broader Qwen VL video-input regression." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump problem." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe processing ValueError and the other is a StopIteration in Qwen3-vl-embedding; different symptoms and likely different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bf16 mismatch are separate dtype bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error is not the same as the unexpected _is_hf_initialized argument issue." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import availability and LayoutLMV3 box-validation messaging are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different loading paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero probabilities and Perceiver non-default-resolution interpolation are different model-specific bugs." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to Qwen3VL weight_only loading failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend package extras are unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-side relative positions and flash_attention s_aux=None are different code-path crashes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:44479 vs issue:45381, is plausibly the same Qwen VL video-input regression at v5.3.0, and the other soft-edge rejections are phrased cautiously without overclaiming evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 20, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46050", + "issue:46121", + "issue:46202" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:43906|issue:45381", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43643|issue:45375", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:44514|issue:45381", + "issue:44493|issue:46050", + "issue:43452|issue:43577", + "issue:43906|issue:46202" + ], + "prepared_review_unit_hash": "7433c9ffbf1acc4afcf00a9361992527e275adc5bbd616df2ff9808596f9fdc6", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35362, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 + }, + "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 across loading, config, tokenizer, vision, trainer, and quantization paths. I do not see a strong duplicate cluster overall; the only plausible duplicate pair is the SigLIP2 implementation/output mismatch.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best anchor if one is needed: it is the broadest, highest-signal regression report and spans multiple affected model families, while most other issues are narrower and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 behavior mismatch: HF output diverges from the expected/original implementation and produces wrong results on the same model family." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different subsystems: tied lm_head weights in Mistral3 vs StaticCache sequence-length return type." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state tracking bug vs custom compute_loss signature break; different code paths and fixes." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the sequence-classification zero-loss issue." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading failures: unexpected _is_hf_initialized argument vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Separate Qwen/Gemma-style RoPE/position handling issues affecting different models and code paths." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The first is a reproduction of an older issue; the second is a Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken special-argument conflict is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE-related config handling, but one is silent config reload fallback and the other is a JSON-list type error; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Two different multimodal model failures with different models and symptoms; not a shared underlying bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is a different loading problem than failing to load a specific model repo." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the AutoTokenizer wrong-token-IDs regression." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error vs float8 storage lookup failure are distinct deserialization issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump problem vs stale auto_mappings reference to removed configs; different maintenance issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "trust_remote_code config field loss is not the same as missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight dimension runtime error is unrelated to LayoutLMv3 box-clarity messaging." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are separate regressions." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure affect different models and mechanisms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template batching crash and Qwen2.5-VL video position-id bug are different processor/model bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings and sinq quantization save/load corruption are not the same issue." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to BLIP2 dtype propagation on load." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of an earlier issue and a Gemma pipeline roundtrip failure are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft-edge pair (43493/43994) is plausible from the titles, and the rest of the verdicts are reasonably cautious. The broad-anchor choice of 45920 is also supported by its title covering multiple model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 21, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:30064|issue:33666", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:28282|issue:33357", + "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:28282|issue:35141", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43688|issue:45701", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "1c16793ca7f42644d9164717be81d07d6765e5a0ceadcb495d66d104504a8b94", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37148, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone issues. The only plausible duplicate pair is the v5 tied-weights/translation-model serialization report pair; the rest differ in model, subsystem, or failure mode.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45005 is the broader, more umbrella report about tied-weights problems in v5, so it is the better canonical issue if we group the tied-weight duplicates together.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest representative issue overall because it is the broadest and most central tied-weights report among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Likely the same v5 tied-weights serialization bug: both point to lm_head/tied-weight handling going wrong, with 45005 as the broader umbrella report." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: auxiliary loss normalization in MoE models vs broken FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer paths, but one is gguf_file support for from_pretrained and the other is an offline-regression from an unconditional model_info() call." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Distinct failures: Gemma processor import dependency on mistral_common vs Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and symptoms: image processor void segmentation maps vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-missing ImportError is unrelated to the Trainer NoneType broadcast TypeError." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Training/eval lifecycle bug vs Gemma4 device_map auto device mismatch; not the same underlying issue." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment/import failure vs MacOS bus error in a CLIP model; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around tokenizers, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about default shard size is not the same as AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to post_init reinitializing tied output embeddings." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures affecting different model families and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability output bug is unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both touch backend availability, but they are different missing-backend problems: TensorFlow backend undefined vs tensorflow_text mapping error." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs recurrent state resetting with cache." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different crashes and triggers in apply_chat_template; not clearly the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation bug vs RTDetrV2 output divergence; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is BigBird mask-token registration and the other is mdeberta BOS/EOS addition in v5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline model_info regression and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage is not the same as FSDP CPU RAM-efficient loading being broken." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue vs MacOS bus error; different failure classes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and code paths: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading MobileLLM-125M." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decoding bug and DiaConfig custom token-ID persistence are different issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the contexts differ: Gemma3 sliding-window all-padding windows vs classification-head NaNs after checkout/init." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs general tokenization changes across transformers versions; not the same root cause." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is distinct from Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig custom token ID loss." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft edge, issue:44466 vs issue:45005, is plausibly the same tied-weights v5 bug, and the rest of the rejects stay appropriately cautious given the different subsystems or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 22, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "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:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:43550|issue:44361", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:33666|issue:36010", + "issue:43504|issue:44610", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "3fac3f7a36db05c380b5a559e096a2e98c8504f125f3ffb8e4faa36bbc3e03e2", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36430, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bugs spanning training, model loading, configs, processor behavior, and attention kernels. I rejected all soft edges because none look like the same underlying change or defect.", + "confidence": 0.89, + "canonical_issue_reason": "There is no true canonical issue for the whole cluster because the items are not a single duplicate set. If one must be chosen as an anchor, issue 43504 is the most self-contained and concrete load-time regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the strongest representative issue: it describes a specific, reproducible failure with a focused fix surface (legacy-field handling during pretrained model loading).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different symptoms, code paths, and fixes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping vs inconsistent chunked-generation outputs under compilation; unrelated runtime failures." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue vs MLukeTokenizer task AttributeError; different model families and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype mismatch vs flash_attention crash on s_aux=None; unrelated component and error surface." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer NoneType broadcast error vs TrainerState token counter not updating; both trainer-related but distinct defects." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "dtype handling in Blip2 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Generic multi-GPU/trainer context only; the actual errors and code paths differ." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights vs sinq quantized save/load breakage; both persistence-related but not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field pretrained load failure for BEiT vs BitNet packed-weight unpacking during accelerate loading; different models and fix locations." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained preset loading bug vs Bamba compile/SDPA failure; no shared underlying defect." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training request/error vs GenerationMixin import failure; unrelated topics." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset load failure vs processor/model input-size mismatch; different subsystems." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load vs AutoImageProcessor URL loading issue; both loading-related but not the same problem." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch during forward with auto device map vs quantized model persistence regression; unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs processor.tokenizer/image-passing regression; different processors and behavior." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed weights not unpacked during loading vs config custom token IDs lost on save/load; both loading issues but different objects and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file path breaks AutoTokenizer/AutoModel loading vs a specific model no longer loading; too broad to be the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs DiaConfig save/load token ID loss; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue vs return_tensors being ignored when text_kwargs is passed; different API layers." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 inference on B200; unrelated regressions." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support vs unexpected compute_loss keyword argument; not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype regression during evaluate vs auxiliary-loss normalization bug; different model logic." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different configs/models and appear to be separate compatibility bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug vs NaNs in classification heads; different failure mechanisms." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading failure vs MLukeTokenizer AttributeError; no shared code path." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs misleading pipeline error message; unrelated concerns." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoX rotary_pct persistence bug; both config-related but distinct." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior vs MacOS bus error on a CLIP model; entirely different symptoms and layers." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs example errors vs SigLIP2 implementation discrepancy; one is documentation/example breakage, the other model parity." + } + ] + }, + "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": 19, + "review_unit_index": 23, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue: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:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:43257|issue:43299", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:43278|issue:43701", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43504|issue:43653", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "7ad613e24e6435fd69c47f2913c7965c6c1b58cb6bf35fe5ff16d4602203711c", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated Transformers regression issues across tokenizers, multimodal configs, loading, and distributed training. None of the soft-similarity pairs look like the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, concrete v4\u2192v5 regression with a clear symptom (wrong token IDs) and affects a whole model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set, with a specific failure mode and wider impact than the more niche model/config reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model loading failure; the other is a dependency/version bump problem. Different root causes and code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: hidden-state output behavior vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (special-token insertion vs token-ID mapping)." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes in Qwen3OmniMoe video processing vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids handling and multi-GPU CUDA OOM are unrelated problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a ZeRO-3 gradient growth issue." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for sleng-bert is unrelated to an offline-mode hub lookup bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "dtype drift in embeddings is not the same bug as abnormal gradients under DeepSpeed ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors and a processor.tokenizer regression are different issues." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention structural/key inconsistencies, but they concern different models and different failure surfaces." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer mismatch in Smollm3 is unrelated to a qwen3_omni_moe helper-function behavior bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing token fields, but in different configs/models and with different missing attributes." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as lm_head.weight serialization inconsistency." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version load regression." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and unwrap text_config for composite Qwen multimodal configs are different code paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in multi-GPU inference is not the same as a device-mismatch bug with device_map=auto." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer AttributeError are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the Float8 storage object problem." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and bark-small CPU offload device mismatch are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized argument during init_empty_weights are separate regressions." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different failure modes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: Beit loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus generation test failure is unrelated to the PEFT version requirement bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI issues, but the model, symptom, and likely code path differ." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and widespread unexpected position-id keys are not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Duplicate of a load failure vs dependency bump mismatch; no shared 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": 19, + "review_unit_index": 24, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "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:43582", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:43065|issue:46369", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:42490|issue:43696", + "issue:29942|issue:30333", + "issue:45406|issue:46121", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:44521|issue:45290", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:45381|issue:46209", + "issue:43295|issue:43450", + "issue:44554|issue:46365", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "56c2abb59e0bac817320a3f6a531a6fe8804066169b4af7b75a57e1c60cefcfc", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35799, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly heterogeneous transformer bugs across serving, tokenization, quantization, and model-specific regressions. I don\u2019t see a reliable duplicate family strong enough to merge; 43873 is the most active/high-signal issue, but it is not a duplicate of the rest.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43873 has the strongest discussion/inbound-ref signal and is the broadest active bug report in the set, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best overall issue to anchor the cluster because it is active, broadly framed, and has the most evidence of community relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization problems: offloading behavior vs save/load breakage for a sinq-quantized model." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 issues: a dummy Conv2d in Sam3PixelDecoder vs memory overflow in sam3-litetext." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model AttributeError is unrelated to quantized model persistence after save/load." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both hit serving, but the failures are different: multimodal str.to handling vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor tokenizer AttributeError and rope-validation TypeError are unrelated bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading regression do not match." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to num_input_tokens_seen not updating." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bug are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to the flex_attention version-check bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler/template-node failure is not the same as the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant_mask generation and the other is a tool-call/no-content crash." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: mm_token_type_ids defaults vs device_map forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention utility import error and meta-device model loading breakage are different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batched padding crash is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch and return_tensors/text_kwargs behavior are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Gemma4Processor tokenizer regression and batched video-shape bug do not look like the same underlying defect." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to the Trainer import issue involving datasets." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Gemma4Processor tokenizer regression is unrelated to OmDet-Turbo processor input-size mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 25, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44554", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:43295|issue:43873", + "issue:43572|issue:43957", + "issue:43950|issue:46285", + "issue:45520|issue:46178", + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:41720|issue:46209", + "issue:42490|issue:43493", + "issue:43388|issue:43526", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43526|issue:46192", + "issue:43653|issue:44112", + "issue:45290|issue:46326", + "issue:43975|issue:45520", + "issue:44442|issue:45198" + ], + "prepared_review_unit_hash": "858da225610a7f9e872bf9f962da50d657bf2111c421fc637099981643df1d92", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster does not form a single duplicate set. The soft-similarity pairs mostly point to different subsystems or different concrete failures, so they should all be rejected; there is no strong canonical issue/PR target here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors vs. `return_tensors` being ignored in `text_kwargs`; different bugs and different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness on value head dim mismatch is unrelated to a tokenizer regression in Kimi-K2.5." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to loading failure for `physical-intelligence/fast`." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are distinct problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A config attribute regression for StableLm does not match meta-device loading failures in other models." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text model structure changes." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 `flash_attn` import mapping issue is unrelated to the `tensorflow_text` backend mapping error." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse after vocab extension; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "`torch.compile` with SDPA on Bamba-9B-v2 is not the same as gradient blow-up under ZeRO-3." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different missing symbols/models; not the same underlying failure." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure is unrelated to RT-DETR memory release issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 multimodal token type defaults and Qwen2.5-VL temporal position scaling are separate model bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to Qwen2 load OOM from tensor parallelism." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing `pad_token_id`, but for different model families and not the same concrete code-path issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure and a stale `num_return_sequences` warning are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "A800 `cudaErrorAssert` under auto device map and B200 FP8 inference failure are different hardware/configuration bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different utilities; not the same underlying issue." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "A missing import symbol and a tokenizer detokenization regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resizing are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other a broader implementation discrepancy; not enough evidence they are the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Beit label reduction and `return_tensors` being ignored are unrelated preprocessing issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale device override are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template/tokenizer-related, but one is a crash on empty assistant tool-call messages and the other is a `continue_final_message` bug in mistral_common tokenizers; not the same failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash-attn import mapping error are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer load failure for one tokenizer and save/tokenization failure for another model are distinct 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": 19, + "review_unit_index": 26, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:43262", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:44514|issue:44521", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:45290|issue:45381", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090" + ], + "prepared_review_unit_hash": "fef4d9236cd45fff58a1a66c2bfab1554c8f8b785bfc0a481fa976a7756071e9", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36364, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; most are only loosely related by subsystem (chat templates, imports, processors, or model loading) but describe different failures and code paths. I would keep the issues separate and not merge any PRs based on this set.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it has the most inbound references/discussion and describes a clear, user-facing multimodal bug with broad impact. The other issues are narrower, more platform-specific, or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best canonical issue candidate because it is active, well-scoped, and directly points to a reproducible multimodal failure. It is more representative than the more specialized import/model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is an audio chat-template default and the other is a video batching shape bug; different media paths and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: SigLIP2 zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model/config structure, but they are different models and different breakages: Qwen multimodal config unwrapping vs CLIP text-model structure drift." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform failures, but they stem from different missing dependencies/symbols and different environments." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general API area, but one is a batched padding=False crash and the other is incorrect assistant masks; not clearly the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different detection/model issues: input size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing helper/import utilities, but they concern different symbols and different compatibility breaks." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they affect different pages and different deprecated API mentions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different problems entirely: DAC latent mismatch vs a GraniteSpeech CI test issue." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different apply/template-related bugs: unsupported feature-extractor arg vs empty-transcription generation failure." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "No concrete overlap beyond being model/feature-extractor related; the bugs are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different losses and failure modes in different object-detection models." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "A config construction bug in SwitchTransformers is unrelated to a torch.compile/SDPA failure in Bamba-9B-v2." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths and domains: CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal flash-attention symbol; the other is a broad Torch 2.10 compatibility complaint." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and different defects: Pegasus output regression vs Qwen recurrent-state reset." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories > 2^24 runtime limit." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaults and flash_attention sink-less-model crashes are separate bugs." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: a base_model_prefix regression vs a specific Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 decorator parsing error in DebertaV2Model is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA model failure does not match a GraniteSpeech CI device-override test issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "No shared underlying bug: DAC latent reconstruction vs widespread unexpected position-id keys." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different device/processor problems in different models; not the same failure path." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are chat/video-template issues, but one crashes on assistant tool calls while the other has wrong vision_position_ids; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different packaging regressions." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU/offload/flash-related code, but the concrete failures are different and not mergeable as one PR." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError 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": 19, + "review_unit_index": 27, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43825", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:44360|issue:44561", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:28218|issue:32090", + "issue:43746|issue:46209", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:10000|issue:15354", + "issue:41720|issue:45229", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "2d163f30ca884f74067c8f5da103b90138cf7e66972617c161a24a98ca4b5d50", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer issues spanning unrelated models and subsystems. The only clear duplicate pair is the repeated Qwen3.5 Moe from_pretrained regression (#45310 / #45478).", + "confidence": 0.93, + "canonical_issue_reason": "#45310 is the earlier, fuller report of the exact same Qwen3.5 Moe from_pretrained failure; #45478 has the same title and appears to be a later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#45310 is the best representative of the one true duplicate pair in this cluster and has the clearest original context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Both are loader/runtime bugs, but one is a dtype drift issue and the other is an incorrect pipeline error message; different failure modes." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling vs a missing import-utils symbol; unrelated bugs despite both touching imports." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is a SigLIP2 docs/example mismatch and quantization failure; the other is a Beit fast processor label-reduction bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model, same from_pretrained regression; #45478 is a duplicate of #45310." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse-layer config creation vs qwen3_omni_moe feature length calculation." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example problems are unrelated to the position-id/key warning regression." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is packed-weight unloading during accelerate loading and the other is a stale GraniteSpeech test." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4-v5 behavior changes, but they affect different models and likely different tokenizer/generation paths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug is not the same as a GraniteSpeech CI device override failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "One concerns SwitchTransformers layer construction; the other concerns D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash warning is unrelated to a specific model-loading failure in unit tests." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are different bugs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are loading/training issues, but one is a Llama 3.2 Vision model-loading regression and the other is embedding reinitialization after resize." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about a missing DSA indexer ReLU is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer producing wrong IDs is a distinct regression from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific inference issue, not the generic position-id key warning." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: LwDetrImageLoss AMP crash vs dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention output differences, but they are different models and different mechanisms (Pegasus output drift vs Qwen3.5 flash-attention failure)." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior is unrelated to a Trainer NoneType GPU broadcast error." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and FP8 inference on B200 are different model/runtime problems." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure is not the same as a BeitImageProcessorFast label bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP loading are different issues." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU OOM are distinct scaling/runtime problems." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs being lost on save/load is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, but DeepSeek tokenizer regression is a separate tokenizer bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and GeneratorExp torch.jit.script failure are clearly unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure from Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the undefined variable bug in multimodal token counting." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly supported duplicate pair is #45310/#45478, which have the same title and model context. The soft-edge verdicts are conservative and the non-duplicate calls are well-justified by differing failure modes or subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 28, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46285" + ], + "soft_pairs": [ + "issue:37428|issue:44987", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43278|issue:43381", + "issue:43412|issue:45588", + "issue:43611|issue:46285", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:32090|issue:33290", + "issue:45459|issue:45712", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:44361|issue:45198", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "cb568611e7ab51cd2d3dfecf3b0197ea86e6682b7898ec1599e5368c0c587847", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly retrieval noise: the issues span many unrelated Transformers subsystems (tokenizers, model loading, generation, quantization, export, trainer, docs) and the soft links are mostly keyword-level similarity rather than the same bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue is needed, #43873 is the broadest active bug and has the most external attention, but the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the best single representative for triage because it is open, broader in scope than most others, and has multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are import/loading failures, but they hit different code paths and models: Gemma processor import vs loading physical-intelligence/fast." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetr is unrelated to a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs in different layers." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is not the same as the flash_attention s_aux=None crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift between train/eval is distinct from gradient checkpointing being unsupported in eval mode." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues and flash_attention runtime crashes are different code paths and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both concern loading/model structure changes in v5, but they affect different model families and concrete breakages." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 PLE device mismatch under device_map=\"auto\"." + }, + { + "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." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation output changes and lm_head.weight serialization differences are separate regressions." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same bug as Fuyu's bare except swallowing errors." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nested-list output and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and stale num_return_sequences warning are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope validation TypeError come from different mechanisms." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video input regression." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf absence is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are different tokenizer/model bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and num_input_tokens_seen not updating are unrelated trainer/UI issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a pretrained CLIP model and SigLIP2 docs example errors are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is not the same as quantization offloading malfunction." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are different quantization-related issues, 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": 19, + "review_unit_index": 29, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44625", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46369" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43381|issue:43701", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43761|issue:45859", + "issue:43575|issue:43701", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44464|issue:45491", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "2813e0c55aa88d34ed8ad97c86cac41c1751f413ed6f5109fafb5317cdb9ab44", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36941, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues across different models and code paths; none of the soft pairs look like true duplicates or mergeable sameness.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44462 is the clearest concrete bug report in the set: it names a specific failing behavior in AutoTokenizer loading `tokenizer.json` from a repo and is straightforward to reproduce and fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the strongest standalone issue candidate because it is specific, actionable, and centered on a single code path rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems and symptoms: Flash Attention 2 test failures vs image processor void segmentation map handling." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Unrelated failure modes: a missing `ReasoningEffort` import vs tokenizer errors being masked when protobuf is absent." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: embedding dtype drift during eval vs tensor-parallel model loading OOM." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-related, but one is a wrong decoder type in v5 and the other is ignoring `tokenizer.json` during loading; not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is a model cleanup leak and the other is model load overflow; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different domains: SigLIP2 inference quality vs RT-DETR memory release behavior." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different failures: `torch.export` compatibility with `torch_compilable_check` vs save/tokenization issues for Wav2Vec2." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-specific implementation bugs: Smollm3 RoPE layer dropping vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different behaviors: gradient checkpointing in eval mode vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different tokenizer/runtime issues: special-token post-processor updates vs NaNs from sliding-window attention on mixed-length batches." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a BigBird special-token registration bug and the other is AutoTokenizer loading a specific tokenizer class." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Completely different issues: LayoutLMv3 error messaging vs a MacOS bus error on a CLIP community model." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An import error for a specific model class is not the same as a general dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and bugs: DeepseekV3MoE implementation divergence vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Different topics: Flash Attention 2 tests vs missing `GenerationMixin` import." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "No overlap beyond broad inference problems; one is SigLIP2 output quality and the other is a memory overflow on sam3-litetext." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processing bugs: label reduction in BeitImageProcessorFast vs long OCR index errors in Kosmos2.5." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both touch preprocessing, but the bugs are distinct: Beit label reduction vs LayoutLMv2 tokenizer crashes on NER/padding." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: unclear layoutlmv3 error messaging vs embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and code paths: Qwen3.5 config propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: CLIPVision hidden states regression vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: tensor-parallel OOM on model load vs checkpoint key mismatch during resume." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen model loading issues, but one is FineGrainedFP8Config failure and the other is weight-shape mismatch; not the same underlying bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated tokenizer loading failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Completely different concerns: trailing-slash local path warning vs gradient checkpointing in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/OOM, but one is tensor-parallel model load OOM and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-related, but one is a missing `pad_token_id` load error and the other is a sliding-window model behavior issue." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3.5 flash-attention generation vs a category-count runtime limit." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Distinct bugs: Beit image label reduction vs LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation/attention bugs: compiled forward causing inconsistent chunked generation vs NaNs from sliding-window attention on mixed-length batches." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/image feature issues: chat-template sampling-rate default vs unsupported `center` argument in LasrFeatureExtractor." + } + ] + }, + "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": 19, + "review_unit_index": 30, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:44062|issue:45907", + "issue:33290|issue:34567", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:45003|issue:45440", + "issue:44442|issue:44898", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43232|issue:43388", + "issue:43720|issue:44442", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:44077|issue:44479", + "issue:34689|issue:36010", + "issue:43493|issue:43827", + "issue:33290|issue:36331", + "issue:44479|issue:45290", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43873|issue:44871", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "aebc71e69f8ce96df2c8340163430967288a78ac943206b97ea321aeb14f3f85", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "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, mostly around model loading, serialization, and assorted regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates should be merged here.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45698 is the best single representative because it is an active, concrete from_pretrained/save_pretrained correctness bug with broad user impact and clear triage value.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest issue to keep surfaced: it is open, specific, and describes a real loading bug rather than a vague regression or documentation-only problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: recurrent-state reset in Qwen3.5 vs Whisper processor batch_decode handling." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: tokenizer/model loading with gguf_file vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model init, but one is custom model initialization under v5 and the other is a patchtsmixer post_init policy issue." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Completely different failures: DeepSpeed Adafactor OOM vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in training optimizer use is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "No shared underlying bug: optimizer OOM vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Both involve model internals, but one is unsafe sys.modules access and the other is DeepseekV3MoE parity divergence." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification resize failure are different subsystems and bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel forward regression; the other is a generic ModelOutput key assignment bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and sequence-classification zero-loss regression are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path trailing-slash import warning is unrelated to recurrent state reset in qwen3.5." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they affect different models and different missing/inconsistent fields." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging omission for tensorflow is unrelated to a missing import_utils helper." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they arise from different causes and model-loading paths." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs handling and metric-gathering label truncation are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerated-loading unpacking bug is unrelated to AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to torch.compile attention-kernel branching." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect save_pretrained output are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are separate issues." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading breakage for Llama 3.2 Vision is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Training OOM is unrelated to CustomTrainer.compute_loss keyword incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen models is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression and a backend-mapping ValueError are different problems." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to the bare-except bug in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both mention save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to eos_token_id configuration inconsistency." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 31, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:45803|issue:46365", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43065|issue:44617", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44610|issue:46369", + "issue:43295|issue:44871", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:44077|issue:44534", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43388|issue:43688", + "issue:44871|issue:46050", + "issue:43761|issue:44479", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "1c66b199eb2c8a25abdf7d8e7325a2b28063c9d430ac520f8e25f6b83d0f7b05", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35886, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly thematically similar Transformers issues, but the titles point to distinct bugs, models, and code paths; I would not merge any of the soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41950 is the broadest active issue in the set, with inbound references and a clear user-facing pipeline regression, so it is the best representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41950 is the best single issue representative because it is open, fairly generic, and already attracts references; it fits the cluster better than the more narrowly scoped model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/load-reload bugs, but one is about trust_remote_code losing fields and the other is GPTNeoX rotary_pct not persisting; different models and failure modes." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config API shape for multimodal models, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen 3.5/3.6." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "One is a dataset loading problem in an example script; the other is model class resolution for a specific checkpoint. Different subsystems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing for DebertaV2Model and a DeepSpeed ZeRO3 deque IndexError are unrelated bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The first is not a technical bug report, while the second is a Gemma pipeline roundtrip/tokenization issue; no shared code path." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu preprocessing is unrelated to Trainer import failure tied to datasets on import." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a processor.tokenizer regression when passing images; the other is an incorrect pipeline error message about translation support. Different fixes." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A 3d_parallel.py execution issue and a tensor-parallel OOM on Qwen2-57B are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint resume key mismatches." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3Video OOM are not the same underlying bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for a large Qwen model and a key error loading MobileLLM are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx import are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but they affect different Qwen processors and different input/templating paths." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "A config API discrepancy for Gemma3TextConfig is unrelated to a dtype mismatch between image preprocessor and model in Mistral-3." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id configuration inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenization bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Sam3 litetext memory overflow are different model/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id mismatch touch different components and fixes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage across workflows and a janus image-generation test failure are not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A post_init policy change for patchtsmixer and junk-filled non-persistent buffers are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are distinct code paths." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "FuyuBatchFeature exception handling and Windows/ROCm torch.distributed import issues are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Last-batch label trimming in gather_for_metrics and auxiliary-loss normalization in MoE models are different training bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage after sinq are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video input regressions affect different model families and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline looking for image processors and a missing Sam3VisionEncoderOutput attribute are different pipeline/model errors." + } + ] + }, + "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": 19, + "review_unit_index": 32, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46178", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43673|issue:44743", + "issue:45127|issue:45200", + "issue:32090|issue:35141", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:43525|issue:43531", + "issue:45563|issue:45584", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44464|issue:45563", + "issue:43827|issue:43994", + "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:44521|issue:45381", + "issue:43065|issue:44610" + ], + "prepared_review_unit_hash": "389f5c9b392c12cbc1050222bd82a55c0cc2916b0e75eb4edf63d4317ffeaaed", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bugs and regressions. I would reject all soft duplicate edges; they share broad themes like loading, cache, or v5 regressions, but not the same concrete bug or fix path.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (v5 breaking custom model initialization) and the closest thing to a representative issue, though the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best global representative because it is the most general and central v5 regression report among these issues; however, it should be treated as a loose umbrella, not a proven duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are configuration/loading regressions, but one is a generic v5 init break and the other is a GPTNeoX config field reset; different bugs and fixes." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "One concerns gguf_file support in AutoTokenizer/AutoModel loading, the other is an unrecognized model due to missing model_type; related area, different failure." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5; not the same code-path bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Extended-vocab LoRA collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and missing tensorflow_text backend mapping are different subsystem issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are model-loading problems, but one is a legacy-field preset load bug and the other is wrong custom-module resolution after save/load; not the same defect." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing crash in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Tensorboard/TensorFlow backend mismatch and missing is_falcon_mamba_ssm_available are different import/backend issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are unrelated config bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model/path regressions." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and load-balancing loss omission are different behaviors and fixes." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are distinct model issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill in v5 is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generation test failure and broken auto_mappings references are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and Siglip2 nonsensical outputs are not the same bug." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and trailing-slash import warning are different loading behaviors." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in torch.jit parsing and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models is not the same as wrong tensor indexing in transformers serve KV-cache continuation." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "cudaErrorAssert in Qwen3 auto device mapping and a categories-limit RuntimeError are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related in Sam3 family models, but one is OOM and the other is a model-specific overflow report; not enough to treat as one bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different implementation 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": 19, + "review_unit_index": 33, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43335|issue:44855", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:46082|issue:46121", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "a9dac92ef9f47c820ebe73ce6f0d1a4d441c5c910784151643984c8748664ca5", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A few items share superficial themes like import/export regressions or config validation, but none of the soft pairs look like the same underlying bug/change, so I rejected them all.", + "confidence": 0.84, + "canonical_issue_reason": "issue:36246 is the clearest representative of the import/export regression theme and the most central issue in the small group of import-related reports, with multiple soft links around missing public API names.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36246 is a straightforward, user-facing ImportError and the best single representative of the cluster\u2019s import-surface breakage subset, even though the overall cluster is not one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different problems: a missing import from image_utils vs a Qwen3.5 chat crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are regressions, but one is about non-persistent buffers and the other about rotary_pct reload behavior." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version breakages, but the root causes are unrelated: packaging support vs a JIT parsing/IndentationError." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA failure vs local dataset loading in an example script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both involve utility/import behavior, but one is a cache-path collision and the other is a missing import flag." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but they affect different models and different validation rules." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers layer construction vs a DebertaV2 import-time syntax/parsing issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen/model saving behavior, but one is LoRA/vocab collapse and the other is incorrect visual-encoder key saving." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures in different paths: Qwen3OmniMoe video input processing vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Repository/file handling issues, but one ignores tokenizer.json and the other fails to forward revision to list_repo_files." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: CPU tensor creation in XLNet vs exception swallowing in FuyuBatchFeature conversion." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "No underlying duplicate: SwitchTransformers config construction vs an image-classification example dataset loading issue." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but they stem from unrelated tests and unrelated model-mapping breakage." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both involve example scripts, but the failures are different tasks and different failure modes." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different configuration bugs: head_dim validation vs JSON-loaded ignore-keys handling for RoPE validation." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated dependency/runtime problems: Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: resize_token_embeddings propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both are regressions, but they affect different APIs and code paths." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Completely different symptoms and subsystems." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No duplication signal: a placeholder/nonspecific issue vs an audio feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules, so not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different failures: weight tying vs incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but one is performance and the other is unsafe sys.modules access." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but one is a missing backend in extras installation and the other is a broader dependency issue." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: LayoutLMv2 tokenizer padding/NER crash vs server KV-cache continuation indexing." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated: video-classification pipeline behavior vs a notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are missing-name ImportErrors, but the missing symbols and affected modules are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are in flex_attention, but one is a compiled-kernel failure and the other is a bad PyTorch version check." + } + ] + }, + "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": 19, + "review_unit_index": 34, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:38175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45103", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46123", + "issue:46209", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:43479|issue:45375", + "issue:43643|issue:44496", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:44561|issue:45632", + "issue:46123|issue:46369", + "issue:44734|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:45372|issue:46234", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:43577|issue:45216" + ], + "prepared_review_unit_hash": "6048be386c87d6dc1aadf9def2d542894e72311a4761b1fedc4597dca3fb97ba", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37076, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated transformer bug reports across many models and subsystems; the high title similarity is mostly generic wording, not shared root cause. I found no convincing duplicate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate stands out here; issue 44964 is the strongest representative because it is a concrete, user-facing multimodal model-loading regression with a specific target and clear impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the best standalone issue in the set: specific, reproducible, and high-signal compared with the many broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default None initialization vs. missing field being dropped by strict serialization." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is generic unknown-model/config loading failure." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different models and symptoms: SigLIP zero probabilities vs. Sam3PixelDecoder dummy Conv2d behavior." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features() implementation issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different causes; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression vs. stale auto_mappings references causing CI breakage are different problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure on GraniteSpeech device override is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a utility affecting trust_remote_code models is distinct from cache-path collisions for local models." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different masking/batching bug vs. Sam3LiteText memory overflow; no shared code path." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache-path collision." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue is not the same as a specific Qwen model-loading failure." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure and FlashAttention failure affect different models and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to docs mentioning return_all_scores." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Missing ReasoningEffort import from mistral_common is unrelated to missing falcon mamba availability helper." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unknown-model config loading failure is not the same as PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is distinct from flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken keyword duplication." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3 save_pretrained regression are different failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs mismatch in TextClassificationPipeline is unrelated to unknown-model loading errors." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2_5_VL import failure and missing image_utils import are different import/export issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility vs. dependency issue with transformers are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Generic unrecognized model loading and missing text_config unwrapping are different config-handling bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling has nothing to do with tie_word_embeddings warnings in Qwen fine-tuning." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Non-informative request issue and FP8 B200 inference bug are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to Gemma 4 processor loading import error." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are different model-specific 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": 19, + "review_unit_index": 35, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44242|issue:45200", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:44521|issue:45325", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:44779|issue:45812", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43295|issue:44779", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:43976|issue:45405", + "issue:44683|issue:45542", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43450|issue:44279", + "issue:44466|issue:45276", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "d38362d8d3183f5228e542a37534821a32e7e715b0886e40710fb324814f2a80", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions and docs/CI issues, with only weak thematic overlap in tokenizers, multimodal processors, and config/loading bugs. No pair looks like a true duplicate from the available evidence.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44462 is the broadest and most representative tokenizer-loading regression in the set; it sits near several other tokenizer-related reports, even though the cluster is not truly a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best anchor for this cluster because it is user-facing, generic, and closest to the recurring tokenizer regression theme across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: router-logit load-balancing loss vs Gemma 4 multimodal config defaults." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is a loading failure and the other is incorrect save_pretrained key serialization." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 probability/output bug and Sam3Video CUDA OOM are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal failures: assistant mask generation vs temporal position-id scaling." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency/version mismatch and PEFT minimum-version bump are not the same underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different examples and different APIs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-breakage report; 44351 is one specific missing import and not clearly the same defect." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code model breakage are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer / image handling vs Deepseek tokenizer output." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs in different model families; no shared code-path evidence." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 device-mismatch are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both involve model loading, but one is Qwen3VL MOE loading and the other is GLM-4.7-Flash unit-test loading; no duplicate evidence." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and unreleased PEFT dependency are separate environment problems." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlashAttention/torch compatibility and TensorBoard/TF backend setup are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No overlap beyond both being API-behavior complaints." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json precedence and Mistral regex patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class serialization mismatch is a save_pretrained issue, not the same as repository tokenizer.json loading." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batched-shape bug and dependency issue are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different model-state bugs: lm_head serialization vs resize_token_embeddings propagation." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model saving and dequantized offload loading are different quantization paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo maintenance/CI, but one is stale auto-mappings and the other is dummy classes leaking into imports." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and a performance regression on filtering data are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor saving and Gemma-4 zero3 from_pretrained are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 36, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45003", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45823" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:42175|issue:43976", + "issue:43723|issue:44162", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:43526|issue:45003" + ], + "prepared_review_unit_hash": "1a615d8d43ab1bc7d16f5a022e24411ab21f8e3f7c3305be87f7d7c75c8bee40", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35226, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 + }, + "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 keywords (Deepspeed, Qwen, chat_template, loading, import) but not the same underlying bug or code path. I would not merge any of the candidate pairs.", + "confidence": 0.87, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions, model-specific bugs, docs, packaging, and performance problems rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative for the cluster because the topics are too disparate; any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention Deepspeed, but one is an Adafactor OOM and the other is a double-step bug; different symptoms and likely different fixes." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and failures: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model/tokenizer AttributeError versus D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT masked-LM predictions and Deepseek tokenizer output are separate model-path bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mapping crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus a SigLIP2 runtime/model-behavior bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both concern attention kernels, but FlashAttention failure in Ministral-3 and compiled flex_attention failure on torch>=2.9 are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue and Python-version compatibility issue are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are different failures." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Same API surface, but different defects: default sampling-rate handling versus multimodal assistant-mask generation." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill issue and CLIPVisionModel hidden_states regression are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a missing model class versus Python version support; no shared underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different causes: missing pad_token_id in Llama4Config versus GLM-4V load failure." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma-4 ZeRO3 loading are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "One is a docs issue, the other is import slowdown; same package but not the same defect." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing config fields, but one is Llama4Config pad_token_id and the other is trust_remote_code returning incomplete config objects." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time dependency/name errors in different backends; too broad to be the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python-version breakage are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile versus ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage lookup error for Float8 tensors and Qwen3.5 chat crash are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate() warning are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting bug and wrong docstring are not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/version regressions, but one is LoRA compatibility across HF versions and the other is base-model loading in v5 dev; not the same concrete defect." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance and unrecognized-model config parsing are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and Gemma-4 ZeRO3 loading are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary-style losses, but they are different models and different loss gates; too broad to merge." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-family reports, but sliding_window behavior and chat crash are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access 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": 19, + "review_unit_index": 37, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44466", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46369" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45987|issue:46082", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "527949962357f591bf31b20c1d9894d20411549e10c2672ed491acd76d915eb4", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36401, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose mix of unrelated Transformers bugs and regressions. I don\u2019t see any soft pair that looks like the same underlying issue; the overlaps are mostly superficial (same subsystem or similar error wording).", + "confidence": 0.91, + "canonical_issue_reason": "issue:45701 \u2014 the broadest open, high-reference issue in the set, so it\u2019s the best anchor if one representative issue must be chosen, though this cluster does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 \u2014 open, active, and broadly framed as a version-dependent tokenization regression, making it the most useful representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading for tokenizers is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and fbank feature extraction are different pipelines and failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness is not the same bug as Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-color output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are different import errors in different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These are both import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt races are unrelated test/runtime bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings failing to update output embeddings." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 attribute error and SAM3 memory overflow are distinct problems with different failure points." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and AMP/CUDA crash in LwDetrImageLoss are different model-loss issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer position_ids access error is unrelated to the reported tokenization slowdown." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked_prefill cache handling and removal of is_torch_fx_available affect different code paths." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen import failure and DeepSpeed ZeRO3 BertModel index error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs/behavior mismatch is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and sys.modules access are unrelated failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "A missing vision config field and AutoModelForCausalLM config unwrapping are both Qwen multimodal issues, but not the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as a ZeRO3 deque IndexError." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate handling is unrelated to import slowness." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are different bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released for RT-DETR models and MaskGenerationPipeline dropping partial batches are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize propagation is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and Qwen vision config field dropping are different model/config bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Failure loading a model on v5.1.0 and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of lm_head.weight differs from resize_token_embeddings propagation; separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 38, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "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:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45356", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:45137|issue:45600", + "issue:44483|issue:46202", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:45584|issue:46170", + "issue:43673|issue:44734", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:44038|issue:44623" + ], + "prepared_review_unit_hash": "d51d89bae69d56c97b790511966dd61a5c9db6f933ae84348dc5d6adb90856a5", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated Transformers bugs; the soft pairs look like topical similarity rather than true duplicates, so I reject every soft edge. If a single issue must represent the set, the best signal is the high-activity Gemma4 multi-GPU OOM report, but there is no strong canonical duplicate cluster here.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45229 has the richest reproduction details and the highest discussion activity, so it is the best stand-in if one issue must be picked as the representative bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 is the strongest standalone issue in the set: concrete symptoms, broad user impact, and sustained triage discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both touch SAM3, but a dummy Conv2d implementation and a model-type warning are different problems." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models and a Windows/ROCm import dependency issue are separate code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed zero3 loading failure and double optimizer stepping are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing SAM3 vision output field and Qwen3OmniMoe video validation error are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and a post_init policy change are different warnings with different fixes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque pop error and stale auto_mappings config references are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different surfaces." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct model/tokenizer bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning is unrelated to a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass and s_aux=None flash-attention crash are different failures." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model config warning is not the same as a paged-generate stale warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma token roundtrip failure do not share a concrete code path." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows/ROCm import errors are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-embeddings warning are different bugs." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation and a platform import failure are not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing during chunked prefill and KV-cache continuation indexing are separate generation bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained class mismatch and processor save_pretrained missing files are different serialization bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper decode crash on replacement character and Kimi tokenizer codec regression are distinct tokenizer issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a post-upgrade filtering slowdown are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Breaking custom model initialization in v5 and ESM2 workflow breakage are different failure reports." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and double optimizer stepping have no common underlying bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A throughput regression after upgrade is not the same as optimizer.step being called twice." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus kwargs update issues and missing generation cache in chunked prefill are different generation internals." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and filtering slowdown after upgrade are separate regressions." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache missing in v5 and docs still referencing pipeline() are not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report gives no concrete overlap with Gemma4 zero3 loading failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision output fields and trust_remote_code config field loss are different object-construction bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe regression and processor save_pretrained missing files 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": 19, + "review_unit_index": 39, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:45406|issue:46202", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:46077|issue:46123", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43673|issue:44188", + "issue:44496|issue:45561", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "808350b1d985cfab709dbb952cba9d317b02daf8ae746eb889f1cae93faad8b5", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import errors, model-specific config bugs, generation issues, and unrelated performance/test problems. Only one soft edge looks like a true duplicate pair (the Qwen3ForCausalLM VRAM leak).", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the cleanest canonical issue because it has an exact duplicate (issue:43704) and describes a specific, reproducible bug with a concrete model/path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in the set: precise symptom, clear scope, and an exact duplicate confirm it as the most canonical bug report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different failures: missing PyTorch import vs Sentence Transformers hanging on load." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and symptoms: missing Sam3VisionEncoderOutput field vs wrong qwen2.5-vl vision_position_ids." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related problems: processor missing _tokenizer vs tokenizer roundtrip on \u2581." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated: TF32 settings warning vs old InternVL2 checkpoints breaking under meta init." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but different symbols and causes: AutoImageProcessor vs image_utils export." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: missing config field vs from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs: quantized save_pretrained failure vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions: AutoTokenizer loading in v5 vs continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different concrete failure modes and config fields." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems: Mistral regex patch crash vs auto_docstring annotation handling." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime problems: quantization offloading vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline/model bugs: Gemma4 attention mask construction vs final partial batch handling." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak report; same symptom, same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/compile issues: sync_gpus kwargs update vs attention kernel branching under torch.compile." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different public symbols with no evidence of a shared fix." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and code paths: pipeline parallelism output mismatch vs image-triggered infinite loop." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different FP8/Qwen bugs: save_pretrained for MoE vs from_pretrained load failure." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: quantized model saving vs missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different concrete breakages and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import failures: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8 issues: accuracy regression vs MoE save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different areas: generation kwargs after sync_gpus vs janus image-generation test failure." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Different generation bugs: missing cache during chunked_prefill vs attention-kernel divergence." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Completely unrelated: unrecognized model config vs pytest-xdist file race." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/imports, but one is backend dependency installation and the other dummy class cleanup." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Different issues: BeitImageProcessorFast label reduction vs xdist race in testing utils." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: legacy preset loading for BEiT vs captured_info.txt race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model behavior: missing padding mask support vs MoE load-balancing loss computation." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different import/package issues with no shared underlying code path." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are v5 tokenizer behavior changes, but they concern different tokenizer APIs and failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical representative choice is well supported by the exact duplicate pair (issue:42673 / issue:43704), and the non-duplicate soft-edge rejections do not overstate shared evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 40, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:30333|issue:33290", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:44190|issue:46082", + "issue:30333|issue:35141", + "issue:28282|issue:30333" + ], + "prepared_review_unit_hash": "509f5ab681311eb63eb755887c8da92ee01df27cd3f48b72291c930e688701d1", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38001, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; most soft-similar pairs share only broad subsystem keywords (tokenizers, save_pretrained, import errors, DeepSpeed, etc.) and do not describe the same underlying bug or change. No PRs are present, and none of the issue pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42898 is the clearest broad regression-style report in the set, and several other tokenizer-related regressions loosely orbit the same v5 behavior-change theme, but the cluster overall is too diverse to treat any issue as a true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative issue because it is well-scoped, user-visible, and broadly phrased as a v5 behavior regression, making it more suitable than the highly specific or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different failures: Python-version compatibility vs a missing image_utils import. Same project area, not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading stall and token-embedding reinitialization are unrelated code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model files and Gemma 4 multimodal token-type defaults are different model families and bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve model/processor loading, but one is save_pretrained file emission and the other is Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and DeepSpeed Adafactor OOM are different training issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different object types and code paths: multimodal config defaults vs ModelOutput key assignment." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one concerns clean_up_tokenization_spaces and the other Granite token IDs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but one is sentence-transformers failing on nn and the other is a missing Qwen2.5 VL symbol." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens behavior for a specific tokenizer are different defects." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Shared v5 tokenizer-regression theme only; one is clean_up_tokenization_spaces, the other is DeepSeek tokenization output." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and root behaviors differ (generic cleanup vs Kimi-K2.5 codec handling)." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation crash is unrelated to auto_docstring future-annotations AttributeError." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method in a processor and remote-code meta-init incompatibility are distinct issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen model bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to optimizer step being called twice under DeepSpeed." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different regression classes: token cleanup behavior vs model output differences for Pegasus." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments being ignored is an optimizer bug, not a docs parameter-name issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT minimum-version bump and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance problems." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are separate behavioral changes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are different save paths and artifacts." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leftover dummy classes leaking into dir(transformers) are both import-related but not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer-step duplication." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Defaulting multimodal configs when None and junk-filled non-persistent buffers are unrelated initialization bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both concern persistence APIs, but one is FP8 MoE save_pretrained and the other is missing processor files." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs and Llama 3.2 Vision model loading break are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy degradation and processor save_pretrained missing files are different problem domains." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error and registered-function behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting and CustomTrainer compute_loss signature mismatch are different training-loop issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure in an example script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and embedding reinitialization are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Torch import missing for AutoModel and MLflow reporting for failed jobs 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": 19, + "review_unit_index": 41, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:22355|issue:28282", + "issue:43122|issue:46209", + "issue:44297|issue:45310", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:43723|issue:44991", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44263|issue:44360", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:44261|issue:45092", + "issue:43479|issue:44913" + ], + "prepared_review_unit_hash": "2c7ff6835b47d2b1f37ad8bf4621a55079c9dcf05ab08e84482b99436855408b", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36134, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a tight duplicate cluster: the items span unrelated import, tokenizer, config, save/load, generation, and model-specific regressions across different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43723 is the broadest user-facing regression here (general tokenizer loading in v5) and the closest thing to an umbrella for the few tokenizer-related reports, though the overall set is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most general and central issue among the set; the others are mostly narrower model/config bugs or unrelated failures, so it is the best representative reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Different config regressions: type-checking on PretrainedConfig vs Llama head_dim validation." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they are different missing dependencies/symbols with different causes." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated bugs: tokenizer behavior change vs FP8 inference failure on B200." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a tokenizer save metadata mismatch and the other is a Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Completely different models and code paths: SAM 3 video output vs MoonshineStreaming masking logic." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; same symptom class, not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated failures: feature extractor argument handling vs auto-docstring annotation parsing." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attention generation failure; different root causes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen2.5-VL video position ids vs streaming window mask off-by-one." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug and OCR long-input index error are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "save_pretrained issues but with different concerns: FP8 MoE saving vs shard-size behavior." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different defects in different areas: torch.split/indexer logic vs remote-code checkpoint meta-init compatibility." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to processor.save_pretrained file emission." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a RoPE implementation bug." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different model-level regressions: CLIP hidden_states propagation vs Llama config validation." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API endpoint rejection in serve vs processor missing _tokenizer attribute; not the same code path." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is an eos_token_id config inconsistency." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a performance bug in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Related only at a broad level; one is a general tokenizer-loading regression, the other is a model-specific loading failure." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load of quantized models, but they are different quantization methods and different failure modes." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Chat template batching crash is unrelated to the auto-docstring annotation crash." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/InternVL checkpoint issues with different root causes: meta init incompatibility vs wrong visual encoder keys on save." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same module family, but different defects in the DSA indexer; not clearly the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer fill bug is unrelated to streaming mask off-by-one." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs during checkout/init." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are different regressions." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision bug is unrelated to remote-code checkpoint meta initialization." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence bugs in different models: default multimodal configs vs GPTNeoX rotary_pct reload." + } + ] + }, + "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": 19, + "review_unit_index": 42, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "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:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44464", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44671", + "issue:44704", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:43408|issue:46369", + "issue:44368|issue:46305", + "issue:42757|issue:45278", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44464|issue:46082", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:44671|issue:46132", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:44261|issue:44373", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "4d523faeaa57dd6bec944595f2bb8450b885ea0f0bd1ca128553452eb9e72c95", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35706, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs and regressions. Several pairs are superficially similar (imports, tokenizer behavior, loading failures), but none look like the same underlying defect, so no soft pair should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the full cluster: the items span unrelated tokenizer, import, generation, quantization, and model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the closest representative of the tokenizer-regression subtheme, but the cluster is too heterogeneous for it to serve as a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they miss different symbols from different transformer modules and appear to be distinct breakages." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both involve model/precision problems, but one is a FineGrainedFP8 accuracy issue and the other is a Qwen3-VL-Moe v5 bug; different failures." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return-value handling and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping is a different tokenizer bug than add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a wrong decoder type in v5." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A model-type warning and a memory overflow in sam3-litetext are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Tie-word-embeddings warnings and a sliding-window off-by-one error are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad collection of import errors after upgrade are not the same concrete issue." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to an infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and extra whitespace after added tokens are unrelated tokenizer/import problems." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation inconsistency under compilation and LlamaConfig head_dim validation are different problems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer dropping in Smollm3 and a tied-weights warning in Qwen3-Next do not share the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command and a NameError during sentence-transformers import are different failures." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage in v5 and NaNs in classification heads are not the same defect." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Incorrect CamemBERT MLM predictions and altered AttentionInterface.register behavior are distinct issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer-mapping None assumption and AutoProcessor kwargs forwarding are both loading-path issues, but not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a bufferized position_ids tensor and tokenizer_class mismatch on save are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading failures, but one is a Sentence Transformers stall and the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is a general version-to-version tokenization change and the other is multimodal assistant_mask generation." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return values are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a docstring typo are not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and incorrect pipeline-parallel output are different code paths." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and chat-template crashes with tool calls are separate bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A missing rms_norm_eps in MLA q_a_layernorm and a wrong docstring are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failing to load cjvt/sleng-bert are different tokenizer/model-loading issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 43, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:42907|issue:44964", + "issue:43122|issue:44514", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:42673|issue:45072", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "db214f639fc42a3e81e57946516dd381718fbfd0be6736d85f2671c061ea2de8", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated standalone bugs and import/regression reports; no soft duplicate pair is convincing enough to merge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is the clearest self-contained regression report in the set: specific model family, specific version boundary (v5 vs v4), and a concrete user-visible tokenizer failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest overall triage candidate because it is concrete, reproducible, and narrowly scoped to a single regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different failures: saving dequantized Ministrals/Devstrals vs GLM-5 generation config validation." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "One is a Python-version compatibility issue, the other is incorrect output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report; the former is a specific missing export for AutoImageProcessor." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation internals, but they describe different bugs and code paths." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated import failure in sentence-transformers vs SAM3 auto-mapping CI breakage." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer subsystems: offset_mapping bug vs multimodal assistant_mask generation." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated model-saving bug vs Phi-4 multimodal loading failure." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization regression vs batched chat-template crash; not the same underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script classification failure vs Gemma 4 multimodal token-type defaulting." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 label-propagation bug is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but one is a model-type/config warning and the other is a missing output attribute." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading problem and tokenizer_config metadata mismatch are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely different models and failures: DSA indexer comment vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe load issue vs position_ids buffer access error." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer extra-space bug and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model saving/dequantization issue is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and describe different concrete failures." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading vs FP8 save_pretrained for moe are different code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related to Qwen3.5 save/load behavior, but one is checkpoint saving and the other is from_pretrained loading; not clearly the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the multi-label example-script issue." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different symbols and subsystems." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to the flex_attention version-check bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different APIs and causes." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to pipeline-parallel output corruption." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging issue and Python 3.14 load failure are different compatibility problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are distinct model bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they concern different model families and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 44, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:43673|issue:46328", + "issue:43450|issue:43986", + "issue:44291|issue:45071", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "8c6364b0001ca172cd9926446325a78d6842b6a14c39eb95353077862143d239", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regression reports across loading, tokenizers, generation, attention, and model-specific paths. The items are mostly thematically related but not true duplicates; I found no soft-edge pair that clearly describes the same underlying bug or change.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the best anchor because it is the broadest and most representative v5 regression report in the set, centered on upgrade-related import failures that match the cluster\u2019s general theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits the cluster as a canonical issue since it captures the widest, most cross-cutting upgrade/regression symptom rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different subsystems and failure modes: ONNX import path vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is a missing model weight during load; the other is AutoProcessor not forwarding kwargs. Not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a doc parameter-name mismatch are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific missing symbol while the other is a broad upgrade report; not enough to treat as the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different code paths and symptoms." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label empty outputs and SigLIP2 HF/JAX discrepancy are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior do not match." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-patch helper are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading; different failures." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe, but the titles indicate separate load-time regressions without evidence of the same concrete defect." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support and a PyTorch version check bug are different compatibility issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example classification output and pipeline deprecation/error messaging are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer state corruption and missing generation cache are different training vs generation bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-function behavior issue in qwen3_omni_moe is unrelated to a flex_attention import/version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning in paged generate are not the same defect." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression versus a specific offset_mapping bug are too different to merge." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is backend-specific scaling and the other is causal-mask construction for Gemma4." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumptions and a flash_attention AttributeError are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they affect different models and different observable behavior." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in dataloader threads is not clearly the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Pipeline removal docs and a flex_attention version check are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation-config invalidation and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and sequence feature extractor padding performance are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and missing torchvision crash handling are different video-path problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling and PretrainedConfig type checking are related only loosely by model loading, not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Tied-weight serialization inconsistency and NaNs in classification heads are distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 45, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:44410|issue:45478", + "issue:42371|issue:42831", + "issue:43012|issue:43577", + "issue:44075|issue:45656", + "issue:42175|issue:42222" + ], + "prepared_review_unit_hash": "03f6448a11668f24600f0e03eba7ef6b632f1faba632037f90fcf7897a4caf7e", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35533, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a false-positive mix of unrelated issues, with only loose topical overlap in tokenizer/import/version-regression areas. I would not merge any of the soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43122 is the best representative of the only substantial subtheme here: a concrete tokenizer regression across versions, with external references and a broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the most suitable anchor issue because it is clearly stated, user-facing, and broader than the other tokenizer-adjacent items in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different dependency/version problems: PEFT pinning vs a PyTorch version check for flex_attention." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a mapping-name None bug and the other is a Mistral regex patch crash; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs noisy logging; no underlying bug overlap." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist file race; not the same issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen problems: missing projections in qwen3next vs from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs sequence feature extractor performance issue; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration vs save_pretrained checkpoint regression are distinct failures." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; same broad symptom, not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Qwen3 VRAM leak in dataloader threads vs Apple Silicon warmup TypeError; different failures." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat API crash vs pad performance regression; no shared underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues: sam3 type warning vs MobileLLM key error." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping regression and runtime post-processor update feature request are related only at a very high level." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning and a VRAM leak are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and documentation parameter mismatch are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior control and MLA rms_norm_eps precision error are distinct issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized-model/config.json loading error are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import and a broad upgrade-time import regression are not the same concrete failure." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong decoder type and the other is changed tokenization output; not enough evidence they share one root cause." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different chat/completions failures with different triggers and models." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next model-loading failures; similar family, not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance issue vs FineGrainedFP8 accuracy issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time precision warning and BLIP2 dtype propagation bug are different dtype-related problems." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step() called twice under deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow not included in a torch install and broken VitPose models are unrelated installation/model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 46, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46369" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43673|issue:46123", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "f20ff2ec414ade59ed9e09465fe8f20102541931a429c7d4f0f93a71f3246936", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38322, + "estimated_input_tokens": 9581, + "estimated_eval_tokens": 19418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-loading bugs, training regressions, config issues, and doc/test nits. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: removed tie_embeddings API vs unexpected position-id key handling." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: GenerationMixin cache/chunked prefill vs a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different import/type issues in unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM internals: DSA indexer split bug vs RoPE implementation discussion." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs tensorboard-without-TF backend error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model components and failures; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Bfloat16 compile warning vs sam3 model-type warning are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different Deep/GLM internals and different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths: missing ReLU in DSA indexer vs deepseek-v4 tensor op bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both Qwen-family, but distinct loading/missing-projection problems." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained shard-size question vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but different models and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related model family, but different Qwen-VL loading issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers config bug vs PretrainedConfig typing regression." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Unrelated: tie_embeddings API removal vs gguf file loading breakage." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache bug vs pipeline partial-batch result dropping." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access vs a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model torchvision dependency issue vs testing_utils." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing import in image_utils vs docs parameter-name mismatch." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different model failures: Qwen3_5 infinite loop vs sam3-litetext OOM." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None bug vs a specific model loading failure." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading crash vs save_pretrained shard-size behavior." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image processor method missing vs DSA indexer split handling." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 implementation divergence vs a deepseek-v4 tensor operation issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing-dependency import crashes in different processor paths." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model math issues; not the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal vs quantized model save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal vs flash_attention crash are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training optimizer-state bug vs Liger Kernel application bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different modules and root causes." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor error vs tokenizer mapping None assumption." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 submodel config/model issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related family, but distinct Qwen3-VL-Moe vs Qwen3next problems." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Integration test seed flakiness vs noisy logging message." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline mode network-leak bug vs missing embed_tokens weight on load." + } + ] + }, + "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": 19, + "review_unit_index": 47, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44380|issue:46132", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44936|issue:46365", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:45600|issue:46298", + "issue:45698|issue:46172" + ], + "prepared_review_unit_hash": "38d9ad82b29d2b6ac9ce0253ee0644aad8c6a839d46543d6f641a917cd27e111", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37371, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely heterogeneous; most soft-similarity pairs share only broad subsystem overlap, not the same concrete bug. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45698 is the strongest representative if one must be chosen: it is open, has the most discussion, and describes a concrete core loading/saving regression with broad impact. That said, the overall set does not form a single tight duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best overall issue anchor because it is active, high-signal, and centers on a user-visible `from_pretrained`/`save_pretrained` correctness bug in a core path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different version-regression causes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a removed config API warning/regression; the other is a quantization offloading bug. Same broad area, not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different failure modes: argument forwarding in `AutoProcessor.from_pretrained` vs docstring processing with future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "One is a torchvision-dependent processor crash; the other is a tokenizer mapping assumption bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both involve multimodal loading, but one is a missing class import and the other is an AutoProcessor torchvision crash." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated compatibility errors: Python 3.14 load failure vs unsupported backend name in BACKENDS_MAPPING." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "`43906` is a reproduction issue, but there is no evidence it is reproducing the tokenizer-decoder bug in 43066." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model-specific training/compile failures; only superficial overlap around model training bugs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embedding weights during load is not the same as the `max_shard_size` default question." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is inability to save pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile is not the same as a compile-time SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different config/precision behaviors." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/dir leak is unrelated to a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different save-pretrained bugs affecting different object types and code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop multimodal generation bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash-Attention support gating vs GPT-2 attention scaling under SDPA/FlashAttention are different code-path problems." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API warning is unrelated to a noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are different model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support issue vs Python-version compatibility failure." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to a zero-loss classification bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and attention scaling are unrelated failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "AttentionInterface behavior change is not the same as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both are MoE-related, but one is FP8 save-pretrained and the other is a from-pretrained regression." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request handling and Qwen2_5_VL batched chat templating are different failures." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma config attribute error and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` after train and import failure caused by `datasets` are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning during compile and compiled flex_attention breaking on torch >= 2.9 are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model loading warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing hub import and missing model class import are distinct import-regression cases." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed utility and unwanted API requests with `local_files_only=True` are different bugs." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Removed config references breaking CI and noisy logging have no common underlying code-path." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loaded after save/load is unrelated to the DeepSeek tensor conversion/transposition 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": 19, + "review_unit_index": 48, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44242", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45584", + "issue:45593", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:45584|issue:46365", + "issue:43976|issue:44938", + "issue:42175|issue:46365", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44077|issue:46365", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:44075|issue:46365", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:46202" + ], + "prepared_review_unit_hash": "d993973e96cf72fe95fda65537518a91b5af268abe1202f7c718d4d4d682613f", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37432, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose bag of mostly unrelated issues with only weak topical similarity; none of the soft pairs looks like a clear duplicate or same-change match.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated bugs and subsystems. If forced to pick an anchor, issue:43618 is the best fit: it is a concrete regression report and one of the few with multiple soft links.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the strongest representative of the set: clear repro, user-facing regression, and the only item that plausibly sits at the center of a small CLIP-output cluster. Still, it is not a true canonical for the whole group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same family name, but one is a general Qwen3-VL-Moe loading bug and the other is fp8 inference support; different fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different failures; CLIP output fields vs GPT2 attention scaling." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they concern different missing outputs and could be separate bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "OpenAI-style chat endpoint rejection vs chat-template crash; not the same code-path problem." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are about different models and likely different implementation issues." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Model-loading breakage vs sorted-state_dict load failure; too generic to treat as one bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing config attributes on two unrelated models; no shared underlying change." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type regression vs fp8 inference-on-B200 failure; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and pipeline save_pretrained are different save paths and different failures." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4, but one is embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch in pipeline classification vs pipeline serialization bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated optimizer/model-loading issue vs attention-backend config bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config attribute bug vs a PatchTSMixer post_init policy issue." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different modules and likely different dependency/version causes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support gate vs invalid GenerationConfig; different validation paths." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression vs pipeline saving failure; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving problems, but one is sorted state_dict load order and the other is a Qwen3.5 checkpoint regression." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Llama/Gemma config topics, but one is attention masking and the other is head_dim validation." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case vs importing Trainer affected by datasets; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility regressions, but for different versions and different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend extras issue vs Trainer import conflict; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different missing capability/aux-loss behavior." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes on different models; no duplicate signal." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output field regression vs Qwen3.5 save_pretrained checkpoint regression; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer config behavior vs Trainer import problem; no shared code path." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute bug vs MoE load-balancing-loss condition; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "FlashAttention support guard vs Qwen3-VL weight-shape mismatch; different model-loading logic." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling vs Trainer import dependency conflict; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs a cache-strategy typo; not the same change." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different from_pretrained failures; too broad to merge." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decorator request vs generic import errors after upgrade; no common bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python file/import issues, but one is compiled-file execution and the other is a torch.jit parsing error." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict ordering load failure vs Gemma pipeline roundtrip on \u2581; different functionality and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 49, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44625", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:44625|issue:46365", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232" + ], + "prepared_review_unit_hash": "1cb621efb207ee74ade470ace41f64bcf929798bd45811d0691ef602a3125605", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose semantic group of Transformers v5-era regression reports, but the soft pairs do not describe the same underlying bug/change. They span unrelated failures across imports, model config, training, tensor parallelism, tokenizer loading, and CI/test flakiness.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella complaint about widespread v5 breakage, but the cluster is too heterogeneous to support a precise canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the least-specific representative of the general 'v5 breaks things' theme, though it does not cleanly subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different failure modes: state_dict ordering/load error vs missing Qwen3.5 vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "One is a cleanup/perf refactor request; the other is an intermittent import latency report." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: Gemma3 config missing vocab_size vs distributed training optimizer-state corruption." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load compatibility is not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing seeds and the other is a xdist file race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific autograd/no_grad API bug vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 label propagation bug is unrelated to failing to import Trainer with datasets installed." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are load/save regressions, but they affect different code paths and model data." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/UMT5 model-specific from_pretrained failures with no shared underlying bug shown." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No-grad cache update issue is unrelated to Python version compatibility." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP OOM on loading a large model are different problems." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attention assignment and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP internals, but one is attentions assignment and the other is class structure divergence." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: CLIP output fields vs LwDetr AMP/CUDA crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation discussion is unrelated to DeepseekV3MoE implementation drift." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak and AddedToken argument collision are unrelated bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related CI flakiness is not the same as a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures: missing set_seed vs stale device override behavior." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed flakiness and broken auto_mappings due to removed configs are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-from_pretrained regression and checkpoint reload after version upgrade are different loading paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is unrelated to checkpoint reload failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate Qwen3.5 MoE issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad bug and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are different concerns." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading network leak is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "These are both import errors, but they concern different missing top-level symbols and likely different export paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan and a generic Qwen3.5 MoE from_pretrained error are not clearly the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and version-upgrade data filtering slowdown are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE config plumbing, but they omit different fields and do not show the same root cause." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer no_grad changes are unrelated to generation kwargs syncing after sync_gpus." + } + ] + }, + "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": 19, + "review_unit_index": 50, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:44485|issue:44961", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:44556" + ], + "prepared_review_unit_hash": "8f06a6c634ef11e76df3c332e44a2377dc95f084e84004be8e9c244d2cf8c4fe", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37319, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, import/loading breakages, and a few unrelated docs/perf bugs. Only one soft edge looks like the same underlying bug; the rest are too different to merge together.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the common theme of v5 breaking multiple models and behaviors. It is vague, but it best represents the cluster\u2019s shared regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global issue anchor because it is the most general and can subsume several of the v5-related breakage reports, even though it is not a precise bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: a loading hang vs documentation wording in model.forward." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but for different model/version scenarios; too broad to treat as the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API request behavior and a placeholder issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training are different subsystems and failures." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression and a missing image-processor method are distinct bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() and a placeholder issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different save/load problems: compiled file errors vs saving Pipeline objects." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer behavior are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different fixes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A direct import error from huggingface_hub is not clearly the same as the transformers env CLI breakage." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are different failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env breakage and config type-checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different import/CLI failure surfaces with no clear shared bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different code paths and fixes." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env command breakage and Python 3.14 loading failure are separate issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling has nothing to do with the placeholder issue." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both point to the same RoFormer plumbing problem: methods/attention code not propagating through the intended attention interface and kwargs path." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are different missing exports." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init behavior and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and docs about return_all_scores are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache failure and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is a specific Qwen3.5-35B chat crash and the other is a generic umbrella report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files and a generic placeholder bug report are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and TensorBoard-without-TensorFlow backend errors are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are related by model family but not the same concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and sys.modules access are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues and config type checking are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and DeepSeek weight conversion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "env command breakage and checkpoint reload failures are different regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen umbrella issue (45850) reasonably fits the broad v5-regression theme, and the single accepted soft edge (46143/46144) looks plausibly mergeable as one RoFormer plumbing fix. The other pairwise rejections are cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 51, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:44704|issue:44908", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485" + ], + "prepared_review_unit_hash": "7e4122e1ef5bed1b3df2a4a98fc226f5f5e299567b0a6be487318feae5c639f1", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39857, + "estimated_input_tokens": 9965, + "estimated_eval_tokens": 20186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially around loading/import behavior, but the soft pairs are not the same underlying bug and should not be merged as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report in the set: it captures widespread breakage after upgrading from 4.57.0 to 5.5.0, which aligns with the main theme shared by the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative for this cluster because it is version-specific, user-facing, and broad enough to anchor related v5 upgrade breakage reports without being as vague as the generic complaint issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL issues, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, while 45850 is a broad complaint about many models breaking in v5." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from removing import * is unrelated to GenerationMixin cache missing during chunked_prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint compatibility, but one is generic reload failure after upgrade and the other is a remote-code/meta-init incompatibility for InternVL2; not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as a general 'v5 breaks too many models' complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is a narrow issue; 45850 is a broad meta-report about many models." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression reports, but 45278 is about import failures after upgrade, while 45850 is an umbrella complaint about many models; too imprecise to be the same bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowdown from import * removal is unrelated to failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated test-vs-scheduler issues." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning for sam3_video/sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import taking long sometimes and lazy loading not working properly are related to imports but not the same code-path problem." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch in tokenizer_config.json is a specific save_pretrained bug; 45230 is too underspecified to treat as the same issue." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for NemotronHForCausalLM is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor.from_pretrained kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer handling for position_ids is a concrete tensor/state issue; 45230 lacks enough detail and does not match it." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command in v5 and ignored scheduler kwargs are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support for Transformers 5.1.0 is unrelated to Qwen3-VL 2D box hallucination/output issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Ignoring lr_scheduler_kwargs and PretrainedConfig type checking are different regression classes." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time cost from import * removal is unrelated to cannot import HybridCache." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and SequenceFeatureExtractor.pad conversion inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import slowdown and a bug in testing_utils.py do not describe the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version compatibility and a generic 'many models break' complaint are not the same issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box issues and Qwen3.5 MoE from_pretrained errors are separate model-specific bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and _get_tied_weight_keys AttributeError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and Qwen3_5 import failure are distinct problems." + }, + { + "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 for forward args and tokenizer loading regression are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different code paths and failure modes." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy loading behavior are not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing on list are unrelated serialization vs utility bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model internals." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "An underspecified bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading not working and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are separate problems." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared expert gating and comb.to(dtype).transpose(-1, -2) are different DeepSeek bugs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import slowdown from removing import * and VRAM leak with multiple dataloader threads are different issues." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward documentation confusion and a model loading break in Transformers 4.46.2 are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "from_pretrained checkpoint loading is about performance, while the other is documentation confusion about forward inputs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and Gemma-4 audio positional encoding are different model-specific issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation 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": 19, + "review_unit_index": 52, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "5bf4b7c8468bb74fa1c890bf299c9a715bdbe917aa594fabe421e32bb64e16d3", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852369, + "estimated_input_tokens": 213093, + "estimated_eval_tokens": 426442 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 39, + "serialized_chars": 35161, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items do not form a real duplicate cluster: they span unrelated bugs, regressions, and feature requests across different subsystems. No soft pair looks like the same underlying issue, so all candidate merges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45468 is the most concrete and actionable standalone bug report in this set; the rest are unrelated or much vaguer.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45468 has the clearest scope and enough detail to serve as the best representative issue, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to DeepSeek-V4 weight conversion support." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad report that 5.0 breaks many models is not the same as a specific Qwen3.5 import failure." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and a VRAM leak in multi-threaded dataloading are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math does not match missing save_pretrained files." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp logic and VRAM leak behavior are not the same code-path problem." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split handling in GlmMoeDsaIndexer is unrelated to Gemma4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and Gemma4AudioRelPositionalEncoding are different defects." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is not the same as failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a general behavior regression and the other is a decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs are unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies has no relation to the unrelated issue title." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated title." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "These are completely different topics; one is not a specific model bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys crashing on list input is unrelated to chat template tool-call crashes." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression after upgrading to v5.x is unrelated to the unrelated title." + }, + { + "left": "issue:44623", + "right": "issue:44230", + "accept": false, + "reason": "Missing files from processor.save_pretrained is not the same as fp8 inference support work." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs and slow from_pretrained checkpoint loading are different problems." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor parallel training bugs are different issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "from_pretrained slowdown is not the same as tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and fp8 inference support are unrelated feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value usage and DeepSeek-V4 gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value and loss kwargs propagation are different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support for Qwen models is unrelated to a Qwen3.5 from_pretrained error." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value and tokenizer regex warnings do not describe the same bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "A segmentation loss issue is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and ModernBERT norm_eps typing are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint error and a quantization-operation typo are not the same underlying bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value usage is unrelated to ModernBERT norm_eps typing." + } + ] + }, + "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": 19, + "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": "deda8a9ea74f41ebc308dd66a98de85fddd1b186de859127ab90f0508254efa4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: truncation behavior in tokenizers, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. No pair appears to describe the same underlying bug or change, so none of the soft edges should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request in the set, with a clear, specific behavior change to truncation strategy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10519 is the best representative issue here because it is narrowly scoped and unambiguous; the others are different domains and harder to use as a cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: tokenizer truncation options vs. extracting word time offsets from Wav2Vec2. No shared code-path or concrete change target." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests in different subsystems: truncation behavior vs. learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No overlap beyond being open-ended feature ideas; scheduler behavior and Wav2Vec2 timestamp extraction are distinct problems." + } + ] + }, + "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": 19, + "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": "2d7b0d78a83894795cf93644dd1c71714e97ff3bdaa3d030766befd0f2739624", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not a true duplicate cluster. #13244 is about Tapas tokenization diverging from TensorFlow code, while #15980 is about a bad auth-related download error message, and #16618 is a broader model-loading failure for bert-base-uncased. The only commonality is general model/tokenization loading behavior, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "#16618 is the broadest and most central issue in the set: it concerns an actual model-load failure rather than a narrower tokenization mismatch or an error-message-only complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative if one must be chosen, because it targets a concrete loading problem and has the clearest user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bug classes: Tapas tokenization mismatch vs. inability to load bert-base-uncased. They do not look like the same underlying code-path failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about an unauthenticated private-model download producing a poor error message, while #16618 is a model load failure for a public model. Similar surface area, but 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": 4, + "component_count": 19, + "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": "4e82ee76502ce67e71344c61668401915a263b26ff22bf14454d40b1178b4c5a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community-contribution feature issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share a broad pattern but not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if forced to choose a representative, 33260 is the broader/higher-level request, but it does not subsume 26350.", + "canonical_pr_reason": null, + "best_issue_reason": "33260 is the better cluster representative only because it is the more general architecture-support request, but the two issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests (Flash Attention 2 vs GGUF) affecting different code paths and deliverables; same broad theme of architecture support is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 19, + "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-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "dd71a76c5c2d1c92a166896619536ca079e60dbd0c43129dcfb9cbd483010568", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both training-related issues, but they do not clearly describe the same underlying bug. One is a specific checkpoint-resume failure with a concrete error message; the other is a broader report that FineWeb SLM training does not start.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 26413 is the more canonical report: it names a concrete failure mode and exact error message, making it a better duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26413 is the best single issue to keep because it is the most specific and actionable description of the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Reject: the overlap is too broad. 'resume_from_checkpoint' failing with an empty epoch iterator is a specific checkpointing bug, while 'FineWeb SLM Training doesn't start' is a generic startup issue and could have many causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 19, + "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": "cab053fb9b3fd8ba6435559dba045edb3e589209484ecc1d3303926cca23e956", + "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": "The cluster appears to contain two likely duplicate subgroups: the generic placeholder i18n translation issues (43834/44365/44370) and the Thai-title pair (46222/46226). The Turkish, Spanish, and Romanian issues are related by template but still look like separate language requests based on the limited metadata shown here.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43834 is a reasonable anchor for the generic placeholder subgroup because it is the earliest of the tightly matched placeholder-titled issues and participates in the densest high-similarity set, though the packet only supports a representative choice rather than a fully proven canonical source.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest overall issue representative for triage in this cluster: it is the earliest placeholder-titled item and has the broadest high-similarity linkage to the other placeholder-like issues, while the Thai pair forms a separate duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request and title; the shared translation-template similarity is not enough to treat them as the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder title makes this look like a related template, not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "High template similarity only; the language-specific Turkish issue does not look like the same duplicate as the placeholder-titled issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are distinct language targets, so this is not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language and issue context; boilerplate docs-translation wording alone is insufficient." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder title; related theme, but not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "This looks like shared template text, not a duplicate Spanish/generic placeholder request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate language-specific items." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "The similarity appears to be boilerplate from the translation template rather than a shared bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are only loosely related by template." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; the placeholder title does not establish the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "High similarity, but not enough evidence to merge a Romanian request with a placeholder-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian docs translation and the Thai-titled issue look like separate requests." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Same as above: related docs-translation theme, but not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-style titles and very high similarity make this a likely duplicate pair, though the packet does not show bodies." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation request pattern with near-identical metadata; likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and language/script; the similarity is not strong enough to treat them as the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title and language/script, so this does not look like the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Another member of the identical placeholder-title subgroup; likely duplicate, with the caveat that only metadata is visible here." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template-level similarity only; the Thai-titled request does not clearly match the generic placeholder issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title and script, so this is not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "High similarity is present, but the titles point to different requests and that is not enough to merge them." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different request; not the same duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title and identical body length with very high similarity; this is a likely duplicate pair, though the packet does not expose the full bodies." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level interpretation is mostly consistent with the packet, but several verdicts are too strong for the evidence shown. The packet only gives titles, body lengths, and soft_similarity; it does not show the issue bodies, so phrases like \"identical,\" \"near-verbatim duplicate,\" \"safe duplicate merge,\" and \"clear duplicate pair\" overstate what is grounded here. In particular, the accept decisions for 43834/44365/44370 and 46222/46226 should be phrased more conservatively as likely duplicates, not definite ones. The summary should also avoid presenting 43834 as the unequivocal canonical/most central node unless that is explicitly supported by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "cead45492f34440e51771b46d869754be1f039aee31d8cc9f08d6e8e80a17eec", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is thematically similar but not duplicate: it mostly contains independent \"add model support\" requests across unrelated architectures and modalities (text, vision, audio, ASR/TTS).", + "confidence": 0.97, + "canonical_issue_reason": "Issue 42738 is the broadest representative in the set ('BERT-like models with RoPE'), so it is the closest umbrella issue, though it still does not actually subsume the other model-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42738 is the best single issue to represent the cluster because it is the most general architecture-level request; however, there is no true duplicate hub here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and tasks: EuroBert config support vs DEIMv2 model addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert text-model config work is unrelated to Qwen3-TTS speech generation support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are entirely different models and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision/detection model requests, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection support and audio model support are different underlying changes." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support is unrelated to adding a sparse transformer architecture." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model domains and integration paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision-detection support is not the same as Qwen3-TTS speech support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT is a text model request; Qwen3-ASR is a speech recognition request." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and sparse-transformer support are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different modalities and code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection support and NeoBERT text-model support are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like model families, not one concrete duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR speech recognition." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and sparse-transformer support are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests, not the same underlying bug/change." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 model architecture work is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision-model support and Qwen3-TTS speech support are different code paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different modalities and model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support is unrelated to TTS model support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request, not the same as the broader BERT-like RoPE discussion." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated model families." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Both are speech-related, but TTS and ASR are different concrete model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Two different TTS models are separate support requests, not one mergeable PR/issue." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Speech model support is unrelated to sparse-transformer architecture support." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio are distinct model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and LFM2.5 Audio support are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Speech recognition and vision-language encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support do not share the same underlying change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText support target different model families." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE vision encoder support are unrelated architecture changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR and TTS are different speech tasks with separate implementations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT text-model support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR model support are different modalities." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language models; same broad area, but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 19, + "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": "a204f2de03e2a61c2162e17d477fee6b5c819aa763c04584583d00ffc9babd36", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2.", + "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": "Titles describe different problems and targets: block decoding vs. DeepSeek v3.2 support. No shared issue target or concrete bug overlap." + } + ] + }, + "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": 19, + "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": "75c7989b77ca9b2db2cac5d951bc436b1ba82fbcdd1d2af7605d38b1cb052ccf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related by theme (custom Trainer subclasses), but they describe different problems: one is about making `remove_unused_column` more customizable, the other about making FLOPs estimation work correctly for custom trainers.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the better canonical representative because it is the broader trainer-customizability request; #43600 is a narrower metrics/FLOPs-specific concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 best captures the cluster\u2019s general customization theme and is more likely to serve as the umbrella reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They are adjacent custom-Trainer issues, but not the same underlying bug or change: one targets unused-column removal behavior, the other targets FLOPs estimation logic." + } + ] + }, + "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": 19, + "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": "573a0a4afbd64bcc734adc7ec3356f620d8f89fd8689a7e34d55e40e7e26ec7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues are about Qwen model auto-class registration, but they target different model/config combinations and different AutoModel heads. They are related, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the broader and more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration. It is a better representative of the cluster topic than the more specific sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. Same general subsystem, but not the same bug or mergeable code 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": 19, + "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": "3fd48ef007abe6d8a667e01333dc11a9e1866b08ce18bd810b2ecd210dbe0f5a", + "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": "Issues 43845, 43846, and 43859 look like duplicates of the same vague 'huggingface' report; 43835 ('Fett') appears unrelated. 43845 is the best canonical issue because it is the earliest of the matching set.", + "confidence": 0.83, + "canonical_issue_reason": "43845 is the earliest issue among the three nearly identical 'huggingface' reports, so it is the cleanest canonical placeholder for that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best overall issue choice because it most plausibly represents the shared underlying report and predates the other matching issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same problem; 'Fett' does not match the 'huggingface' cluster." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared context indicating the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No sign these are the same bug; the titles are unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same minimal context, and created seconds apart; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and no distinguishing details; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical title with no other evidence of difference, so they appear to be duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 all have the same title ('huggingface ') and are plausibly duplicate reports, while 43835 ('Fett') is clearly unrelated. Choosing 43845 as the canonical issue is conservative and supported by its earliest creation time among the matching set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 19, + "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": "4f23c34a2589ea9f6f8ce2b19721a3c188fb58aae0cc25a8a836107ed27c99bd", + "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": "These issues are a spam/low-information cluster with no clear shared bug, feature request, or code path. The titles are unrelated placeholders and one generic documentation request, so none should be treated 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:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam placeholders; no evidence of the same underlying issue beyond generic similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete shared bug or change to merge." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a generic documentation request are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated 'Google LLC' title; no common problem is shown." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion and spam placeholder are not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion and spam placeholder are not the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug or feature change to unify." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and an unrelated branded-title issue do not describe the same problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated 'Google LLC' title; no shared code-path 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": 13, + "component_count": 19, + "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": "3042a44b5753c24350e549dbf15dd81d2b16faedafdb1b5f6d97f6e79d55c6f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are near-identical duplicates: same title, same theme, and no differentiating technical details in the metadata. Issue #45145 is the better canonical pick because it was created first and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the best canonical issue: it predates #45151, has the same title and apparent content, and already has an inbound reference indicating it is the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative issue for this cluster because it appears to be the original report and is as complete as #45151 from the available metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and same apparent problem statement with no evidence of different scope; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues are closed, have the exact same title, and the earlier one has an inbound reference, so choosing #45145 as the canonical issue is reasonable. The soft-edge accept is also conservative enough given the identical titles and lack of contrary metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 19, + "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": 19, + "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": "b04ad08a8bf30f77d0ca17a0e381df5b771ae293a3273a17939e0340ea7357e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError during NF4 inference, the other is a BitsAndBytesConfig skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError. They share the broad 4-bit inference area but describe different failure modes and fixes.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the better representative because it names a specific configuration regression and a concrete failing path; it is more actionable than the Gemma4-specific TypeError report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the strongest issue to keep as the cluster representative since it clearly states the underlying mechanism and is easier to route to the relevant BitsAndBytes code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad 4-bit inference space, but different bugs: torch.finfo on uint8 weights in audio modules vs skip_modules clearing the lm_head exclusion. They are not the same underlying defect." + } + ] + }, + "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": 19, + "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": "43b3b6ffc8f1fb98510326d7e8ff17a90864bc456af6345be86e6678385289bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they have different titles, no body text, and no shared technical context\u2014just distinct name/date strings. There is no basis for a canonical issue here.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clear canonical duplicate target; both are empty, unrelated, and provide no bug report content.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is suitable as a global best issue because neither describes a real technical problem or actionable change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the issues appear unrelated and only share a vague soft-similarity signal. Their titles reference different people and dates, with no shared bug, component, or reproduction details." + } + ] + }, + "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": 19, + "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": "06094b88504c23eeeb6e9d8b886c9aff443149f5cd0354ac2f93a511ed9b5e4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only person-name/date titles and no body or references; they do not appear to describe the same underlying problem, so the soft match should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue has any substantive description, links, or discussion to distinguish it as a canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a better canonical candidate than the other; both are effectively empty and unrelated on the available evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and dates, with no shared bug report, code context, or explicit linkage; this looks unrelated rather than duplicate." + } + ] + }, + "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": 19, + "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": "2b8d33906960023e457233a531832dc71ec71fb6ece83f72cbfe967265359ebd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests adding a Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support. There is no strong evidence they describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the requests target different features/subsystems and do not overlap in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests with distinct goals: model-classification head support vs FP8 training support. No shared code path or concrete change overlap is evident." + } + ] + }, + "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": 19, + "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": "05fc80b484848ef0882e7e3a1a98b32f5fb7272d1296aa192669c00579546fe4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster still looks like two likely duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset listing (45869). The metadata supports duplication by identical titles and matching body lengths, but not full certainty about body contents, so the pairwise verdicts should stay cautious.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into two separate likely-duplicate pairs plus an unrelated issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue across the cluster; the items do not represent one shared underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types and intent: a dataset listing versus an example/use-case issue, so not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869 vs 45870: broad financial-data context only, but different request type and scope." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Strong duplicate signal: identical title and matching body length, with close timing, so these likely describe the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Only broad topical overlap; the titles suggest different requests, so this does not look like the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Broad topical similarity only; the request described by the title is different, so not a duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Shared financial/time-series context, but the titles point to different concrete requests." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Topic overlap only; insufficient evidence that these are the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Strong duplicate signal: identical title and matching body length, so these likely refer to the same issue filed twice." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster split is plausible, but the writeup overstates the evidence. The packet only gives identical titles and matching body lengths for 45870/45871 and 45872/45873, not body contents, so calling them \"exact duplicates\" is stronger than the metadata supports. Likewise, the soft pairs are all marked deterministic_accept=false, so the verdicts should stay conservative rather than assert certainty. The unrelated 45869 vs. the example-style issues is grounded, but the duplicate conclusions are not sufficiently proven from the packet alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "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-39895-16", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46344", + "pull_request:46367" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46344", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46367", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46367", + "pull_request:44827|pull_request:46048", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7a5a81d58e09e7f298646dbade9098fbfded8a219a363a42701f9f2d9a8c3f27", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42942, + "estimated_input_tokens": 10736, + "estimated_eval_tokens": 21728 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42942, + "estimated_input_tokens": 10736, + "estimated_eval_tokens": 21728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only true duplicate-looking pair is the two `fixed_cross_entropy` changes, which target the same function and same issue.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR because it is explicitly tied to issue 43240 and makes the targeted `fixed_cross_entropy` fix in a small, focused way; `43254` is effectively the same change.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest representative of the real duplicate pair: same file, same function, same added kwargs (`weight`, `label_smoothing`), and explicit issue linkage. The other PRs are different features/fixes in unrelated code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features in different areas: VideoPrism model addition vs Executorch dynamic-shape export test. Same broad repo, not the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods vs Executorch export testing; no shared code path or fix target." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions and MobileLLM model implementation are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM; different subsystems and problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs handling is not the same as Mistral4 test/model changes; only superficial \u201cfix\u201d similarity." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests and Mistral4 fixes address different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch test coverage vs new model implementation; not the same bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code and config-resolution ordering fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-collection refactor; different functionality." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill docs are entirely different; no shared fix target." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor and Mistral4 test fixes do not describe the same underlying problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46344", + "accept": false, + "reason": "Mistral4 model/test fixes vs VitPose `flip_back` graph-break fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work and CLIP-family `layrnorm` renaming are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and serve chat parsing updates are unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46367", + "accept": false, + "reason": "Mistral4 fixes and DeepGEMM/XPU enablement are different subsystems and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 changes and the new-model skill are unrelated; no overlap beyond generic model-related content." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model-creation skill are different artifacts, not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and config-resolution ordering fix are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46367", + "accept": false, + "reason": "TDT loss kernel integration and DeepGEMM availability/XPU enablement are different kernel/integration changes, not one fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT loss kernel addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same `cross_entropy` kwargs (`weight`, `label_smoothing`) for `fixed_cross_entropy`; they are alternate implementations of the same fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted pair (`pull_request:43251` / `pull_request:43254`) is supported by the packet: same file, same function, same kwargs fix, and shared issue target 43240. The other soft-edge rejections are appropriately cautious and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "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-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "daa429dc00a03c0e3982b3f91a08172ba6746f0349e375eecedb02c30d470c60", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three separate model-addition PRs are present: a base VibeVoice implementation, a VibeVoice Realtime extension, and Parakeet-RNNT. The VibeVoice PRs share some auto-registry/docs files, but they target different features and code paths; Parakeet-RNNT is a different model family entirely.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice base-model implementation with the broadest model, auto-mapping, and docs coverage, making it the best representative of the VibeVoice work.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the most canonical single change in the set: it introduces the core VibeVoice model rather than a variant or another model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related by model family, but not the same underlying change: #40546 adds base VibeVoice, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation/feature-extraction work. They are adjacent features, not one mergeable fix/change." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different feature sets: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registry edits are too broad to indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "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": "a140d1e5bbe5e708341878513928530c4dbc573c202034546401d2b65c85cb46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs modify different models, code paths, and user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduplication purposes; neither PR subsumes the other because they target unrelated functionality.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model areas and different concrete changes: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same bug or implement the same feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "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": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "05e7f1a18926fd40e058440582d705f8a0b8d9a3b302d55247d9a32245699a18", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different models, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6. They share onboarding boilerplate and auto-registration files, but the actual model codepaths and model-specific files are distinct.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the PRs implement different models and cannot be merged as one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "If one representative is needed, PR 45630 is the broadest/latest and has the most review activity, but it still represents a distinct Kimi2-6 addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared registration/docs files are boilerplate, not the same concrete change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar integration surfaces, but they are separate model implementations and not one fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 32, + "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": "c2cc71d6e650cdb9c1a6ff7eedf0afd21240ef5522a91659273f3325319190df", + "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": "Both PRs update GitHub Actions dependencies across workflow files, but they target different upgrade goals and change different action sets, so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more specific representative: it is clearly scoped to Node 24 compatibility and updates the workflow actions needed for that compatibility sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better cluster anchor because its purpose is concrete and narrowly defined, whereas PR 42976 is a broader general-version bump with less specific intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They overlap on workflow maintenance, but 42975 is a Node 24 compatibility sweep while 42976 is a general action-version update focused on different actions; they are not the same underlying change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "39c36d2397564654c69aaf5a019afce29a82fc5aa5b4cccf57a9fdda5c5fd943", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated model-addition PRs: ViT NEPA, Molmo, Molmo2, and CTSM. They share boilerplate areas like docs and auto-mapping registration, but they implement different models and code paths, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and domains: ViT NEPA vision model vs Molmo multimodal model. Shared docs/auto-registration files are generic boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are separate model integrations with different architectures and files; overlap is only in shared transformers registration/docs." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA is a vision model addition, while CTSM is a time-series model addition with different implementation paths. Not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model integrations with different modules, tests, and auto mappings; they are not one mergeable fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different model families and code paths. Shared framework files do not indicate a duplicate PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions. They touch some of the same registration machinery, but not the same concrete feature or 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": 8, + "component_count": 32, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46378" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46378", + "pull_request:44815|pull_request:46378" + ], + "prepared_review_unit_hash": "cbdc62ff27b881dc5f93ae1335a4311532c942ed36217af231b0cd0e63e6de2c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 9344, + "estimated_input_tokens": 2336, + "estimated_eval_tokens": 4928 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 9344, + "estimated_input_tokens": 2336, + "estimated_eval_tokens": 4928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is mostly not a true duplicate cluster: two PRs are unrelated test edits, and the other two are separate loader/quantization fixes that only overlap loosely in core loading code.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46378 is the most focused, concrete fix in the shared loading path (MergeModulelist shard_index detection) and is the strongest representative of the substantive bug-fix work here.", + "best_issue_reason": null, + "best_pr_reason": "PR 46378 is the best overall candidate because it targets a specific code-path bug in state-dict loading with a minimal, clear change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes vs CLIP/ViT test edits; these are unrelated model test PRs, not the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test work is unrelated to FP8 dequant/loading logic in core_model_loading and finegrained_fp8." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The test-only CLIP/ViT PR does not fix the same concrete code-path problem as the dequant/loader PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46378", + "accept": false, + "reason": "Unrelated test assertions in vision model tests vs a state-dict loading fix in core_model_loading." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46378", + "accept": false, + "reason": "Both touch loading/dequant code, but they fix different concrete issues: 44815 adds FP8-related loader/padding changes, while 46378 changes MergeModulelist shard_index handling in TP/EP loading. Same file is not enough to call 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": 9, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "f6f42abac830a2ccf6a50d8427a70d53d67cf6406a48e3547e40a154d2815d55", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated test/dummy PRs that only overlap on broad test/CI areas; only the 45932\u219446100 pair looks superficially similar, but their concrete changes are still different enough to keep separate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. If a representative PR must be chosen, 46114 is the broadest test-migration/CI change and best summarizes the cluster\u2019s noisy infrastructure-style edits, though it is not a true duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46114 is the most central representative of the cluster because it spans CI, auto/modeling, and test files, matching the cluster\u2019s overall test-harness churn better than the narrower PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are dummy \"do not merge\" PRs, but they change different code paths: 43488 is setup/version/dependency and ViT test churn, while 46114 is CI/migration plumbing plus several tests. Not the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared broad test/CI theme only. 43488 focuses on packaging/version and a ViT test file, while 43532 rewires workflows and touches multiple unrelated model/test files." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch CI and tests, but the concrete edits differ: 43532 changes self-comment/scheduled/slack workflows and a few model files, whereas 46114 is a forked migration/test PR with different CI and test modifications." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Despite the shared ViT test filename, 45932 is a broad CI/model/config change and 46100 only injects failing assertions in the ViT test. They are not the same bug or change and would not be merged as one PR." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both mention tests and share a ViT test file, but 46100 is just targeted failing assertions while 46114 is a broader CI/auto/model/test migration. Different underlying changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 32, + "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": "a76aef08bbfda01c866ca62c0c33ead3873c30c1bbe8aec46b109fc42a427502", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct pull requests: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline. They share documentation and plumbing, but target different models, filenames, and concrete pipeline implementations, so they should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. If a single representative PR is needed, 43613 is slightly broader and more feature-complete, but it is not a duplicate of 43612.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the stronger representative of the cluster theme because it covers a broader promptable segmentation stack and more supporting model/test updates, but it is still a separate feature from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: concept segmentation vs visual segmentation. The overlap is mostly shared docs/pipeline scaffolding, while the actual code paths, model integrations, and tests differ, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "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-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "dab000bc61f9baf860f91fd934af78a6ed7f9c7f0c2f64c6f67a69266493385c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4654, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4654, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one changes CI/workflow logic for failure reporting, while the other appears to be an unrelated test/CircleCI manipulation. They touch only a broad shared area (tests/ViT) without fixing the same concrete problem.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43649 is the better canonical PR because it has a clearer, substantive workflow-focused change set and a meaningful title tied to failure reporting.", + "best_issue_reason": null, + "best_pr_reason": "PR 43649 is the best PR candidate overall: it is more coherent, more likely to represent the actual change being tracked, and less like incidental test churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "These are different changes: 43649 edits self-comment/scheduled CI and test infrastructure for failure reporting, while 46301 tweaks CircleCI test selection and injects failing test cases. Shared files alone do not indicate 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": "pull_request", + "component_index": 12, + "component_count": 32, + "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": "39e718bd519fb81d5e3616d96867cc1d1d0a226c5e45ff2ffb33aabec4ec8126", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `trainer.py` and both add overridable helper methods for custom trainers, but they solve different problems: gradient-accumulation loss scaling vs. dataloader column filtering. They are related only by file and theme, not by the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the cleaner canonical representative because it introduces a concrete behavior change in `training_step` with a narrowly scoped helper for gradient accumulation loss scaling.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative for this cluster because its change is self-contained and specific; #43663 addresses a separate signature-introspection/column-filtering extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: these are different code-path changes in `trainer.py`. #43651 changes loss scaling during training, while #43663 changes signature-column filtering for dataset inputs. They are not the same underlying bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "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": "99474413f16db9623a2f5265c76257964205213201647eb1d2fc6a0ef54ede48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3661, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3661, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in transformers/cli/serve.py both address import-time typing/NameError issues around TypeAdapter in the CLI server code. They are closely related enough to cluster, with one narrower fix and one broader typing cleanup.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner canonical PR: it directly and narrowly fixes the TypeAdapter NameError when pydantic is absent, with a small targeted change in serve.py. PR 43656 looks broader and includes additional typing/future-annotations cleanup beyond the core bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it most explicitly matches the underlying runtime failure mode and is the most focused fix for the CLI serve NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same concrete code path in src/transformers/cli/serve.py and appear to fix the same class of import-time TypeAdapter NameError by changing annotation/import behavior. They look mergeable into one fix, though 43656 is broader." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded: both PRs touch src/transformers/cli/serve.py and both titles/diff previews point to TypeAdapter-related NameError fixes in the CLI server path. The soft-edge acceptance is conservative enough because 43656 is broader but still plausibly in the same bug-fix family, and the canonical choice of 43842 as the narrower fix is supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "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:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "33bac0f58da4a789e794d189e7c2fdc02aada0e503a3faa5c5778d9c5a22a256", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad, model-by-model refactor series to migrate output handling to the new capture_outputs/can_return_tuple tracing style, mostly under tracking issue #43979. The only clear duplicate PRs are the GPT-J variants and the GPT-Neo pair; the rest are related refactors for different models, not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": "Shared umbrella issue #43979 is the tracking ticket for the standardized output-tracing migration; no standalone issue artifact is present in the provided items.", + "canonical_pr_reason": "PR 44007 is the best representative canonical PR: it has an explicit #43979 link, a clear refactor-focused title, and a broader multi-model decorator-based output-tracing change than most of the others.", + "best_issue_reason": "#43979 is the natural global issue anchor for this refactor series; all of these PRs point back to that same migration effort.", + "best_pr_reason": "PR 44007 is the strongest single representative of the cluster because it is explicit, well-scoped, and central to the standardized output-tracing rollout.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; only the output-tracing style is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same code path; 44066 just bundles an extra CodeGen copy." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model stacks and concrete forward paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; not the same concrete bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Unrelated models and forward paths; shared issue target is not enough." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations; only the refactor theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths and model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are different models; not mergeable as one concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same file; these look like duplicate variants of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet is unrelated to GPT-J/CodeGen; same refactor style only." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J are different model implementations and fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different concrete code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT are separate model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are different concrete implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not fix the same concrete code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5 are different model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet-style output tracing vs Segformer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT are different model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet/ResNet-family output tracing vs LongT5 are different concrete fixes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT are different concrete implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different models; not the same concrete fix." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated concrete code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa are separate model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; the diffs target the same underlying migration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing change in the same file; one is a narrower variant of the other." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus ResNet/RegNet/RT-DETR are different concrete implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about similarity: it treats most cross-model PRs as related refactors rather than the same concrete fix, and the accepted soft pairs are the ones with the strongest file-level overlap (GPT-J/CodeGen and GPT-Neo variants). No soft-edge verdict looks overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "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": "12e2a698c5cd191d7d3388ae71b07af3efc949d70493c8a2b4fbc2c7b88ea2cd", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are thematically similar standardized-output/capture_outputs refactors, but they are model-specific changes in different code paths, so they should not be treated as duplicates. The cluster is best represented by the PR with an explicit tracking issue and the clearest rationale.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest anchor for the cluster: it has an explicit linked issue, a clear output-tracing refactor scope, and is the most directly described as part of the standardized capture work.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best representative PR because it is the only one tied to a specific issue and it clearly documents the standardized output capture change for one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output/capture_outputs refactors, but they target different models (FocalNet vs ImageGPT) and different forward paths. Related theme, not the same underlying PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch different models (VisualBert vs TextNet) and implement the same refactor pattern in separate code paths. Too broad to merge as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct model implementations; the PRs share a refactor style but not the same concrete bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different model files and different execution paths, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths. The overlap is only the generic migration to standardized output collection." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors. Sharing the capture_outputs migration pattern 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": 16, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "9934d63eec11a8442d8c763b489f244ade7a0ba7d501687d412a2f50184a0972", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are model-specific output-tracing refactors with similar implementation patterns, but they target different code paths and are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR updates a different model implementation, so these are related refactors rather than duplicate changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the closest representative because it applies the refactor across two related Mamba-family modules, but it still does not subsume the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different code paths in timm_backbone vs vision-text dual encoder." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems: timm_backbone vs Mamba/FalconMamba." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model and output behavior; not a mergeable duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same tracing refactor pattern, but different models and files." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; only the refactor style matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model code paths, so not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs speech-encoder-decoder: distinct implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated models." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; not the same bug or feature." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and distinct forward implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different targets; only broad output-tracing refactor similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are separate model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models; not the same concrete code-path change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; no duplicate evidence." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation wrapper vs RWKV language model are unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; same tooling pattern only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba refactor is unrelated to CodeGen's code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations and forward signatures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems; no shared concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and vision-encoder-decoder are different model wrappers." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder family and different model code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything vs SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth estimation refactor and DPR refactor are separate changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-encoder-decoder wrapper vs DPR bi-encoder: distinct code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are wrappers, but they target different encoder-decoder implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations and output contracts." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder vs DPR is not the same change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint vision model vs DPR retrieval model are distinct." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families with no shared concrete 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": 17, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "4c948349b65e5d310c3f0b482a14873df0b8f29fdf1e7cc3b32b0bc9fdfd2333", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both model-addition/integration changes, but for different models and different code paths: PenguinVL vs Voxtral TTS. They share only generic transformer wiring files, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are just framework integration points, not evidence of the same underlying feature.", + "best_issue_reason": null, + "best_pr_reason": "If a representative were needed, PR 45401 is slightly more self-contained because it has an explicit issue target and a narrower model scope, but it is still unrelated to PR 44662 and should not be treated as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and functionality: PenguinVL implementation versus Voxtral TTS support. The overlap is only in shared auto-registration/docs files, not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "a890a9a5caa899fc3c0d7f164a33e9b8787107f9265b334dfbb974adc0ba945a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is centered on the n-to-1 KernelConfig/kernel-fusion feature. PRs 45363, 45666, and 46339 look like successive iterations of the same change; 44979 is a separate module-fusion API effort.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 looks like the best canonical PR: it targets the same n-to-1 KernelConfig fusion path as 45363/45666, but is the latest and most refined iteration (\"extended & simplified\") touching the core loading/integration files needed for the feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the strongest representative of the cluster because it appears to subsume the same KernelConfig-based fusion work while adding simplification and broader implementation coverage, making it the best single PR to track.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but not the same underlying change: 44979 introduces a general Module Fusion API, while 45363 is specifically about n-to-1 kernel fusion via KernelConfig and different integration code paths." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Same concrete feature family and same KernelConfig-based n-to-1 fusion path; 46339 reads like a later extended/simplified iteration of the 45363 work and could plausibly be merged as one PR." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These appear to be the same underlying kernel-fusion feature work: both target n-to-1 KernelConfig fusion, share core files, and 46339 looks like a refined successor rather than a separate change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44979 is a separate Module Fusion API effort, while 45363/45666/46339 all center on KernelConfig-based n-to-1 kernel fusion and share overlapping implementation files. The soft-edge decisions are conservative enough, with no pair overstated beyond what the titles and file overlap support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "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": "366f11aa62da49358430eba45e2e78a86ba51f95cbffece5e26668665bc608ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same code path, targeting the same issue and nearly identical code change; 45317 is the more complete version because it includes tests.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger representative because it implements the same fix as 45086 and also adds test coverage, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best single PR for the cluster: same underlying bug fix as 45086, but with added tests and slightly more context/discussion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target issue, and nearly identical patch; 45317 just adds tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "2f9d914049f4b7cbcb63b08f91a825ebc5239f9dc85185261cd61fad11bac3b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH internals, but they are not the same change: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split introducing NemotronHDense/NemotronHSparse plus docs and tests.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more representative standalone change for NemotronH work: it implements the larger architecture reorganization and associated documentation/test updates, whereas PR 45115 is a narrower refactor centered on conversion mapping and model inheritance.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the better global anchor because it covers the full concrete code-path change visible in the cluster and is more likely to subsume the narrower NemotronH refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files and subsystem are not enough here. 45115 is mainly about checkpoint conversion/mapping and GraniteMoeHybrid-style renaming, while 45569 restructures NemotronH into dense/sparse variants with docs/tests. They do not look like the same underlying fix and would not plausibly be merged into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 32, + "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": "80efc5a3e56897f8513c2d3f79028a0783e61c2c82a3fb49be78ffa3b0519605", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer config plumbing, while the other builds on that to add heterogeneous modeling/cache behavior. They look like sequential, complementary pieces of the same feature rather than the same mergeable change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better representative because it covers the broader end-to-end heterogeneous model support, including cache/modeling changes beyond config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest standalone representative of the cluster since it includes the core runtime behavior changes, not just config serialization and parsing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Different scope and code paths: #45333 introduces heterogeneous config support, while #45332 consumes that support to change cache/modeling behavior. They are complementary pieces of one feature, not the same PR-worthy 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": 22, + "component_count": 32, + "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": "34783cee2010e09baf830079e83a4b80c34cc7c9c16c088473028ed90ecf4421", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about typing, but they are not the same change: PR 45415 is a broad type-checking sweep across many Transformer modules, while PR 45425 adds targeted typing helpers and annotations around modeling_utils/PEFT integration.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better representative because it is a focused, self-contained typing change with a clear code-path purpose, whereas PR 45415 is a broad repo-wide type-checking pass with many incidental edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the strongest standalone PR in this cluster for duplicate triage: it has a narrower scope, clearer implementation intent, and is easier to map to a single underlying change than the large type-checking sweep in PR 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: the overlap is only at the level of typing infrastructure and a few shared files; PR 45415 is a wide type-checking pass, while PR 45425 specifically adds typing protocols/helpers for modeling_utils and related integrations." + } + ] + }, + "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": 32, + "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": "fdf892c01ea7facef117e7386e31e9d2c16573850c9afc95ca9efab982322ab2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items address cached forward behavior for seq_len > 1, but they target different model families and different code paths: PR 45513 fixes multi-token cached continuation in Qwen3.5/OLMo hybrid linear attention, while PR 46084 fixes use_cache behavior in Mamba2 CUDA kernels. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45513 is the better canonical PR because it is broader and more representative of the cluster theme, touching multiple model implementations and explicitly fixing multi-token cached forward behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 45513 is the strongest standalone representative: it has the broader scope, clearer title, and wider test coverage across several affected model files, whereas PR 46084 is a narrower Mamba2-specific fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both are cache-related fixes for seq_len > 1, but they concern different architectures and different execution paths (linear attention cache handling vs Mamba2 CUDA kernels). They do not look like the same underlying bug or a mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "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": "959b82704bdeafbaede9f0a791dec793fd76f735aea0ab0a33785228d8edc88f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch expert-parallel loading, but they fix different concrete failure modes: one addresses EP + DeepSpeed ZeRO-3 serialization/loading via accelerate launch, while the other fixes EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. They share a subsystem and one file, but not the same underlying bug or mergeable change set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more substantial and specific bug fix: it targets the expert parameter overwrite path in distributed loading, with coordinated changes across loading, MoE, tensor-parallel, and trainer code.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative of a concrete EP loading defect because it fixes a clearly described runtime corruption issue, rather than a narrower serialization/launch compatibility tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and code paths: #45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization of distributed_config and has_ep detection, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Shared EP context is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 32, + "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": "092746bcfa4ad75a0afb8b1f476443c020cab640bfa16a1f8d92e6ced7eb92b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info collision problem in testing logs; PR 45645 appears to be the broader, more complete fix and can subsume 45639.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical representative because it fixes the xdist collision in the main code path and also updates CI log collection to handle the new per-worker files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest standalone change: it contains the core testing_utils fix from 45639 plus the workflow changes needed to preserve and aggregate the debug artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying captured_info/xdist collision bug and the narrower fix in 45639 is plausibly part of the broader end-to-end fix in 45645." + } + ] + }, + "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": 32, + "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": "14e34ec4b9f86bba3f7d7eb837e62926dd16c64fb8a0203acf3b459f14e3c1de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs: one is a small AutoModel registry tweak for speech/multimodal model classes, while the other adds attention-implementation dispatch and related conversion/docs/test work for RecurrentGemma.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the stronger standalone change: it fixes a concrete model implementation path for RecurrentGemma and includes code, conversion mapping, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the best representative of the cluster because it is the more substantial, self-contained feature/fix. PR #45670 is only a narrow registry adjustment and does not overlap with RecurrentGemma.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different models and code paths: AutoModel registry entries for GLM ASR/Dia versus RecurrentGemma attention dispatch and conversion logic. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 32, + "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": "80f66c1b02bc653febae903ac2aa5ec21386dce4489d6e16e0dff95be92a6a6b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter/modeling PRs: 45720 updates multiple model forwards for TRF003, while 46259 adds a separate TRF018 rule for do_* preprocessing flags in image/video processors. They share some touched files by subsystem, but not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "46259 is the clearer standalone representative: it introduces a new documented rule and applies matching fixes across the affected processors.", + "best_issue_reason": null, + "best_pr_reason": "46259 is the stronger self-contained PR to keep if one representative is needed, because its scope is explicit and internally consistent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different rule targets and code paths: one addresses return_dict/can_return_tuple behavior in model forwards, the other enforces consumption of do_* flags in image/video preprocessors. Shared framework files are not enough to make these 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": 28, + "component_count": 32, + "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": 29, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "4e1e0eb97f1e29b15900f2b7786220bb5bff90a312b5b34c618d5b652e086619", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs for adding SDPA dispatch support, but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: each change is model-specific (CTRL, T5, or wav2vec2/SeamlessM4T variants) and would not be merged into one concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the broadest and most representative of the shared SDPA-dispatch theme, covering multiple audio/seq2seq models and including corresponding tests, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA support, but for different models (CTRL vs T5) with separate modeling files and implementation paths; they are related, not the same underlying change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL dispatch support and wav2vec2/SeamlessM4T dispatch support affect different code paths and model families, so they cannot be treated as one PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is a distinct model-specific implementation from the audio/seq2seq models in 46196; shared theme is not enough for duplication." + } + ] + }, + "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": 32, + "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": "8210f80d3ed4719adfa8d5ecade01249467b072f6bf5fbdef18468b57042b030", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs share distributed-module filenames, but they target different scopes: one is a focused EP/Trainer integration, the other is a broad distributed branch base with many unrelated distributed and CI changes. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella change and a better cluster anchor; the overlap with #46126 is mostly from shared distributed files rather than the same concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best representative of the cluster because it spans the wider distributed foundation work; #46126 is a narrower feature PR built on top of that area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here. #46126 is specifically about EP + Trainer integration and RouterParallel behavior, while #46269 is a large distributed branch base touching FSDP, CI, generation, and multiple integration files. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "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": "30dd0d8cd6a698b255d2a58e4666b1080350416cb972175d3905977deee966c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is only loosely related by a shared theme of replacing file-open source inspection, but the PRs fix different code paths in different modules and are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the more self-contained representative of the cluster: it updates _can_set_attn_implementation in modeling_utils and includes a test, with a clear concrete behavioral change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest standalone PR in this cluster because it has a focused code-path fix plus test coverage, whereas PR #46152 is a separate import_utils refactor with a different purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both touch source-reading heuristics, but they modify different modules and different behaviors: one avoids open() for self-source access in import_utils, the other changes attention-implementation detection in modeling_utils. They are not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "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-46337-4", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46366", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368", + "pull_request:46362|pull_request:46366" + ], + "prepared_review_unit_hash": "72371583df6acd6ce04731525dc9c48b82f5272d56c0be50af74f1290eb0bd37", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8225, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8225, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-test maintenance PRs. Two of them only look similar because they both skip a `quant_cache` test, but they target different models and different incompatibilities, so they should not be deduplicated. The DeepSeek XPU backend change is also unrelated to the skip-only PRs.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46362 is the cleanest representative: it makes a narrowly scoped DeepSeek V4 test skip with a clear incompatibility rationale. The others are either a different model, a backend portability tweak, or a broader test-environment adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR 46362 is the best single representative of the cluster because it is the most self-contained, explicitly explained test skip. It is not a duplicate of the others, but it is the closest fit as a canonical example of the cluster's maintenance-style changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Both touch model test scaffolding, but they are for different models and different fixes: Cohere2 MoE adjusts test parameters for accelerate/offload behavior, while NemotronH skips an incompatible quant-cache test. Not the same underlying change." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Different models and different problems. 46337 changes Cohere2 MoE test configuration to avoid invalid cases; 46362 skips a DeepSeek V4 quant-cache test due to cache incompatibility." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Superficially similar because both skip `test_generate_with_quant_cache`, but they apply to different model families with different cache implementations. They are not the same concrete bug/change and would not be merged as one PR." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46366", + "accept": false, + "reason": "DeepSeek V4 quant-cache skipping is unrelated to DeepSeek V4 distributed-worker XPU support. One is a test skip for cache incompatibility; the other is backend selection/error handling for distributed execution." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/manifest.json b/snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d4b0272166d9db6f1ca28db1f4b06642a498c06f --- /dev/null +++ b/snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260603t120101z", + "artifacts": { + "hybrid": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-03T12:12:24Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260603T120101Z", + "variant": "hybrid" +} diff --git a/snapshots/20260603T120101Z/manifest.json b/snapshots/20260603T120101Z/manifest.json index bfddf715724ceaea0667adf6d97c10f2ffb5010b..07ba025960e34ea73630abebc7c64f874077114f 100644 --- a/snapshots/20260603T120101Z/manifest.json +++ b/snapshots/20260603T120101Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1170 }, "extracted_at": "2026-06-03T12:01:01Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260603t120101z", + "runs": { + "hybrid-model-20260603t120101z": { + "analysis_id": "hybrid-model-20260603t120101z", + "artifacts": { + "hybrid": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/manifest.json", + "model": null, + "published_at": "2026-06-03T12:12:24Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260603T120101Z", "watermark": {