diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 53a445016aa4ba41688626adc29e0b6741c680d5..2969b2c895f4ce5252e26095537cbaf120e26923 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": "20260516T000042Z", - "generated_at": "2026-05-16T00:05:14Z", + "snapshot_id": "20260516T060035Z", + "generated_at": "2026-05-16T06:02:30Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ed3e67b287f2d479acf0218ef432edc8fc348d31..afa055c208b530a8b601e549708277cca0d3a996 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260516T000042Z", - "generated_at": "2026-05-16T00:05:14Z", + "snapshot_id": "20260516T060035Z", + "generated_at": "2026-05-16T06:02:30Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -1899,8 +1899,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -2578,8 +2578,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -3225,8 +3225,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -3530,8 +3530,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -4148,8 +4148,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -4775,8 +4775,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -5356,8 +5356,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -5668,8 +5668,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -5989,8 +5989,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -6627,8 +6627,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -7249,8 +7249,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -8196,8 +8196,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -10024,8 +10024,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -11608,8 +11608,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-402", "nodes": [ @@ -16780,8 +16780,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-13", "nodes": [ @@ -16983,8 +16983,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -17046,8 +17046,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -17172,8 +17172,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-3", "nodes": [ @@ -17243,8 +17243,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -17306,8 +17306,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-7", "nodes": [ @@ -17430,8 +17430,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-3", "nodes": [ @@ -17508,8 +17508,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-2", "nodes": [ @@ -17571,8 +17571,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -17634,8 +17634,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -17697,8 +17697,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-3", "nodes": [ @@ -17837,8 +17837,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -18425,8 +18425,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -18529,8 +18529,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -18876,8 +18876,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-3", "nodes": [ @@ -18954,8 +18954,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -19017,8 +19017,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -19080,8 +19080,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -19143,8 +19143,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -19206,8 +19206,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -19269,8 +19269,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45487-6", "nodes": [ @@ -19371,8 +19371,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -19434,8 +19434,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -19626,8 +19626,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45975-2", "nodes": [ diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index c39b20e3d0e736124e1de6d65c956856453e84e6..ae03b8b30deada8dab39533ee1d0b10e9b1f28c1 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260516t000042z", + "analysis_id": "hybrid-model-20260516t060035z", "archived_artifacts": { - "hybrid": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260516T000042Z/analysis-runs/hybrid-model-20260516t000042z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-16T00:05:15Z", + "published_at": "2026-05-16T06:02:31Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260516T000042Z", + "snapshot_id": "20260516T060035Z", "variant": "hybrid" } diff --git a/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.json b/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..2969b2c895f4ce5252e26095537cbaf120e26923 --- /dev/null +++ b/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.json @@ -0,0 +1,2076 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260516T060035Z", + "generated_at": "2026-05-16T06:02:30Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + 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"duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "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." + } + ], + "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 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..afa055c208b530a8b601e549708277cca0d3a996 --- /dev/null +++ b/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19685 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260516T060035Z", + "generated_at": "2026-05-16T06:02:30Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + 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No pull requests are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest canonical anchor for the repeated DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds for dimension 0 with size 0\" failure and is the best match to its near-duplicate 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue to keep as canonical because it captures the most concrete, repeated bug in the cluster and cleanly represents the closest duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms: Qwen3.5 config AttributeError vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: AMD GPU runtime failure vs MPS histogram op unsupported for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failure modes: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs AMD GPU execution failure in GPT-OSS." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime failure vs AMD GPU failure; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model issues, but ModernBERT ONNX export and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export vs Qwen3 auto device-map cuda assert; unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed v5 topics (pipeline tasks vs run command)." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export vs GenerationMixin import failure; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError vs Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete errors: ZeRO-3/Bert size-0 index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete errors: ZeRO-3/Bert size-0 index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape IndexError vs GPT-OSS TP-only failure; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError vs Qwen3.5 embedding unpacking failure with TRL; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export; unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures: collective mismatch vs BertModel size-0 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT size-0 index-out-of-bounds load failure; only the model wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call vs GPT-OSS TP-only issue; different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms and scope: detokenization regression for DeepSeek-Coder vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure vs LoRA merge/save/reload mismatch; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch vs mask-shape IndexError; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight 2-D error vs collective mismatch; distinct training failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3_5Moe rotary embeddings, but CPU offload incompatibility vs uninitialized memory after to_empty(cuda) are different concrete bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 size-0 index error vs GPT-OSS TP-only issue; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing mismatch vs CustomTrainer compute_loss kwarg change; not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 size-0 index error vs GPT-OSS TP-only issue; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config missing field in vLLM vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch vs expensive reverse embedding lookup; same family but different failures." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi autocast dtype mismatch vs GPT-OSS TP-only failure; different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL vs GPT-OSS TP-only failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs MPS histogram_mps Int error; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi autocast dtype mismatch vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs Qwen-3-8B NVFP4 runtime failure; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime vs Qwen3.5 embedding unpacking; different failures." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Qwen3.5 embedding unpacking; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are Zero-3 index errors, but on different model families and load paths; not enough evidence of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Outdated docs on removed pipeline tasks vs outdated docs on removed run command; different cleanup items." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch vs MPS histogram_mps Int error; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs MPS histogram_mps Int error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Phi autocast dtype mismatch; different code paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs Trainer compute_loss signature change; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing mismatch vs GenerationMixin import failure; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs mask-shape IndexError; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error vs Bert ZeRO-3 load error; similar surface area but not clearly the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions: return_all_scores mention vs removed run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config missing field in vLLM vs Qwen3 auto device-map cuda assert; unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU GPT-OSS failure vs table-question-answering crash; unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Qwen3-vl video StopIteration; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-ID v5 regression; 45920 broadens the affected model list but points to the same tokenizer path." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corrupted vs NemotronH checkpoint loading implementation issue; different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit test load failure vs Ovis2 checkpoint corrupted; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape IndexError vs Bert ZeRO-3 size-0 index error; different error signatures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper can't run vs table-question-answering crash; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pockets are well supported by the issue titles: 43596/43638 for the ZeRO-3/BERT size-0 index error and 45812/45920 for the AutoTokenizer v5 regression. The rejected pairs are appropriately treated as distinct based on differing symptoms or scopes, and there are no PRs to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "affc09d5b1fde44ca16ec08628b0d3f70d3f30e30e357457030661e3bd868fcd", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38767, + "estimated_input_tokens": 9692, + "estimated_eval_tokens": 19640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct model- and runtime-specific issues rather than true duplicates. The only clear soft duplicate here is the remote_code/custom-module loading pair; the rest share broad themes but not the same concrete bug path.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45020 is the broadest open report and the best umbrella for the cluster\u2019s strongest shared theme: recent-version regressions in remote_code model loading. The other issues are narrower or point to different failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable representative issue overall because it is broad, open, and framed around a user-visible regression that can subsume related custom-code loading problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they involve different model families and different failure modes; not the same bug path." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a torch-version compatibility report, the other is a pydantic/config regression; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention incompatibility-ish symptoms, but one is a ZeRO-3 index error and the other is torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bugs and table-question-answering crashes are unrelated code paths and symptoms." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is not the same underlying issue as a PretrainedConfig/pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both touch Qwen3.5 chat usage, but one is a general chat crash and the other is a streaming chat/completions failure; different paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 loading and table QA crashes are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-weight bug in Mistral3 is not the same as a corrupted Ovis2 checkpoint report." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-map mismatch are different model issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 and an MPS histogram error on MoE models are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS Int histogram limitation are different runtime problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-ish symptoms, but one is torch dynamo tracing and the other is autocast mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation error do not share a concrete code path." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding-window config errors are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index errors, but on different tensors, models, and loading scenarios." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config regression from the pydantic PretrainedConfig breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are distinct." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch tracing failure and only-TP-not-working on GPT-OSS MoE are different implementation issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and pydantic field validation are different breakages." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and chat/completions streaming errors are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code loading regressions and a torch/transformers version incompatibility are too broad and different to treat as one bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window and a pydantic config regression do not share a concrete failure path." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "torch dynamo grouped_mm errors and missing Float8 storage are separate float/dtype issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask-length mismatch and the other is a zero-sized dimension during ZeRO-3 init." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but one is a relative embedding-quality complaint and the other is a broader bad-results report; too imprecise to confirm same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend detection and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5/3.6 multimodal internals, but config unwrapping and uninitialized-memory materialization are different code paths." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are unrelated model-specific reports." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 input-embedding unpacking in TRL are different failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality errors and TRL embedding unpacking are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same remote_code/custom-module resolution bug: cache/path collision leads to the wrong custom module being loaded after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-lm_head weights and translation-model tied-weight regressions are related only at a very broad level, not the same concrete issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failures and tied-weights translation issues are different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failures and flash-attn fallback gating are unrelated runtime paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft pair (issue:45632 / issue:45698) is plausibly the same remote_code/custom-module loading bug, and the other rejections are appropriately cautious rather than overbroad. The representative choice of issue:45020 as the open umbrella issue is also defensible from the titles and descriptions provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "99deff697ff1a1ab3d20c37c5f1316f24a69253a2a4b37287d26cbfa9ecfce4b", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate looks convincing: the Transformers v5 non-persistent buffer corruption regression. The other title-similar pairs appear to be different model/load-path issues and shouldn\u2019t be merged.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the broadest, most concrete report of the v5 non-persistent-buffer corruption regression; issue:44534 is the same symptom restated more generally.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the underlying bug because it names the regression directly and covers the fix surface more clearly than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different problems: DSA indexer ReLU discussion vs a v5 docs/run-command note." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Both mention quantization/tied weights, but the concrete failures are different and not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights behavior in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same issue as stale v5 docs about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/code paths: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete failures: detokenization bug vs NVFP4 runtime error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent buffer corruption regression; 44534 is a reworded symptom of 43950." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying bug: Qwen-3 NVFP4 execution error vs GraniteMoEHybrid method invocation problem." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors are not the same as a broad embedding-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different failure mode than non-persistent buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 3D position_ids/SDPA issues are different code-path bugs." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer signature mismatch vs ZeRO-3 load failure; no concrete shared root cause." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic load noise; not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer initialization, but 45902 is a specific Qwen3_5Moe rotary-embedding materialization bug, not the same regression as 43950." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/backing-storage failures with different symptoms and code paths." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue is not the same as tokenizer behavior changing across versions." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo tied-weights metadata." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but zero probabilities and worse embeddings are not clearly the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal access from 3D position_ids is different from CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError is unrelated to uninitialized rotary-embedding memory after materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral and glm-4v-9b loading failure are distinct issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA ineffectiveness is not the same as int4 quantization causing higher reserved memory." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Poor SigLIP2 embeddings and HF-vs-JAX discrepancy are related themes but not the same concrete report." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as an inability to load a specific model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss may be part of a broader class, but 45020 is too umbrella-like to treat as the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization and flash_attn import errors are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU execution failure are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load noise is not the same as a specific model failing to load." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is checkpointing/LoRA behavior and the other is MoE training memory usage." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Model loading failure and missing all_tied_weights_keys are different issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error is not the same as a GLM5 issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The one accepted soft duplicate pair (issue:43950 / issue:44534) is well supported by the titles and clearly points to the same Transformers v5 non-persistent-buffer corruption regression. The remaining pairs are appropriately rejected based on differing bug surfaces, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "335d8be8f0c5c2f691e3e1e26decf1fc959508aa0dd29081abbce0ae0be141f0", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38069, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated model-specific regressions and docs issues. Only a few soft pairs look like true duplicates: the removed-pipeline docs references, the `_is_hf_initialized` TypeError, and the repeated mask-shape IndexError.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella bug in the set: recent transformers versions breaking `remote_code` models across multiple concrete failures. It is a better anchor than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global issue candidate because it captures the widest recurring regression pattern and is the most suitable umbrella triage target among mostly narrow one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: an MPS histogram dtype limitation in MoE code vs a Gemma4 PLE forward device-mismatch bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3 MoE, but one is a loadability regression across hf4.x/hf5.x and the other is only a warning about `tie_word_embeddings`." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "`remote_code` breakage is a broad loader regression, while Gemma4 PLE device placement is a model-specific forward-path issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case for `add-new-model-like` is a different code path from remote-code model loading failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for `est-roberta` is unrelated to flash-attn fallback gating checks." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crashing in tokenizer setup is separate from flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same doc cleanup needed after v5 pipeline removals; same outdated pipeline-task references." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regressions are not the same as Kimi-K2.5 tokenizer codec-handling and warning behavior." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied `lm_head` weights in Mistral3 are unrelated to non-persistent buffer corruption in `from_pretrained()`." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A model-specific key error while loading MobileLLM-125M is different from flash-attn fallback selection logic." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x is a specific Qwen3 MoE issue, not the broader remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 indexing failure on a non-pretrained Bert model is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are distinct load failures." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper not running is too broad to merge with a specific `_torch_extract_fbank_features()` bug without clearer same-path evidence." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both center on the same `_is_hf_initialized` TypeError during model materialization/loading, just from different entry points." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and the `_is_hf_initialized` constructor error are different regressions." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load problems on Qwen variants, but they appear to be model-specific missing-weight failures rather than one concrete duplicate bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad AutoTokenizer error message for Voxtral is not the same as failing to load EMBEDDIA/est-roberta." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are separate model-specific loader bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in custom trainer loss is unrelated to the mask/tensor shape mismatch IndexError." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion with deepspeed is not the same as gradient averaging missing under GAS/model_accepts_loss_kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient checkpointing being ineffective is not the same issue as a missing `supports_gradient_checkpointing` flag on a trust_remote_code model." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN explosions from Qwen3.5 SDPA/BF16 behavior are unrelated to flash_attention.py crashing on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask-shape mismatch IndexError, with only the reported sizes/context differing." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "The `_is_hf_initialized` loading bug is unrelated to CLIPTokenizer's `model_max_length` sentinel value." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but the Voxtral error message issue and the sleng-bert load failure are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache group-type handling and NemotronH checkpoint loading are different subsystems and failures." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a broad v5.3.0 regression across several Qwen models and the other is a specific StopIteration on Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Qwen3.5 MoE rotary-embedding uninitialized-memory issues are distinct model internals." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative. The accepted pairs are plausible same-bug duplicates/docs-cleanup matches, while the rejected pairs avoid overclaiming broader similarity. The choice of issue 45020 as the umbrella issue is also supported by its broad \u2018remote_code\u2019 regression scope." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:42491|issue:43720", + "issue:45313|issue:45357", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43708|issue:44075", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "ef2ac56870a0ff8745e39c714ac80192bfb5c59702f7e9a3cc3030108184900d", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37193, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated Transformers regressions, with a few clear duplicate pairs around the same bug family. The strongest duplicate subgroup is the non-persistent buffer corruption in Transformers 5.x.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43950 is the clearest, most technical statement of the broad 5.x regression and covers the same non-persistent-buffer corruption described in nearby duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best canonical issue because it names the exact failing behavior, has broad applicability, and matches the duplicate subgroup more precisely than the shorter title variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared_kv_states bug and the other is a device_map=\"auto\" PLE device-mismatch bug; different code paths." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems entirely: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention/compile paths, but the model, trigger, and failure mode are different; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export issue for Qwen2.5-VL class vs meta-device loading regression; not the same underlying defect." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression in Transformers 5.0.0, with nearly identical symptoms and scope." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5-family features, but one is video/StopIteration and the other is TRL embedding unpacking; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation is unrelated to Qwen3Moe FP8 behavior." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/model-registration failure and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model producing bad outputs on the same checkpoint, with closely aligned symptoms." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and model contexts; no shared concrete code path." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation complaints, but they affect different model families and appear to be separate regressions." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert initialization and add-new-model-like tokenizer mapping are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel index error is a different path from the tokenizer-mapping registration bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration and mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to loading/memory behavior, but one is gpu+cpu offload dequantized loading and the other is Strix Halo mmap OOM; too different to merge." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same Transformers v5 non-persistent-buffer corruption regression, just phrased differently." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the reported problems differ: wrong probabilities vs documentation example/model-processor mismatch and quantization failures." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility on hf5.x and BitNet packed-weight loading are different bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization; distinct code paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and FineGrainedFP8Config failure are different Qwen3-family bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures for different BERT checkpoints, but the available evidence only shows a broad symptom match, not a concrete shared root cause." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf5.x compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are separate issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD argument handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The canonical issue choice is well supported by the non-persistent-buffer regression subgroup, and the accepted soft-edge pairs all look like plausible same-bug duplicates/mergeable fix targets. No obvious overstatement in the negative verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "d3e9395ca6d5a845ac94a50328fa2dd43efc974e54176c0cb319c0ce50e468cb", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated by bug or code path. The only accepted duplicates are the resize_token_embeddings reports (45276/45292/45335), which all point to the same embedding-propagation regression across related model variants.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45292 is the cleanest generic report for the resize_token_embeddings regression: it states the API-level symptom without extra model-specific detail.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest overall issue candidate because it is open, has multiple inbound references, and its title describes a broad silent regression affecting Granite token IDs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same broad area, but one is a docs/example failure and quantization issue while the other is a runtime correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and load paths; similar symptom class only." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer failures, but the titles point to different model-specific defects." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-family loading, but the concrete failures are different." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Memory-related, but the reported causes and scenarios differ." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but they describe different breakages." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and crash conditions." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but not the same underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the concrete failure modes are distinct." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: LoRA/version compatibility versus embedding resize propagation." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug, reported through related model-specific surfaces." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load issues, but they concern different mechanisms and failures." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different API breakages with no shared code-path evident." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are model-specific reports without clear shared fix." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated failures in different subsystems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and tokenizer loading failure are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptoms." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Compatibility issues, but they are about different stack layers." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems entirely." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and mechanisms." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated configuration bug versus FSDP2 state handling bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both can lead to OOM, but the underlying causes differ." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Constructor/init error versus platform-specific mmap OOM workaround." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific forward bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Quantized-loading issues, but for different formats and model families." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can cause OOM, but the causes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different classes of bugs in save/load behavior." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "A cache/state bug and a generic model issue are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: meta-device loading regression versus Strix Halo mmap OOM workaround." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression, with 45292 as the broader API-level report." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load with custom modules, but the actual failures differ." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the 45276/45292 duplicate call looks conservative. However, the best_issue_reason overstates the evidence by saying issue:45812 is 'clearly reproduced'\u2014the packet only shows metadata (open state, inbound refs, title), not the reproduction quality. Please tone that down to a packet-supported claim or remove it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991" + ], + "prepared_review_unit_hash": "d0f3842138cdd2f3be79f405fd829a1a71bf305138a745cd48aa01b7914effe0", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37972, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by broad but mostly unrelated Transformers regressions (model loading, dtype/device mismatches, docs, training edge cases). Only one pair looks like a true duplicate: the resize_token_embeddings propagation bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the resize_token_embeddings bug, while issue:45335 is the T5Gemma-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest and most general representative of the one confirmed duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN/SDPA fallback instability." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: extra_state save/load handling vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA inefficiency and the other is eval-mode incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config regressions: Qwen VL video-input path vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to Trainer resume/max_steps calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths and symptoms: flash_attention s_aux handling vs Gemma4 FSDP2 shared_kv_states rebuild." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to the active embedding/output embedding; 45335 is the T5Gemma-specific case." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization is unrelated to extra_state save/from_pretrained handling." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size issue for one model is not the same as a general load failure for another model." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading problems, but they affect different architectures and failure mechanisms (Qwen3 MoE conversion vs NemotronH checkpoint loading)." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is a different problem from meta-device loading failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device placement." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is not the same as general tokenization changes." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue does not match Gemma4 forward-device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading regression is different from notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash is unrelated to template-node compilation errors." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different obsolete pipeline/task mentions." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver non-default-resolution inference." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different regressions: Qwen VL video-input path vs generic mask/index shape mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical model outputs are not the same bug as incorrect ModelOutput key assignment." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a MoE/version regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility is unrelated to Qwen3.5 embedding unpacking with trl SFT trainer." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to non-template-node compilation." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are different loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to gguf_file loading behavior." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and tokenizer load failure for EMBEDDIA/est-roberta are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are well grounded in the packet and stay conservative. The only accepted pair, issue:45292 / issue:45335, is supported by the titles as the same resize_token_embeddings propagation bug with a model-specific manifestation. The rest of the soft-edge rejections are cautious and not overstated, and the cluster summary matches the mostly heterogeneous issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43089", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:34567|issue:40444", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "1858bbbedd047516c17442ec02fb8078a7b6734e16a81c483fb3dfe96b027f0d", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37267, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "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 across tokenizers, model loading, vision/audio preprocessing, training state, cache, and generation. The title/body signals do not support merging any soft pair as the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a reliable canonical representative: the items span unrelated regressions and subsystems rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue stands out as a cluster anchor because the set does not converge on one bug class or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated code paths." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different memory problems with different triggers." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Separate loading failures: EMBEDDIA tokenizer regression vs Mistral regex patch/backend_tokenizer crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange bug and Qwen3.5 MoE CPU-offload incompatibility are different model-specific issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Checkpoint extra_state handling and video-input regression are unrelated serialization vs multimodal-input bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are distinct initialization paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific BERT model and Mistral tokenizer regex patch failure do not share the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration failure and compiled flex_attention failure are entirely different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model and runtime post-processor updates are not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading regression and junk-filled non-persistent buffers are different v5 issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio features, but one is an unsupported center arg crash and the other is a separate fbank helper failure." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and a template compilation TypeError are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and a model loading failure are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache group-type crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are different model/tokenizer problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation failure are distinct symptoms." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset finetuning failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length contract bug are different generation issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer initialization and custom model initialization regressions are not the same underlying problem." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading regressions on different models; no shared concrete code-path is evident." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Generic gguf_file/auto-class breakage and Qwen2.5-GGUF loading failure are related by topic only, not proven duplicates." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and non-template-node compile TypeError are unrelated compiler issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 linear_attention cache crash are different MoE/cache bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload loading failure and GGUF v5 loading failure use different loading paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are unrelated model-specific regressions." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and notebook custom-model init failure are different problems." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-related load failures, but they affect different artifacts and appear to stem from different regressions." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 lm_head not tied and device-dependent serialization inconsistency are related to tied weights broadly, but not the same concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type contract are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:41553|issue:43582", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "e5590337e6b1dce4771794e143091280b210af4af60bf9b4cfa7ded89fab51cc", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "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 regressions, not one duplicate family. I only see two strong duplicate-like pairs: the Qwen3.5 save_pretrained regression and the Qwen video/temporal-position regression; the rest are too semantically distant to merge.", + "confidence": 0.71, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 44479 is the broadest concrete regression report and best representative of the Qwen video/position-id bug subset. It is still not a good umbrella for the many unrelated loading/init/backend issues in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall issue candidate because it describes a specific regression affecting multiple Qwen variants and is a plausible duplicate target for the narrower Qwen2.5-VL position-id report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate default bug and the other is a padding-mask/ batching correctness bug in MIMI; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 pipeline output quality vs OmDet processor image-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization failure is not the same underlying bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model families and different symptoms: Llava Next load segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model init regression is unrelated to the non-persistent buffer initialization bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a Mistral tokenizer regex crash; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask bug and DAC from_latents STE mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and compile-time template-node error are different failures." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet processor image sizing are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are different model-specific bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: 45357 is a later report of incorrect visual encoder keys from the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is not the same as the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different root causes: Qwen3MoE FP8 config vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication and loading physical-intelligence/fast are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "45325 is a narrower manifestation of the same Qwen video/temporal-position regression described broadly in 44479." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are unrelated loading problems." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is not the same as the Qwen2.5-VL temporal-position bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is a different issue from non-persistent buffer corruption." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3 device-mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as generic loading noise." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are different code paths." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "These are both Transformers v5 regressions, but they affect different mechanisms and are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging/backend issues, but one is missing tf in the torch extra and the other is a tensorboard-only runtime backend error; too different to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen anchor issue 44479 is a reasonable broad representative for the Qwen video/position-id subset, and the only accepted duplicate-like pair (45216/45357) is plausibly the same save_pretrained regression. The rejections mostly rest on clearly different model families or bug mechanisms, so I don\u2019t see an overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:43792|issue:44589", + "issue:43818|issue:45357", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:44462|issue:45812", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "6b5081887ac978aa05ac5a9173698c7b3d9e47d72167a66fbdfbc1726ef3d52a", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of transformer/model-loading regression reports with only superficial overlap around Transformers v5 and tokenizer/model edge cases. I did not find any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report in the set and the best single anchor among otherwise mixed, mostly unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 has the widest scope, active discussion, and reads like the most useful representative issue for the cluster, even though the cluster is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer problems: runtime post-processor sync vs add_special_tokens not inserting BOS/EOS." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model loading/runtime failure is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch >=2.9 compiled flex_attention failure is a different code path from remote_code model-loading regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and a specific tokenizer-load failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but ignoring tokenizer.json and producing wrong Granite token IDs are distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image IterableDataset failures are different scenarios and failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 degenerate training and the num_labels=1 zero-loss bug have different causes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload load failure is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length sentinel handling are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction and a missing supports_gradient_checkpointing flag are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate runtime regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage resolution." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure is unrelated to missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but MIMI padding masks and Gemma3 all-padding sliding-window NaNs are different model-path bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and Qwen2.5-VL video vision_position_ids are different issues." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A800 device-mapping assert and Mistral tokenizer regex patch crash are different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image rope scaling and the other is video vision_position_ids." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is about base_model_prefix loading and the other about custom initialization; too different to merge safely." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing tensorflow in torch extra and a PaddleOCR-VL/vLLM load failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying failure and device-dependent serialization inconsistency are related only at a broad topic level, not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index error are unrelated model-specific 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": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43262|issue:43746", + "issue:44568|issue:45920", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43526|issue:43883", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "694a6f61a214f066d28787eb7af6bdd617f1b86cf0e7d48f7e5d8ec531831e82", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35603, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated model-specific bug reports, and the soft similarity links are too coarse to merge any of them. I\u2019d keep the tokenizer-regression issues as the closest thematic subgroup, but still not as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here: it describes a generic tokenizer regression across versions and is open, making it the best cluster anchor if one is required.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most actionable representative of the tokenizer-regression subset because it is open, names multiple affected models, and states the failure mode clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: Whisper runtime failure vs meta-device loading errors on other models; no shared code path." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3MoE vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a PaddleOCR-VL/vLLM load problem; the other is a broad torch/transformers version incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes and affected paths are different: int4 reserved-memory regression vs Sam3Video inference memory use." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and subsystems: video-input regression in Qwen VL variants vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model loading failures for different checkpoints; no sign of the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are different code paths with different symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS bug while the other is a broader wrong-token-ids issue across many models." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from tokenizer changes/regressions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs torch.export/torch_compilable_check failure are not the same underlying issue." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings is unrelated to Qwen3 auto-device-map CUDA asserts." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve audio models, but one is offload device mismatch and the other is DAC latent/STE mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but they affect different models and likely different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying bug in AyaVision is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batch inconsistency in MIMI and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offload/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader quantization offloading complaint." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example issues and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are separate config-loading bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying and bfloat16 dtype mismatches are different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask discrepancy is unrelated to Perceiver non-default-resolution positional interpolation." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug and Molmo missing all_tied_weights_keys are different issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing not taking effect with PEFT LoRA." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:42617|issue:42915", + "issue:43404|issue:45357", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:45632|issue:45684", + "issue:44423|issue:45406", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "7dde2dea9dab4da0c95b0fc3caf13477864ac3fb3a357f5e112b74f8d1d59e90", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37656, + "estimated_input_tokens": 9414, + "estimated_eval_tokens": 19084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs across loading, tokenization, multimodal processing, quantization, and trainer behavior. No soft pair looks like the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has the highest discussion/inbound reference signal and describes a concrete, user-facing loading/offloading regression that could plausibly attract related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best issue to use as the cluster representative because it is well-scoped, high-traffic, and clearly about a core broken code path rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is lm_head weight tying/serialization, the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: model loading for glm-4v-9b versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is non-persistent buffers being filled with junk; different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model and failure mode: AyaVision lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are crashes, but on different models and causes: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "A model load failure and a strict-config compatibility issue are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-mapping cuda assert on Qwen3 is distinct from a flash-attention generation regression in Qwen3.5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: Gemma3n variable collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Completely different problems: a script execution failure versus Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is tied lm_head weights in Mistral3, the other is incorrect visual encoder key serialization in Qwen3.5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a tokenizer-behavior change across versions." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash in NER/padding is unrelated to dtype mismatches during bfloat16 inference." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different multimodal serve crashes: continuous batching with Qwen3.5 versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype loading for BLIP2, the other is resuming training and recomputing max_steps." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and a T5 Apex RMSNorm memory leak are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantized offloading behavior and a Strix Halo mmap OOM workaround are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are distinct." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile with SDPA and BitNet packed-weight unpacking are different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "A trainer API signature regression is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug does not match a version-dependent tokenization change." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but one is a processor/model size mismatch and the other is a non-default resolution failure in Perceiver." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes and OmDet-Turbo image sizing issues affect different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 embedding unpacking with TRL are separate problems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to Bark-small CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and 3d_parallel.py startup failure are not the same underlying issue." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload behavior are different config bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to dequantized model loading with device_map=auto and CPU offload." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as a general tokenization change across versions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:43421|issue:45701", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "ab10fa1d657db851c495e36a45f8aeb7726bb7c1640ea9f0246e6296f70dab87", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports across different models and subsystems. Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor batched padding=False crash reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the earlier report of the only clear duplicate pair and states the same batched padding=False crash clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative of the cluster\u2019s only real duplicate case and appears to be the earliest, cleaner report of that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different models and failure modes: Mistral regex patching vs Granite tokenizer ID regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different configs and bugs: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx missing." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 multimodal codepaths: video input processing error vs from_pretrained weight_only loading error." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor refresh and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and symptoms: LayoutLMv2 batching/NER crash vs MLuke AttributeError on tasks." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure classes: Qwen3Moe FP8 config failure vs Llava Next segfault on load." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label-dropping bug is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and models: serve-time Gemma4Processor attribute error vs Qwen3.5 streaming API failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "General tokenization version changes are too broad; not the same concrete bug as post-processor refresh." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different loading/offload problems in different models: CPU offload device mismatch vs packed weights unpacking." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation map processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs/wording issues, but they are about different documentation topics and not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA issue vs tokenizer special-token registration." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same title, same batched padding=False crash; these are clearly duplicate reports of the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is not the same as the generic single-label zero-loss behavior across sequence-classification models." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload mismatch and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen/configuration, but one is a sliding_window bug and the other is from_config text_config unwrapping." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling and Qwen3 device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Training token-count tracking and progressive generation caching are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load loss of custom token IDs are distinct tokenizer/config issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL loading with weight_only=True and Qwen2.5-VL video position IDs are different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and likely different root causes; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports one clear duplicate pair, issue:44514 and issue:44545, and the canonical choice of the earlier report is reasonable. The remaining soft-edge rejections are conservatively phrased as different models, components, or bug classes, without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:43421|issue:43653", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:42915|issue:43746", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:30064|issue:36010", + "issue:43618|issue:43697", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "fce444d8daf69ff3b5d28c9d2bf79c5e895cc735e6b610540967f22c19e39f48", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37340, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, vision, multimodal, training, and loading/offline bugs. None of the soft pairs look like the same concrete fix target, so I rejected all merges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43421 is the closest thing to a hub here because it sits in the densest tokenizer-special-token subtheme, but the cluster is too mixed to treat it as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43421 is the best representative of the most coherent subcluster (runtime tokenizer/post-processor behavior), but it should not be used as a global stand-in for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different problems: optional post_init on patchtsmixer vs missing num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: loading physical-intelligence/fast vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5, but one is composite config unwrapping and the other is CPU-offload rotary embedding behavior; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the Float8 storage load error." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-collision constructor bug is not the same as ScandiBERT loading regression." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing supports_gradient_checkpointing are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor size mismatch are separate vision issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer/special-token related, but one is post-processor refresh on runtime edits and the other is BigBird mask-token registration/empty decode; not the same concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL SFT is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to the missing gradient_checkpointing flag." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux=None crash is not the same as Qwen 3.5 multimodal config unwrapping." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline/tokenizer loading, but one is cache loading with HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor update bug is not the same as LayoutLMv2Tokenizer crashing on NER/padding/truncation." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm memory leak and Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility are different defects." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a tokenizer crash and the other is a Kimi-K2.5 codec/regression/warning issue; not the same fix target." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/doc issues are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint PEFT loading and quantized offloading are different loading problems." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset with multiple images per prompt is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to GraniteSpeech local-checkpoint loading." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/forward mismatch are unrelated model bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but one is Qwen3OmniMoe video-input processing and the other is Gemma 3n audio tensor name collision; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction failure is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR messaging and single-label-classification zero-loss behavior are different issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are not the same code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet accelerate loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43295|issue:45834", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:41720|issue:44991" + ], + "prepared_review_unit_hash": "431bcb4c571b27335462e8a10464c3ef8c7801b52cf7c54c46acfd895929d835", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports. A few items overlap around tokenizer/config/remote_code loading regressions, but none are close enough to treat as duplicates or to merge together.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella for the recurring remote_code/model-loading regressions in this set, but it is still too general to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different failures: sparse-layer creation vs RoPE layer dropping. Same broad model/config space, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal processor/tokenizer paths, but one is a v4.57.5 regression in custom model code and the other is a long-OCR indexing bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated model-specific bugs: image preprocessor dtype mismatch vs Gemma3n audio_mel_mask name collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "No clear underlying overlap beyond both being model runtime bugs; one is SDPA/compile, the other is DAC latent/forward mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken argument error and the other is a model-specific tokenizer loading failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram error in moe code." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are API/regression complaints, but one concerns non-persistent buffers during from_pretrained and the other is a StaticCache return-type contract issue." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failures: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image classification with non-default resolution." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but they are distinct bugs: offline `model_info()` access vs missing `backend_tokenizer` attribute." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `trust_remote_code` config field loss." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode failure and DAC latent mismatch are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/loading behavior, but one is missing fields with `trust_remote_code` and the other is strict config rejection for `granite_speech`." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both mention special tokens, but one is runtime post-processor refresh and the other is Whisper `batch_decode` skipping special tokens." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and failures: Blip2 dtype not propagating vs Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs in Qwen-family models, but the concrete failures differ: processing ValueError vs wrong vision_position_ids." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different failure modes: `weight_only=True` load error vs flash-attention generation issue." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs mismatch about pipelines; the other is an AutoModel/pipeline quality regression for SigLIP2." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at the broad 'remote_code breaks in v5' level; one is a specific removed helper, the other is a wider report." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 example/documentation errors are unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Both are loader/templating related, but one is AutoImageProcessor-from-URL support and the other is a template-node compilation error." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer loss signature mismatch are completely unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation still mentioning removed v5 pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different regressions in different models: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/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": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43644", + "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:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43329|issue:45600", + "issue:43638|issue:44936" + ], + "prepared_review_unit_hash": "3a95c784ed6dc7a6c761780fde3572c79ce68b114f166ca271787979b60ee35a", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated bug reports that only share broad themes like loading, tokenizers, multimodal models, or v5 regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected. No PRs are present; the most representative issue is the broad v5/regression report around remote_code loading.", + "confidence": 0.59, + "canonical_issue_reason": "issue:45020 is the broadest, most central issue in the set: it describes recent transformers versions breaking remote_code models, which matches the general regression-focused nature of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is open, broad, and impacts multiple models/paths, making it the best representative issue for the cluster even though the rest are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is about non-persistent buffers and the other about FSDP CPU RAM efficient loading; different failure modes and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different tokenizers and different bugs (NER/batched padding vs AutoTokenizer load failure)." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input issues, but one is a v5.3.0 video regression in Qwen VL models and the other is a long OCR index error in Kosmos2.5." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype handling and Apple Silicon allocator warmup are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/loading problems, but one is a Bark CPU offload device mismatch and the other is a dtype mismatch in different models." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "The first is an incorrect pipeline error message; the second is outdated docs. Related topic, but not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: a mask/tensor shape IndexError versus trainer.evaluate breaking after train()." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is incorrect masked LM predictions for CamemBERT; the other is a generic tokenization-change report." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image size mismatch and dtype mismatches in other models are different issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a weight_only load error and the other is a rope-index temporal scaling bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "An installation/backend packaging issue is not the same as a tokenizer regex patch crash." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors during loading, but they occur in different components and for different missing attributes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading and init_empty_weights/_is_hf_initialized are separate loading bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a concrete wrong tie in Qwen3-Next and the other is a finetuning warning about config cleanup." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup and CUDA AMP loss crashes are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate handling and DAC latent reconstruction are different audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output drift are different vision bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction and an MPS attention correctness issue do not describe the same problem." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are error-handling bugs, but they affect different code paths and different swallowed errors." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "A template compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same underlying issue as broad remote_code breakage." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token counting bug and stale auto_mappings references are different regressions." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed zero3 indexing failure and trainer.evaluate-after-train failure are different training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:43257|issue:43696", + "issue:43454|issue:43577", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44568|issue:45488", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43606|issue:45859", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "5408c2ba0950e719602b9b7dd32b7d2b31c54a3f9cf85a2512fdec4bda0e398d", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36979, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs are only superficially similar (often just sharing a subsystem like loading, tokenization, or multimodal/video handling) and do not look like the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45701 is the broadest umbrella item in the set: it is open, has multiple inbound references, and its title suggests a version-wide tokenization regression that can serve as the least-specific representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most generally framed and externally referenced issue, making it the best single representative despite the cluster\u2019s mixed topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer regressions, but one is a gguf_file pathway break and the other is a specific tokenizer regression for EMBEDDIA/est-roberta; different failure modes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems entirely: PEFT/local checkpoint loading versus Whisper processor batch_decode behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: missing Float8 storage handling versus image processors incorrectly requiring torchvision." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model issues: zero probabilities in SigLIP2 versus OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model loading/runtime, but they are for different models and different code paths; not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different problems: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example/model-processor issues for SigLIP2 are unrelated to git-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "One is accelerate/deepspeed weight conversion for Qwen3 MoE; the other is a multimodal token-counting video-branch bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are import/runtime breakages, but one is GenerationMixin import resolution and the other is custom model initialization in notebooks." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different concrete failures: torch.compile with SDPA on Bamba versus MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo\u2019s processor input-size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Accelerate/deepspeed conversion bug versus a plain CUDA OOM on GPT-oss-20b; not the same issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying bug and BLIP2 dtype propagation bug are distinct model-loading problems." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video/VLM paths, but one is an undefined-symbol bug in token counting and the other is a broader video-input regression across models." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to image-processor torchvision dependency regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are separate audio bugs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Both are Transformers API breakages, but one is an import error and the other is a Trainer compute_loss signature mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions, but for different models and different symptoms: missing BOS/EOS versus codec/warning behavior." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/loading, but one is FSDP RAM-efficient loading and the other is disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Config-field loss with trust_remote_code is not the same as failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is a specific special-token bug and the other is a ByteLevel-vs-Metaspace override regression affecting DeepSeek V3/R1." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and GPT-oss perplexity are unrelated issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video paths, but one is an undefined-function bug in multimodal token counting and the other is a batched video-processor shape bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model-loading problems: MoE weight conversion versus Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different mechanisms; not a single concrete fix." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior is a model bug, while 45701 is a broad tokenization-version regression." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key mismatch are unrelated regressions." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized is a model-loading API issue, not an image-processor torchvision dependency problem." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/loading bugs for different models; no shared underlying code-path 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": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:44479|issue:45381", + "issue:43257|issue:43756", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:44987|issue:45907", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:43404|issue:45987", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:42915|issue:43749", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43526|issue:45479", + "issue:43582|issue:43782", + "issue:43756|issue:45325", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "b85c06198fbb1a9e61ea2dce0337802a7c778e052f1a2e18e67e276e927bbab9", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "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, with one small coherent subgroup around Qwen/Qwen-VL video-input regressions. Most soft pairs are only superficially similar and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report in the only clearly coherent subgroup, covering a shared Qwen-VL video-input regression across multiple model variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best captures the strongest recurring theme in the cluster and is the most useful umbrella issue for the related Qwen video-input failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model/load paths: Qwen3Moe FP8 loading vs MobileLLM key error." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen-VL video-input regression; 45381 looks like a narrower instance of the broader v5.3.0 bug in 44479." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer handling." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different failure modes and code paths: device-map cudaErrorAssert vs video-input ValueError." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer/model loading regression is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe quantization/loading issue is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-ID loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map offload failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue is unrelated to missing Qwen2_5_VL import symbol." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related but the model families and described failures differ; not enough evidence of the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input failures with different symptoms and likely different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken TypeError may be adjacent, but the reports do not clearly describe the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper dtype mismatch are different issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend composition bug is unrelated to Python 3.14 import failure." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying issue is unrelated to StaticCache return-type mismatch." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to MIN_PEFT_VERSION metadata/versioning." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of a different issue is not the same as the Qwen2.5-VL video-position bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error is unrelated to init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe loading is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to flash_attention s_aux handling." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal model/device issues with no clear shared bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading error." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen2.5-VL rope-index scaling are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to LayoutLMv3 box-content error messaging." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet: it identifies a single clearly related Qwen video-input subgroup, chooses a plausible umbrella issue (44479), and keeps the rest of the soft-edge verdicts conservative rather than over-merging loosely similar reports. No mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44936|issue:45823" + ], + "prepared_review_unit_hash": "65bec09b74df99b97b9722ccc8d768fcab22409d6fd2eae224ab79e46a0a96e7", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers bug reports that share regression/loading/tokenizer language but not the same concrete failure. None of the soft edges look safe to merge as duplicates. The broadest current anchor is the open tokenizer regression in issue 45920.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45920 is the broadest, most current regression report in the set, spanning multiple model families and a shared tokenizer failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative because it is open, high-signal, and covers a wider cross-model tokenizer regression than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is an HF-vs-JAX implementation discrepancy and the other is a bad-output/pipeline issue. Different symptoms and likely different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss API breakage are unrelated trainer bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "One is an AddedToken `special` argument collision; the other is a Mistral regex/backend tokenizer attribute crash. Same subsystem, different bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights`/_is_hf_initialized and loading AutoImageProcessor from URL are unrelated failure modes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen/tokenizer regressions, but one is incorrect saved visual encoder keys and the other is wrong token IDs during tokenization. Not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field propagation/strictness issues, but they affect different models and different missing fields." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a model-specific load failure are not the same underlying problem." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal load/generate issues, but they target different models and different code paths." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error on MobileLLM load and a Float8 storage lookup error are different loading failures." + }, + { + "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": "One is an unreleased dependency version bump, the other is stale auto-mapping references. No shared bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are different issues." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL/Qwen chat-template style bugs, but one is batched apply_chat_template padding and the other is video vision_position_ids. Not the same concrete failure." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard size behavior and AutoProcessor kwarg forwarding are separate API issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and trainer.evaluate-after-train behavior are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box validation messaging are not duplicates." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content. Different edge cases." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF-from_pretrained failure and offline mistral regex patch behavior are different tokenizer/loading problems." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but one is device-dependent serialization of lm_head.weight and the other is translation-model tied-weight issues. Similar area, not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec/mistral-regex regression are different tokenizer issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate failure and Gemma4 device-map forward mismatch are separate runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:30064|issue:33666", + "issue:43643|issue:44561", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:43697", + "issue:28282|issue:35141", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43122|issue:43906", + "issue:43577|issue:44554", + "issue:43577|issue:45588", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:43278|issue:43688", + "issue:33666|issue:36010" + ], + "prepared_review_unit_hash": "3fd1233f82948697ab3814f1d84c4efa37218912a27db3db22e0b14b02110161", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37895, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 + }, + "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, with a few loose tokenizer/model-loading regressions but no true duplicate pair among the soft edges. I would keep one concrete tokenizer regression as the representative issue, and there are no PRs to consider.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is a concrete, user-visible tokenizer regression with version-specific repro and inbound references, making it the cleanest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest issue candidate because it is specific, already closed, and describes a reproducible version-to-version behavior change rather than a vague umbrella symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different failures: zero probabilities in SigLIP2 vs processor/tokenizer access regression in custom model code." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-special-token bugs, but they affect different models and different symptoms/code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue vs MLukeTokenizer AttributeError; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs AutoTokenizer failing to load a specific tokenizer class; different root causes." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code/v5 behavior, but one is missing config fields and the other is a removed utility breaking models." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is a different code path from recurrent-state reset in modular Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different CUDA/Qwen3 device-mapping crash versus an isolated reproduction of another issue; no concrete same defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is a remote/native implementation divergence." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and an apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import vs NoneType passed to gpu broadcast are distinct runtime errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found import error and MacOS bus error on CLIP are different failures." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP-2 dtype propagation and RTDetrV2 output drift are different model-specific issues." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError from missing torch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup bug and tokenizer load failure for a specific model are different problems." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is not the same as FSDP RAM-efficient loading failure." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and broad tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token-ID loss are both tokenizer/config issues, but they are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation and flash-attention generation regression are different execution paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Model compile/SDPA failure and tokenizer AttributeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models and num_labels propagation are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior change across versions is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP-2 dtype mismatch and MPS attention correctness are different issues." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP-2 dtype propagation and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading and BitNet packed-weight loading are different loaders and bugs." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "gpu_broadcast NoneType failure and TrainerState token counter not updating are unrelated trainer issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and compiled-forward generation inconsistency are different failures." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT preset loading bug and OmDet processor size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "NoneType broadcast crash and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and ScandiBERT tokenizer loading failure are different model-loading problems." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during evaluate and auxiliary-loss normalization in MoE models are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45812", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:44568|issue:45812", + "issue:43525|issue:43572", + "issue:43262|issue:43295", + "issue:43756|issue:44913", + "issue:43720|issue:44361", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:43278|issue:43844", + "issue:44625|issue:45584", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "cc25bde8a33c12270186dcebb87ba6c7702eb5bf14f281675d87420cddb2cc12", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37873, + "estimated_input_tokens": 9469, + "estimated_eval_tokens": 19194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated Transformers issues, with only loose thematic overlap around v5/model-loading regressions. I found no soft pair that is clearly the same underlying bug or change, so all candidate duplicate edges are rejected.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45812 is the broadest open, user-facing regression here with multiple inbound references and a concrete tokenizer failure; it is the best anchor if one issue must represent the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest repro-oriented bug report, the widest apparent impact, and active community signal, making it the strongest standalone issue in this batch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different subsystems: SigLIP2 implementation discrepancy vs pipeline translation-task error messaging." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different bugs: output_hidden_states behavior vs save_pretrained visual-key serialization." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different code path from config token-ID loss." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and symptoms; not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields after v5, but they affect different config classes and attributes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer / image-passing regression." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer count mismatch and rotary_pct reload persistence are different bugs in different model families." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and Mac bus error on CLIP are clearly unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training discussion vs CustomTrainer signature mismatch; different problem areas." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors are not the same as a model implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input processing failure and flash-attention generation bug are different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 JAX-vs-HF discrepancy is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs unreleased dependency version bump; not duplicate bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are pad-token related, but different model/config regressions and not one concrete issue." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu is unrelated to StaticCache returning the wrong type." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to gradient explosion with ZeRO-3." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different RoPE/length-calculation problems in different models; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a different Qwen3VL loading regression." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting is unrelated to multi-GPU inference OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure and offline model_info() behavior are different bugs; same broad area only." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing class and storage-object lookup failures are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example problems are unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is a different issue from device-dependent lm_head serialization." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during inference and device mismatch in forward are different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field pretrained load failure is unrelated to CPU offload device mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx is unrelated to init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs missing flash_attn import key." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID loss and MLukeTokenizer task AttributeError are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45823" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:44521|issue:45290", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:44554|issue:45356" + ], + "prepared_review_unit_hash": "d06800b383e02227a032c9c1c493ff61edc5f94c3d92becc84103a06ba8228c0", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34964, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (generation, loading, tokenizers, CI, multimodal), but not the same concrete bug or change. I would not merge any of the proposed soft edges, and there is no single canonical issue/PR for the whole set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving-related crashes, but one is a multimodal `'str'.to` error and the other is KV-cache continuation indexing; different failure modes and code paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both mention loading/token handling, but BEiT legacy-field loading and BigBirdTokenizer mask-token registration are unrelated bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but chunked generation with compiled forward and empty-transcription whisper failure after token alignment are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI failures, but CPU offload device mismatch in bark-small and a stale GraniteSpeech device-override test are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and generic 'unexpected key with position id' regressions are too different in symptom and likely root cause." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and a PEFT version bump/release issue are unrelated; one is memory pressure, the other dependency metadata." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "One is embedding dtype changing between train/eval, the other is a resume_from_checkpoint key mismatch; no shared underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure and a missing released PEFT version are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both concern chat/template processing, but all-zero assistant masks for multimodal inputs and tool-call assistant messages with no content are distinct edge cases." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow not being reported after job failure are different CI/training issues with different surfaces." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warnings and GPT-oss CUDA OOM are unrelated; one is path handling, the other memory exhaustion." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient growth with HfDeepSpeedConfig/ZeRO-3 and inability to load Phi-4 multimodal are different model/runtime problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token counting are both token-related but not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness when head dims differ and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation error and flash_attn import key error on Python 3.13 are different failure modes." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation bugs are separate platform/model-specific issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma 4 mm_token_type_ids defaulting are different multimodal input problems." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export GeneratorExp limitation and SigLIP2 zero probabilities are unrelated model/runtime bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden_states output bug are distinct generation path issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not look like one underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_supports_window_size import and meta-device loading regressions are both loading-related but clearly different problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 4 token type ids defaulting and Gemma4 PLE device mismatch are separate issues in the same model family, not the same code-path defect." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init and Qwen3.5 hidden_states output bug are unrelated training/model behavior issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch are different classes of bug with no clear shared root cause." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer regression with images and OmDet-Turbo input-size mismatch are both multimodal, but not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43844|issue:44936", + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42490|issue:43493", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "b1a9777f9f32995f9da20c3e439b814cbffbc68b1237895b0de7bd0bf24a934b", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad subsystem similarity, not the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most central/active report in the set, but the overall cluster is too diverse for it to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: one is a Perceiver positional-encoding failure, the other is an RT-DETR memory release problem." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weight serialization/collapse, but the failures are on different code paths and model behaviors." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed Janus image-generation test and a stale paged-generate warning are unrelated symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load-time regressions, but one is about missing pad token metadata and the other about a specific model load failure." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Importing a missing flash-attention helper is unrelated to a missing Qwen2.5-VL class export." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad token metadata and meta-device loading failures are different model-loading bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are separate multimodal issues." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training gradient instability with ZeRO-3 is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both concern processor behavior, but one is a regression around processor.tokenizer/images and the other is batched video output shape." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Different configs with the same missing-field symptom; the underlying model code paths are not the same." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import/export regression and a detokenization bug are not the same underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "A regression in custom processor usage is unrelated to quantized offloading behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect labels, but one is metric gathering and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities and RT-DETR memory cleanup are unrelated model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failures and a missing VL class import are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a different model's JAX/HF discrepancy are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch Qwen2_5_VLProcessor.apply_chat_template, but one is a batched padding crash and the other is incorrect assistant masks." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures in different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A dtype change in evaluation and Qwen3 MoE memory usage are separate training-time problems." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warnings and SigLIP2 implementation discrepancies are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug and a stale CI device-override test are not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they refer to different pipeline deprecations and different API behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bugs and Qwen2-57B TP OOM are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "An unsupported feature-extractor argument and a Whisper empty-transcription regression are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merging with extended vocab and a categorical limit runtime error have no common underlying code path." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Two different helper functions in qwen3_omni_moe are involved, so these are not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A DAC latent/STE mismatch and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaults and batched video shape outputs are separate processor bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and LwDetrImageLoss AMP/CUDA failure 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": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:44857|issue:45593", + "issue:45200|issue:45588", + "issue:44360|issue:44561", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44462|issue:44561", + "issue:43720|issue:44112", + "issue:44561|issue:44779", + "issue:43335|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854" + ], + "prepared_review_unit_hash": "f82bb94aa980ddac020333cb79f8fa90141d7603f2ea2d472a11c38b12ea8eb4", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37857, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` report: issue:45310 and issue:45478 share the same title and underlying failure mode, with 45310 being the earlier, more detailed report and 45478 a later repost.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is earlier and has the longer, more detailed report for the same Qwen3.5 MoE `from_pretrained` error; issue:45478 appears to be a later repost with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall for the duplicate cluster because it most clearly captures the underlying bug and predates issue:45478, which looks like a shorter follow-up repost.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are runtime/compatibility failures, but they point to different missing-symbol vs. torch-version problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and Bamba torch.compile/SDPA failures are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 recurrent-state reset are separate model regressions." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP/CUDA crash is not the same as D-FINE's missing auxiliary losses when denoising is off." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention `s_aux=None` crashes are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation behavior and removal of `is_torch_fx_available` breaking remote-code models are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression in evaluate is not the same as a pipeline error-message issue." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different compatibility breaks." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType handling are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in a feature extractor is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast `reduce_labels` behavior are different artifacts." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent-forward mismatch and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile behavior and GraniteSpeech CI stale-device testing are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and Beit legacy-field loading failure are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` from scripted code is unrelated to the qwen3_omni_moe helper issue." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, and same `from_pretrained` error; 45478 looks like a later repost of 45310." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper behavior are different issues." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 message clarity and Trainer `_gpu_broadcast_one` NoneType failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5/MoE/offload, but they describe different failure modes and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs example failures are not the same as runtime unexpected key/position-id behavior." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 flash-attn import KeyError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regressions are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms and subsystems." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer repository-file selection and removal of a helper function are different problems." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI device-override test do not describe the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed helper breaking remote-code models and a Deepseek tokenizer regression are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and GraniteSpeech CI device-override failure are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are not the same underlying problem." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:45310/45478 is plausible, but the justification overstates the evidence: 45478 actually has more discussion activity than 45310, so it is not grounded to say 45310 has 'slightly more discussion/context.' A safer statement would be that 45310 is earlier and slightly longer, while 45478 appears to be a later repost with the same title. The rest of the soft-edge rejections look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:43723|issue:44554", + "issue:44857|issue:45072", + "issue:44977|issue:45563", + "issue:28218|issue:32090", + "issue:43927|issue:45698", + "issue:44568|issue:45491", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:45198|issue:45803", + "issue:37428|issue:44987", + "issue:29942|issue:35141", + "issue:45372|issue:45588", + "issue:45459|issue:45712", + "issue:43873|issue:44493", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:42490|issue:43575", + "issue:28218|issue:29127" + ], + "prepared_review_unit_hash": "520a581f8117e9e5129cd400c489b7d0c44e16462206dc8a13ed6c861c941775", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36076, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformer bugs that only share broad subsystem similarity (tokenizers, multimodal, loading, attention, offload). I did not find any soft pair that looks like the same underlying defect closely enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 has the highest engagement and inbound references, making it the most defensible representative issue if a single canonical item is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue in the set: high discussion activity, multiple inbound references, and a broad runtime/infrastructure impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both are multimodal/processor-related, but one is an IterableDataset multi-image failure and the other is a BeitImageProcessorFast label-reduction bug; different code paths and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading failure for Llama 3.2 vision is not the same defect as token embedding reinitialization after resize when tie_word_embeddings is false." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: Pegasus output drift across versions versus Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to the float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are separate code paths and bugs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/precision, but one is a loss crash under AMP and the other is a bfloat16 inference mismatch in different models." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning about num_return_sequences are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are not the same underlying issue." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs in config while the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS insertion in a tokenizer is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper-function bug are different defects." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 does not match the qwen3_omni_moe length helper issue." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature's bare except swallowing errors are related to tokenization but not the same concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/import issues, but there is no evidence they share the same failing code path or root cause." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are not the same defect as embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading breaks because of a missing mistral_common symbol; flash_attention.py crashes on s_aux=None in sink-less models. Different dependency and runtime bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking from protobuf handling is unrelated to leftover dummy class cleanup and dir(transformers) leakage." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and unexpected position-id key warnings are different problems." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType errors and MacOS bus errors on a CLIP model are separate runtime failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both touch memory/offload concerns, but one is a quantization offloading bug and the other is a Gemma4 multi-GPU OOM; not the same concrete issue." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "CUDA assert with auto device mapping on Qwen3 is a different failure mode from multi-GPU OOM on Gemma4 31B." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression in eval is unrelated to an undefined-variable bug in the video multimodal token counting path." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp unsupported by torch.jit.script are unrelated legacy bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are not the same issue." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 processor loading, but one fails on an import from mistral_common and the other crashes in serve due to a missing _tokenizer attribute; insufficient evidence of a shared root cause." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing behavior and LayoutLMv3 box validation error messages are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43653", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:44206|issue:44479", + "issue:25251|issue:32090", + "issue:43994|issue:45412", + "issue:44186|issue:45198", + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:43421|issue:45491", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:45440|issue:45593", + "issue:43824|issue:44279" + ], + "prepared_review_unit_hash": "bf0336af5cac260dd17f286c01e3f8ff8114fbf089afae3580a04245d3d85107", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are all false positives across unrelated tokenizer, model, trainer, quantization, and documentation bugs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model bugs: a dummy Conv2d in Sam3PixelDecoder vs SigLIP2 producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: Sam3PixelDecoder dummy layer vs RT-DETR model memory not being released." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different import paths and causes: Gemma 4 processor loading breaks on ReasoningEffort import, while this is a protobuf-related tokenizer error." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention integration failing on s_aux=None." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version-regression reports, but one is generation output drift for Pegasus and the other is lm_head serialization/tied-weights behavior." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug vs Qwen3.5 recurrent-state reset in cache handling; not the same defect." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different models and bugs: flash_attention crashes on sink-less models, while Gemma4 has a device-mapping mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is a dtype regression in eval, the other is a gradient-checkpointing restriction in eval mode." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to a video-input regression in Qwen VL models." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated subsystems and failures." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are different model bugs with no shared code path." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding inputs, while Wav2Vec2 has save_pretrained/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer loading/serialization, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 flash_attn import_utils KeyError." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 tokenization/save_pretrained failure are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization load failure for Qwen3 MoE with FineGrainedFP8Config is distinct from quantized model saving failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenizer/save_pretrained issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations: Smollm3 RoPE-layer mismatch vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings on mixed-length GPU batches are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE conversion with accelerate/deepspeed and embedding dtype drift in eval are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc-example errors/quantization failure do not describe the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and RT-DETR memory release problems are distinct." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed/Adafactor OOM are different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5 VL import error is not the same concrete bug as a generic transformers dependency issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:45103|issue:45372", + "issue:29942|issue:36010", + "issue:43526|issue:44186", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43232|issue:43388", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43761|issue:44079", + "issue:43575|issue:44387", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "c045f41cb130e5f3765fff2ec841f8f08dfa8aaef1c59f226f3200b926418f7e", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: these are not duplicate reports, but unrelated regressions and edge cases across tokenizers, generation, model loading, attention kernels, and multimodal processors. No soft pair looks safe to merge as the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43761 is the best anchor if one is needed: it is a clear, self-contained regression with a precise API, expected behavior, and reproducible symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "43761 is the most actionable and well-scoped issue in the set; the bug is concrete and isolated enough to serve as a representative anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a special-token decode bug and the other is an AutoTokenizer loading failure; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "A CLIPVision hidden-state regression and a Qwen3 MoE rotary/cpu-offload issue are unrelated model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "One is a BEiT Fast image label reduction bug; the other is a Kosmos2.5 long-OCR index error. No same underlying failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are distinct training-state issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing and Gemma processor loading/import dependency issues are different subsystems." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated regression classes." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both touch layout/image tokenization, but the BEiT label reduction bug and LayoutLMv2 NER/padding crash are not the same defect." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content validation and a macOS bus error loading CLIP are completely different failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config and sliding_window behavior in Qwen3-MoE are separate model bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation corruption and category-count overflow are unrelated; no shared code path." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "One is an error-message clarity issue for LayoutLMv3; the other is embedding reinitialization during post_init. Different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Gemma3 mixed-length NaNs stem from different attention/generation paths." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch in inference are different classes of problems." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Fine-grained FP8 config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are separate model-loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and feature-extractor unsupported-arg crash are unrelated processor issues." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "A label-reduction bug in BEiT fast processing does not match an AMP/CUDA image-loss crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument duplication and list_repo_files revision forwarding are different API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and sink-less flash_attention.py s_aux=None crash are distinct attention implementations/fixes." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization after sync_gpus and metric-gather label truncation are different training/generation paths." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom initialization breakage and patchtsmixer post_init allowance are not the same code-path problem." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states missing from CLIPVision forward and ModelOutput key assignment when a value was previously None are separate bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2-57B tp OOM on load and increased reserved memory under int4 quantization are different memory-pressure issues." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence classification are different APIs and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and FuyuBatchFeature exception swallowing are unrelated tokenizer/feature-processing bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are separate model execution issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43316", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43749", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45491", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44442|issue:44898", + "issue:42907|issue:45698", + "issue:42490|issue:44743", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "3fc865d5a30c3dee3013d22b6a262ec7c7df624f6f4817c4603faf4b29296f50", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36864, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicates as a cluster: the items cover many unrelated issues across loading, config, training, docs, quantization, and multimodal/video paths. All soft-similarity pairs are superficial and should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not represent one underlying bug or change.", + "canonical_pr_reason": "No PRs are present in this cluster, so no canonical PR can be selected.", + "best_issue_reason": "No single best issue for deduping; none of the issues is clearly central enough to serve as a representative for the others.", + "best_pr_reason": "No PRs are present in this cluster, so no best PR exists.", + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Both involve video/chat-related failures, but one is a video-input regression and the other is a chat-template crash on tool-call messages; different code paths and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they concern different models and different missing fields; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs image-classification interpolation bug; no shared underlying code path." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is about saving dequantized weights and the other about loading the wrong custom module after save_pretrained; distinct failures." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state reset in Qwen3.5 are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM and TrainerState token-count tracking are unrelated training issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different loading mechanisms and different root causes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer setup vs embedding reinitialization during post_init; not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: optimizer memory usage versus specific model-loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs example errors for SigLIP2 versus Gemma3 NaN embeddings; unrelated surfaces and code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load versus incorrect checkpoint saving; related to persistence broadly but not the same concrete issue." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline-doc removal are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer and a video-input regression are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config handling, but one is an API discrepancy in Gemma3TextConfig and the other is unwrapping text_config for composite Qwen configs; different fixes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights versus tokenizer loading failure; no overlap beyond generic model loading." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import errors for different components and dependencies; not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config missing fields on load versus a specific GPTNeoX config value not persisting; distinct serialization issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage and a Qwen3-VL weight mismatch are different loading problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are import/load regressions, but they affect different symbols and code paths." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to the CustomTrainer compute_loss signature break." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset-loading issue in an example script versus unrecognized model type in config.json; different layers entirely." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and DeepSpeed deque underflow are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/chat-related, but one is video-input validation in Qwen3OmniMoe and the other is apply_chat_template crashing on tool-call messages; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but the specific models and failure modes differ completely." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency omission and Gemma3 config API mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Related to Mistral/Ministral, but one is a missing lm_head tie and the other is a FlashAttention failure; not the same code-path problem." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and AutoModel PyTorch import error are entirely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "868263f649e9596f951ca7a658eb90481e95275a28881f017c3c9a6c851ce861", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35779, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad terminology (generation, loading, multimodal, training) but not the same concrete bug or code path. I would not merge any of the proposed soft edges as duplicates. If a representative issue is needed, issue:44521 is the strongest activity-wise, but it is not a true canonical for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated bugs across loading, generation, multimodal processing, serving, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most active/open item and has the strongest discussion footprint, but it is only representative of one narrow multimodal bug, not the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache-related generation behavior, but one is about chunked_prefill cache availability and the other about recurrent states resetting with seq_len>1; different symptoms and code paths." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a regression in processor/tokenizer access and image passing; the other is an error-message mismatch about supported translation tasks. Different bug types." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a Janus image-generation test failure are unrelated models and failures." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Dropping label elements in gather_for_metrics is unrelated to auxiliary-loss normalization in expert models." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "A pipeline selecting the wrong processor type is not the same as a Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init handling for patchtsmixer and junk-filled non-persistent buffers are different initialization bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba and a resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is not the same as the checkpoint key mismatch bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token config inconsistency in Gemma-3 and Whisper empty-transcription failure after align_special_tokens are different model-specific issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are separate model families and failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merging with extended vocabulary and Gemma 4 mm_token_type_ids defaults are unrelated training/configuration bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both mention processor/tokenizer behavior, but one is a custom model regression and the other is an EOS-token config mismatch; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "A gguf_file path breaking tokenizer/model loading is not the same as failing because a config.json lacks model_type." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on a very large Qwen model with tp and a key error loading MobileLLM-125M are unrelated load-time failures." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache indexing in transformers serve and Gemma4Processor missing _tokenizer are different serving bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Breaking custom model initialization in v5 and GPTNeoXConfig rotary_pct not persisting are distinct configuration/init issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation and wrong custom module selection after save_pretrained are different pretrained-loading bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "A weight-shape mismatch when loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states=None in CLIPVisionModel and missing load-balancing loss when output_router_logits=False are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "GPU broadcast TypeError in Trainer and embedding reinitialization after resize are separate bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate and Whisper generation failing on empty transcription are not the same underlying issue." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Gemma-3 EOS configuration mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are both vision-related but clearly different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are different models and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A multimodal video-input regression and a serve KV-cache continuation indexing crash are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask construction in apply_chat_template and the other is vision_position_ids for Qwen2.5-VL video input; 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": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:35141", + "issue:39692", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:35141|issue:42490", + "issue:44462|issue:45907", + "issue:44077|issue:44079", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:44496|issue:45803", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:41950|issue:44016" + ], + "prepared_review_unit_hash": "76fb2c28234ac7c80fb3cba196541da178f6ebf7ae23bee59945582b892e8af5", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not look like a tight duplicate cluster. The only clear thematic overlap is around token-embedding resizing, but the listed soft pairs are otherwise separate bugs or unrelated regressions.", + "confidence": 0.92, + "canonical_issue_reason": "issue:35141 is the clearest, most general concrete bug report in the set: it names the exact code path (`post_init` after `resize_token_embeddings`) and the failure mode (`output embedding` reinitialized when `tie_word_embedding=False`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 is the best anchor for the only plausible duplicate family here because it is specific, actionable, and directly describes the underlying embedding-resize bug more cleanly than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both mention chat/template-style behavior, but one is just an isolated reproduction of another issue while the other is a concrete crash on assistant tool-call messages; not enough evidence of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still referencing `pipeline()` after v5 removals is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and a stale `num_return_sequences` warning in paged generate are different problems." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is about non-persistent buffers being filled with junk; the other is about a config value reverting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and model loading for Phi-4 multimodal are separate failures." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A bad import from `image_utils` is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping and a category-limit runtime error are different failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus image-generation test failure and broken `auto_mappings.py` references are not the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing/`torch.jit.script` issue is unrelated to flash-attention crashing on `s_aux=None`." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Missing `device=` in `torch.arange` causing CPU work is unrelated to the bare `except:` swallowing errors." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings and incorrect visual-encoder keys in save_pretrained are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "A metrics label-truncation bug and an Apple Silicon `caching_allocator_warmup` TypeError do not match." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and a trailing-slash local-path import warning are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Ignoring `tokenizer.json` and failing to forward `revision` in `list_repo_files` are different repository-loading issues." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "These are separate core-library bugs: `post_init` policy for patchtsmixer versus `ModelOutput` key assignment." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parsing error are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and the TensorBoard-without-TensorFlow backend error are different compatibility problems." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "General Python-version compatibility and a specific DebertaV2 import indentation/parsing bug are not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and `rotary_pct` not persisting on reload are separate state-handling bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and serve-side KV-cache tensor indexing are different code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test and broken auto-mapping references are both CI-related but not the same underlying change." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type resolution failure when loading a repo and a bare exception swallowing errors are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "`ADD THE DATA` is too vague to tie to the audio feature extraction bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embedding behavior and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and local dataset loading are different documentation/example issues." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime error and Whisper empty-transcription crash are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor selection and a notebook syntax error do not share 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": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44246|issue:45003", + "issue:42490|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "21a6295b2542464e886e796dc5b61e86b9f5b8dd4cfa068152c89ad033495881", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: it mixes unrelated issues across imports, model loading, configs, attention, tokenizers, docs, and CI. All soft-edge pairs should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the broadest user-facing regression report here (a concrete model-loading failure with recent transformers) and has relatively strong discussion activity, but it still only loosely represents this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal-config bugs, but they affect different models and different fields/code paths; not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both mention resize/token embedding behavior, but the regressions are on different models and symptoms; not mergeable as one fix." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports for different symbols and modules; same broad theme, not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import errors in unrelated modules/symbols, so they are not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer NER/padding crash vs server KV-cache continuation indexing bug; different code paths and failures." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model behavior bug vs dummy Conv2d implementation issue; no shared defect." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency-related, but one is about optional backend installation and the other is a vague dependency problem; too different to deduplicate." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they are distinct torch/version-check problems in different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Tied-weight serialization/device behavior vs rotary_pct persistence in GPTNeoXConfig; different components and fixes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve saving/tied weights, but they concern different models and different save-pretrained regressions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to local cache-path collisions." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Server request crash and trust_remote_code cache collision are separate bugs with no shared code path." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowdown and unsafe sys.modules access are related only loosely; they are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Import-warning behavior for paths ending in slash is unrelated to cache collisions between local model paths." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading vs unrecognized model/config.json issue; different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-loading failure for one checkpoint vs CI break from removed Sam3LiteText configs; different underlying problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure is not the same as a real model-loading regression." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are load-related, but one is a specific test/model loading issue and the other is a different checkpoint load failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention failures are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading failure are not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but on different model families and different affected embeddings; not a single code-path bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache absence during chunked prefill vs ANSI logging behavior; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mapping configs are separate regressions." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors from different modules/symbols; same class of problem, not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model loading error vs unnecessary torchvision dependency in PIL image processors; different issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image-processor label reduction bug vs documentation mismatch in TextClassificationPipeline; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-MoE loading regression and Qwen3.5 save_pretrained serialization bug are different model-specific 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": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45656", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:33290|issue:45656", + "issue:43441|issue:45834" + ], + "prepared_review_unit_hash": "7d9e743bcb22acd3ccaf54dca4d678a314a353705375a47b9f27926b5eaf45ef", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad themes like tokenizers, multimodal models, or deepspeed, but they describe different concrete bugs and code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated regressions and feature bugs. If a representative must be picked, issue:44521 is the best candidate because it is concrete, currently open, and has the strongest inbound discussion signal among the multimodal-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44521 is the most representative issue in this set: it is specific, actionable, and has the highest visible reuse/reference signal. It is a better cluster anchor than the other items, which are either narrower, stale, or more ambiguous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: SwitchTransformers config layer construction vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated: SGD optimizer args not used vs a Qwen fine-tuning warning about tie_word_embeddings." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: t5gemma embedding resize propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility break; the other is a generic dependency issue without the same failure mode." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE denoising/aux-loss handling." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a load-time failure and the other is a save_pretrained key regression." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs drift for return_all_scores is unrelated to an unrecognized-model/config missing model_type error." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: missing model_type on load vs AutoModelForCausalLM not unwrapping text_config for composite configs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as remote_code model-loading regressions." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import is a specific symbol regression, not the broad import-error cluster from upgrading versions." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and an unreleased PEFT minimum-version bump are different dependency issues." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are separate model-training bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4 multimodal default config initialization is unrelated to Llama4Config missing pad_token_id." + }, + { + "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:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor selection is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probabilities and Sam3Video CUDA OOM are unrelated failure modes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation is not the same as Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TF backend errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as stale TextClassificationPipeline docs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are different model-specific issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue does not match a specific unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor.tokenizer regression is not the same as Deepseek tokenizer producing wrong outputs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer-class mismatch on save_pretrained is a different bug from AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patching crashes in tokenizer loading; list_repo_files revision forwarding is unrelated repository API plumbing." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with deepspeed + Adafactor and optimizer.step being called twice are different deepspeed optimizer bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index errors are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "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:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823" + ], + "soft_pairs": [ + "issue:43450|issue:44279", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43450|issue:44617" + ], + "prepared_review_unit_hash": "395336265ca2c1e82e5d499715cca80fd8d7d76f37f7d39c192c1679a2079774", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35943, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate pair; the rest are distinct issues across separate subsystems or different failure modes.", + "confidence": 0.72, + "canonical_issue_reason": "43643 is the broader root-cause report: `trust_remote_code=True` returns config objects with missing fields; 43525 looks like a specific `pad_token_id` symptom of that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43643 has the clearest general reproduction of the config-field-loss bug and is the best anchor for deduping the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Different bugs: batched video processor shape vs a generic quantized-model save failure." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-related, but they target different stale artifacts and different breakages." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver resolution handling." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Save-failure for quantized models vs load/offload failure for dequantized models; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve Gemma4 weights, but one is serialization inconsistency and the other is resize_token_embeddings behavior." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM/MoE bugs: missing rms_norm_eps precision issue vs torch.split return handling." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Generic low-signal issue vs a specific chat_template crash on tool-call messages; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is separate from gemma-4 zero3 from_pretrained loading failures." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-backend failures: FlashAttention on Ministral-3 vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files vs a tokenizer/filtering performance regression; unrelated symptoms." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss logic; different components." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant masks." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; no shared underlying defect." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch runtime behavior." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIP hidden_states regression are separate model-path bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TF backend packaging issue vs Python version compatibility regression; different root causes." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different failures: CamemBERT masked-LM predictions vs Deepseek tokenizer correctness." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TF backend packaging error are separate import/dependency issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs a model/pipeline output quality issue; not duplicate bugs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model failing in v5.1.0 is not the same as the TensorFlow backend dependency problem." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer output changed across versions vs an unrelated low-signal issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly vs gemma-4 zero3 loading; separate save/load issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a missing model class vs Python 3.9 support regression; different failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel branching under torch.compile is unrelated to ANSI code emission in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id is not the same as GLM-4V loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": true, + "reason": "Both describe missing fields on configs returned by AutoConfig/trust_remote_code; 43525 is a concrete missing-pad_token_id instance of the broader bug." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to Sam3Video CUDA OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The single accepted soft edge, issue:43525 with issue:43643, is a plausible duplicate based on the shared missing-config-field failure mode, and the other rejections are framed as distinct failure modes or subsystems without overstating the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:44336|issue:44485", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:45375|issue:45759" + ], + "prepared_review_unit_hash": "2576f80e9e2645550051fc4e979259e8b8e963f483c9f9b342950b5e116c298c", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37279, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regression reports around Transformers v5, model/config loading, and unrelated utility bugs; I did not find any pair that clearly describes the same underlying fix target.", + "confidence": 0.31, + "canonical_issue_reason": "issue:44561 is the broadest, clearest compatibility regression report in the set: a concrete v5 removal breaking trust_remote_code model loading, which makes it the best umbrella issue among otherwise unrelated model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the strongest representative issue because it has a specific failure mode, clear upgrade context, and broad downstream impact compared with the more narrow or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: a missing Float8 storage class versus a Qwen chat crash; no shared code path is evident." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError vs Python-version compatibility; same package area, but not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docstring mismatch for text classification is unrelated to intermittent import slowness." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generation warning are unrelated behaviors." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output leakage and a wrong docstring are separate documentation/runtime issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA loading on hf4.x/hf5.x and the other is multimodal model loading; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses in D-FINE are different training-loss bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access on position_ids and a Gemma-4 ZeRO-3 loading problem are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and fbank feature extraction are different pipeline/audio issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance and unrecognized model config are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen models, but one is sliding-window behavior and the other is a chat crash; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention support gap is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different libraries; both are import errors but not one duplicate bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Image label reduction logic and unsafe sys.modules access are distinct bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5 VL export and missing HybridCache export are separate symbol-export regressions." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and captured-info file races do not share a fix target." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is generation cache/chunked prefill and the other is trust_remote_code import behavior; too broad to merge." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma EOS-token config inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and float16 CUDA crash are different loss/runtime failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are separate model issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and post-upgrade data-filter slowness are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor class and a zero-sized tensor IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they are different model configs and different symptoms; too broad to treat as one duplicate." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are separate tokenization/model-editing bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "TextClassificationPipeline docs and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Output-embedding resize bug and version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI-code emission are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure on transformers>=5.1.0 and hidden tokenizer errors from protobuf handling are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition and sys.modules access safety are different parts of the loading stack." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel-decoder implementation and SAM3 tracker/model-type warning are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "A strict-config field omission and AutoModelForCausalLM text_config unwrapping are separate composite-config bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:43475|issue:45381" + ], + "prepared_review_unit_hash": "a3b5e6c0b97ba765baaeade95f6f6192787dd2fe77833838d6eb66f5bfc010b7", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regression reports, many centered on v5-era model loading/generation/tokenizer issues. I don\u2019t see any pair that clearly describes the same concrete bug or a mergeable PR-sized fix.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest representative regression report: it frames a general v5.0 breakage in custom model initialization, which fits the overall upgrade-regression theme better than the more model-specific tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general, user-visible, and closest to the shared theme of Transformers v5 compatibility breakages.", + "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 failures in different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaults and import slowdown are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque error." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale second-forward cache crash is unrelated to the mm_token_type_ids defaulting issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warnings and patchtsmixer post_init allowance are different model/config behaviors." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder missing attribute and Qwen3OmniMoe video processing ValueError are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as resize_token_embeddings failing to update decoder embeddings." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 from_pretrained with ZeRO3 and duplicated optimizer steps are different DeepSpeed problems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A model cache crash and a flash-attention sinkless AttributeError are different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are not the same underlying issue." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A config warning is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing and KV-cache continuation indexing are both generation-related, but they are distinct code-path bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "A ZeRO3 deque error and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tied-embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing import from image_utils and suppressed tokenizer decode errors are different import/error-handling bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 codec regression are both tokenizer-adjacent, but not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained config mismatch and processor save_pretrained missing files are separate serialization issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs handling and chunked_prefill cache missing are different generation regressions." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and slowdown after upgrade are unrelated symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are both broad regressions, but not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as many import errors after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization missing files and duplicated optimizer steps do not share a code path." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade and repeated optimizer stepping are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data filtering slowdown and Qwen3.5 MOE from_pretrained failure are different bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions of the serialization/load pipeline." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report provides no concrete overlap with Gemma4 Zero3 from_pretrained." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video encoder attribute loss and trust_remote_code AutoConfig field loss are different failures." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 issue and processor save_pretrained missing files are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "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:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:42222|issue:45200", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:43784|issue:43824" + ], + "prepared_review_unit_hash": "aae2b7f7a365c5119c8a224012c96782590731b73970ca4049d28b676ffa7711", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37509, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely similar and should stay separate. The only accepted soft-edge duplicate is issue:42673 / issue:43704, which share the same title and appear to describe the same Qwen3ForCausalLM VRAM leak, with 42673 showing more discussion. No PR cluster is present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier report and has substantially more discussion than issue:43704, while the titles indicate the same Qwen3ForCausalLM VRAM leak scenario.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue overall because it is the clearest anchor for the duplicate pair and the later issue:43704 looks like a repeat report of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they name different missing symbols and do not show the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash vs auto-docstring AttributeError are different code paths and different failures." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and tokenizer-mapping model-addition failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the visible reports describe different failure modes and not one shared root cause." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and closely matching symptom indicate the same Qwen3ForCausalLM VRAM leak bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing config field; not enough to treat as the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing exports and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue versus FP8 save_pretrained bug are related thematically but not the same concrete change." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch and an infinite loop on a specific image are distinct bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save/pretrained issue and Qwen3.5 MoE from_pretrained error do not point to one shared code-path problem." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in chunked prefill and attention-kernel branching under torch.compile are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different symbols and different breakages." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 token-type-id defaults are separate model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue and leftover dummy classes leaking into dir(transformers) are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a janus test failure do not share a concrete root cause." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants with different failure modes; too broad to merge." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Processor label-reduction bug and pytest-xdist file-race bug are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and missing load balancing loss are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model load failure and test-worker file race are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit legacy-field loading issue and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend dependency and nonexistent image_utils import are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and missing BOS/EOS with add_special_tokens are distinct tokenizer regressions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility breakage and image_utils import error are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization bug and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug and ModelOutput key assignment bug are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate call on issue:42673 / issue:43704 looks plausible from the identical title, but the writeup overstates the evidence in a few places. The packet does not show their full descriptions, so phrases like \u201cexact same \u2026 in title and description\u201d are too strong. Also, the justification about having \u201cmore discussion/inbound references\u201d is only partly grounded: 42673 clearly has more discussion, but both items show 0 inbound references in the packet. The soft-edge verdicts themselves are mostly conservative, but the overall summary should be tightened to stay within the visible evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45834" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406" + ], + "prepared_review_unit_hash": "c9edff0655d02f829e62f71bb6152f01daa9df32c32302d5802cf0d14f6f3bf2", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37555, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; the soft-similarity pairs do not look like true duplicates. The strongest standalone issue is the open Granite tokenizer regression, but it is not the same bug as the others.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the best representative target because it is an open, detailed regression report with inbound references; among these otherwise unrelated issues, it has the highest signal as a duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most suitable global issue target: active, concrete, user-impacting, and well-scoped enough to serve as a duplicate destination, even though it does not match the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different bugs: attention-kernel divergence under torch.compile vs a docstring typo for position_ids." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 cleanup-space behavior change and the other is wrong token IDs for Granite models; different root causes." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash and auto-docstring annotation crash are different code paths and failure modes." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to an OOM in Adafactor with DeepSpeed." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code/meta-initialization incompatibility; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens/BOS-EOS regression are distinct issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but the model-specific symptoms and likely fixes differ." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is unrelated to a missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General tokenizer cleanup behavior change is not the same as DeepSeek producing incorrect tokenization results." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump and leftover dummy-class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer whitespace cleanup behavior and Pegasus output mismatch are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer handling is unrelated to optimizer.step being called twice with DeepSpeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and dummy-class leakage are different cleanup/import problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_config metadata mismatch do not share the same code path." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example output and local image dataset loading are unrelated example-script issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk are distinct model state bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but FP8/MoE saving and processor file omission are not the same fix." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto-docstring annotation crash." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors for different missing symbols; they do not point to one underlying defect." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are different dependency/import failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a CustomTrainer compute_loss signature change." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting and Llama model-loading regression are different problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg update logic and long OCR input indexing 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": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44623", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:22355|issue:28218", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43232|issue:44743" + ], + "prepared_review_unit_hash": "17ae752da0a7d4660a9a1a654bea36c8a277f1e0b1d11f2941c8f61ca2994646", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36309, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed bag of tokenizer, import, config, and model-specific regression reports rather than a single duplicate thread. None of the soft pairs look like the same underlying bug or change; the broad tokenizer-loading regression issue is the best umbrella node.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the broadest, most umbrella-like tokenizer regression here and best represents the tokenizer-loading side of this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most general issue in the set and can anchor the cluster better than the highly specific model/config tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer internals, but one is about torch.split return handling and the other about a missing ReLU; different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mismatch is not the same as a RoPE implementation discussion; no shared concrete failure." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor and missing processor save files are unrelated save/load problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "One is a Qwen2_5_VL chat-template batching crash; the other is an auto-docstring annotation crash. Different subsystems." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon handling and InternVL2 meta-init compatibility are distinct multimodal issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal-model regressions, but one is meta initialization for remote-code checkpoints and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a generic AutoTokenizer load regression and the other is an eos_token_id config mismatch." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the affected model and likely root cause are different; too broad to merge as duplicates." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and zero-probability outputs are unrelated symptoms and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure is a model-specific tokenizer registration problem, not the same as the v5 AutoTokenizer regression." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different model families." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are separate config bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 Moe from_pretrained errors are unrelated regressions." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split-return behavior and a docstring issue are not the same functional bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset mapping correctness and add_special_tokens BOS/EOS behavior are different tokenizer behaviors." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "An FP8 accuracy issue and a Qwen3-VL-Moe bug are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from huggingface_hub is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading for tokenizers and quantized model saving are different storage-path failures." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state handling after sync_gpus and D-FINE auxiliary-loss logic are unrelated model behaviors." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different architecture-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI and a sentence-transformers import NameError are separate failures." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong decoder type in v5 are different tokenizer/config problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions and multimodal assistant_mask handling are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and DSA indexer split behavior do not share a concrete code-path problem." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module and an extra-space tokenizer bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer-mapping None bug and passing kwargs to cached_file in AutoProcessor are separate load-path issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error are different runtime failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access for position_ids and tokenizer_config class mismatch are unrelated serialization bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one resets recurrent states and the other is a separate modular_qwen3_5 cache bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45446", + "issue:45478", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:44261|issue:44373", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43066|issue:44779", + "issue:38617|issue:45278" + ], + "prepared_review_unit_hash": "2552135a8a8c9ea209aa57914601d3c7c03b1a822959f2133beb4abd25a3c167", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37179, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct model-, tokenizer-, import-, or training-path bugs, not duplicates. I did not find any soft pair that looks like the same underlying issue or change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44779 is the most self-contained, actionable regression report in the set, with a clear version boundary and concrete tokenizer misbehavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue for triage because it is specific, reproducible, and clearly scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: cached_file kwarg forwarding vs chat-template tokenization crash with tool-call messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated failures: dequantized model saving vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenizer/chat-template complaints, but one is a tokenization regression and the other is a batched processor padding crash." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One is a single missing export; the other is a broad upgrade-time import breakage across many symbols." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility problem vs pipeline-parallel inference correctness are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers integration vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset-mapping bug for Qwen3 is unrelated to loading a specific model repository." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Runtime precision/config issue vs a docstring mismatch; not the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A warning about mismatched model types is different from an attribute error in SAM3 vision encoder output." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different subsystems: save/dequantization failure vs invalid generation config handling." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated ML internals: DSA indexer activation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation bug in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization-like behavior, but offset mapping and assistant mask generation are different defects." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 multimodal token-type defaulting are not the same path." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs tokenizer save metadata mismatch; different operations and symptoms." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure vs loading Phi-4 multimodal instruct are separate model-loading/saving issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenization regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no shared code path is evident." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the multi-label classification example script returning empty results." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving a dequantized model and gguf_file loading failures are different serialization/loading problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different missing-export causes." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue vs FP8 save_pretrained failure are distinct save/load paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and newer versions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different packages and symbols: huggingface_hub import failure vs transformers import failure." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/evaluate dtype drift is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-specific infinite loop are different model-specific bugs." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized models vs FP8 moe save_pretrained are similar only at a very broad level, not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different models and likely different fixes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import NameError from latest transformers vs a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and incorrect Deepseek tokenization are both tokenizer-related, but not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol and a broad post-upgrade import breakage are not sufficiently the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43064|issue:43673", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44484|issue:45310" + ], + "prepared_review_unit_hash": "8328568362319c77935459c38a2f7d7aadf6c1159643df8afd754179cd15a817", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only noticeable subtheme is a small set of Qwen3.5 save/load regressions, but the listed soft pairs are not strong duplicates. I would not merge any of the soft-edge candidates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45310 is the closest representative of the small Qwen3.5 serialization/from_pretrained subtheme, but the cluster overall is too mixed to treat it as a true duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single representative by breadth and relevance to the only recurring model-specific regression theme in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: VRAM leak in dataloader-threaded generation vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM-5, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated issues: missing transformers.onnx module vs clearer layoutlmv3 box error messaging." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning and missing image-patch method are different code paths and different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to the flex_attention AuxRequest version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state assignment in FSDP2/PEFT is not the same as a missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are separate model/task issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage is unrelated to Ministral FlashAttention failures." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer evaluate-after-train failure are different trainer bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label results in an example script is not the same as a pipeline() error-message/doc-support issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a save_pretrained key regression and the other is a from_pretrained load error; too different to treat as one bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe/Transformers 5.0 issue and Qwen3.5 MoE from_pretrained error are distinct regressions." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected output-length helper behavior is unrelated to the PyTorch version check in flex_attention." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidity and a stale num_return_sequences warning are different symptoms and different fixes." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None and flash_attention s_aux handling are unrelated subsystems." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer-loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different tokenizer bugs: offset_mapping vs incorrect Deepseek results in v5." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the AuxRequest version check." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation breakage are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in threaded dataloader use is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type-checking breakage are different initialization/type issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape bug is different from missing-torchvision crash on AutoProcessor load." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump and PyTorch version check are unrelated release/compatibility issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug and a specific xdist race on captured_info.txt are not clearly the same defect." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback and Mistral regex patch crashing on backend_tokenizer are separate tokenizer-load failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime post-processor updates are distinct tokenizer behaviors." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are unrelated bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to incorrect Qwen3.5 save_pretrained checkpoints." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question and Qwen3.5 from_pretrained failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:45003|issue:45341", + "issue:43097|issue:43452", + "issue:43986|issue:45341" + ], + "prepared_review_unit_hash": "51d59883150a9aeae12a1b118910608d697f7ab75456d02927eadb72d2aac40f", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with only weak thematic overlap around v5 import/API regressions. None of the soft-pair candidates look like the same concrete bug, so I would not merge any of them as duplicates.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the import-regression subset and best represents the recurring v5 breakage reports in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, user-facing report here and the best anchor for duplicate triage among the issue candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance vs MLA layernorm precision bug; different subsystems and failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 loading vs Apple Silicon warmup TypeError; unrelated causes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker config warning vs MobileLLM key error; not the same code path." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime issue vs a testing_utils bug; no overlap in concrete failure." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is a broad upgrade regression; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "vitpose model breakage vs TensorFlow backend/package-selection error; different areas." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning vs VRAM leak under dataloader threads; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs unknown-model loading error; distinct config/loading problems." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging issue vs vitpose model failure; not the same underlying defect." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing import symbol vs audio feature extraction issue; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat APIs, but one is request acceptance and the other streaming inference; not a single concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings warning vs FineGrainedFP8 accuracy regression; unrelated precision features." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs tokenization change across versions; related domain, but not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored vs deepspeed stepping twice; different optimizer bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs testing utility bug; no shared failure path." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch bfloat16 compile warning vs Blip2 dtype staying float32; different symptoms and causes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing multimodal patch-count method vs q_a_layernorm epsilon precision bug; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5-Moe loading error; not the same issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next vs Qwen3.5-Moe from_pretrained error; different model families and failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config option vs unexpected key warnings in many models; both version-related, but not the same concrete regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling bug vs GLM-5 RoPE implementation discussion; not the same path." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error vs PreTrainedConfig type checking regression; different API surfaces." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 compile warning vs SAM3 model-type warning; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "vitpose model breakage vs protobuf-related tokenizer error handling; different layers." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention inference failure vs FlashAttention-3 training degeneration; same broad feature, but not one concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs undefined TensorFlow backend error; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs qwen3next missing projections; distinct model-loading defects." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs config type-checking regression; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL/Transformers 5.0, but one is a specific checkpoint shape mismatch and the other is a generic bug report." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug vs testing_utils bug; no shared underlying code path." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings option vs gguf_file from_pretrained breakage; different APIs." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video-model crash vs testing_utils bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:44829|issue:45245", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "f53b3a577ca6ffaf1b094da4a506afbd44ae2159029b07cbc6c0e4cfe942f66f", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bug reports spanning imports, model configs, training, and docs. None of the soft pairs look like the same underlying bug/change, so all should be rejected. The most suitable anchor issue is the active quantization/offloading report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped report in the set, with the highest discussion/inbound reference signal, so it is the best canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 stands out as the most representative and triage-worthy issue here because it is open, has substantial discussion, and concerns a broadly impactful runtime behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/loading failures, but one is a tokenizer mapping assumption and the other is a specific model-loading regression; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video AutoProcessor/torchvision crash vs save_pretrained shard-size question; unrelated code paths." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A model-type mismatch warning and a tie_word_embeddings warning are different config-validation issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and torch.split return handling in GlmMoeDsaIndexer are separate model bugs." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Both mention version breakage, but one is Python compatibility and the other is PretrainedConfig type checking; different failures." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different crashes in different loading stacks: missing torchvision vs missing ReasoningEffort import from mistral_common." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 degenerate training and category-count overflow are unrelated problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug do not share the same underlying cause." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate ImportErrors from different symbols/modules; same symptom type, but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision/config issue vs GLM-5 RoPE implementation issue; different model internals." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: configuration_utils.layer_type_validation vs transformers.HybridCache." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing attention projections in qwen3next; the other is a vision config field being dropped by @strict." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-path failures." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag and a flash-attention sink-less crash are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen variants, but one is a broad v5 compatibility issue and the other is a specific missing-projection bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring crashing on future annotations are separate utility-layer bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video model loading without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed embedding-tie config flag and quantization offloading behavior are different problems." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different loading failures: missing Qwen2_5_VL export vs missing torchvision for a video model." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to establish the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Config flag removal and outdated pipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and save_pretrained on Pipeline objects are different features and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing UMT5Encoder weights and the max_shard_size default question do not share an underlying code-path issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 compile warning and a tie_word_embeddings warning are different warning sources and behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure and eval-mode gradient checkpointing incompatibility are separate runtime issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported Flash Attention 2 for Nemotron and GPT2 attention-scaling being ignored are distinct backend/model bugs." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and Qwen3_5 infinite-image-loop behavior are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model persistence and the other is Pipeline.save_pretrained; different artifacts and 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": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:36683|issue:44242" + ], + "prepared_review_unit_hash": "9cb4dc6e8e88f0eba9c6a4ddc7da89b95297253b4625bbed65bc727b9c6871ec", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37832, + "estimated_input_tokens": 9458, + "estimated_eval_tokens": 19172 + }, + "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 and regressions. I did not find any soft pair that convincingly describes the same underlying issue or code change, so no merges are warranted from the provided evidence.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression report in the set: a Transformers 5.0 loading breakage affecting models with `base_model_prefix`, which is more representative of the cluster\u2019s general v5-regression theme than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to represent this cluster because it is a clear, high-impact version-regression report with wide applicability and strong triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different failures: GPT-2 attention scaling under SDPA/FlashAttention vs. degenerate zero loss in sequence classification with `num_labels=1`." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "One is a model/backend support limitation, the other is a Python version compatibility failure; no shared code-path bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "An API request validation issue is unrelated to a batched `apply_chat_template` crash in a VL processor." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and Apple Silicon allocator warmup TypeError are distinct bugs in different areas." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/processor bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 `save_pretrained` on MoE and Qwen3.5 MoE `from_pretrained` load failure are different directions of failure and not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and a bfloat16 compilation precision warning are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP, but one is missing attentions and the other missing hidden_states; these look like separate output-field regressions." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Importing `is_offline_mode` from huggingface_hub and importing `Qwen2_5_VLForConditionalGeneration` from transformers are different import-path issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field assignment and GPT-2 attention scaling under specific backends are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing internal import and unwanted network requests despite `local_files_only=True` are different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A chat-completions API rejection is unrelated to tool-call assistant message handling in `apply_chat_template`." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and a state-dict sorting load error are distinct loading problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation discussion are not the same underlying issue." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request acceptance and Qwen2.5-VL video position-id correctness are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation drift for `return_all_scores` and inability to save Pipeline objects are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "A Qwen3VL MoE model-loading regression is not the same as an infinite-loop generation bug on a specific image." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and SAM 3 video missing `fpn_position_embeddings` are separate missing-attribute bugs in different models." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and saving Pipeline objects are different save-path bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 unsupported for Nemotron and GLM-5 generation config invalid are unrelated model-specific issues." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "`post_init` allowance in patchtsmixer is unrelated to GPT-2 attention scaling being ignored." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load error and Qwen3.5 checkpoint saving regression are different persistence bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different upstream modules; not the same missing export." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer decoder-type behavior change and wrong tokenizer decoder type are related only superficially; the reported problems and likely fixes differ." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A config attribute missing on Gemma3 and a `post_init` constraint issue in patchtsmixer are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading via `base_model_prefix` and Pipeline serialization are separate APIs with different breakages." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version support failure in Transformers 5.1.0 and a Python 3.14 load failure are not the same issue." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and Llama4Config missing `pad_token_id` are different missing-config-field regressions." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unsupported FlashAttention 2 for Nemotron and D-FINE auxiliary-loss omission are unrelated model bugs." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A `torch.split()` return-value issue in GlmMoeDsaIndexer and DeepseekV3MoE divergence from remote implementation do not describe the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and incorrect Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing config attribute and missing load-balancing loss when `output_router_logits=False` are different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341" + ], + "prepared_review_unit_hash": "7f99eedff8b3aa07e8bc0f6313560b6bb3f3c152b31f3d0a5e700c78358ac974", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. One soft duplicate is clear: 45310 and 45478 are the same Qwen3.5 MoE from_pretrained regression. Most other pairs only share broad themes like loading/import failures or training issues, but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45310 is the cleanest anchor for the only clear duplicate pair in this set: it is the earlier, slightly more specific report of the Qwen3.5 MoE from_pretrained failure, and issue:45478 is essentially the same title later on.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best overall issue to keep as the representative duplicate target because it is concrete, reproducible, and has an exact duplicate; the rest of the cluster is mostly unrelated or too broad to serve as a better canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention/backend bugs, but they describe different code paths and failures (compile branching vs SDPA/FlashAttention scaling)." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "One is a distributed training/optimizer-state bug; the other is a cache-strategy typo. No shared underlying fix." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific load failures: unsupported Flash Attention vs weight-shape mismatch." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports/regressions, but one is about decorating cache update with no_grad and the other is broad import errors after upgrade; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting/load error is not the same as a missing config field silently dropped by strict config handling." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time problems, but the root causes differ (compiled Python files vs torch.jit.script parsing on Python 3.13)." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but 41669 has a specific import-star root cause while 44246 is only a vague slowdown report." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config vocab_size missing and distributed optimizer-state corruption are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in integration tests is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different compatibility issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load failure with sorted state_dict is not the same as save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific no_grad decoration bug; the other is a vague complaint about many broken models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "The UMT5 encoder weight-missing issue is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python-version compatibility for Transformers 5.1.0 are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "General Python 3.14 loading failure and qwen2.5-vl video position-id bug are different problems." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions disappearing and patchtsmixer post_init constraints are unrelated model/API issues." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-files-only path warning and SGD optimizer args being ignored are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B load OOM are not the same failure mode." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing AutoModel ImportError and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict sorting/load error is unrelated to max_shard_size being 50GB." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions issue is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test and a model-loading regression are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A test seeding issue is unrelated to a stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky test case and an auto_mappings config reference breakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated loader/tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload failures after upgrade are too broad to be the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A test seeding problem and a testing_utils bug are different CI/test issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE from_pretrained error with nearly identical titles; 45478 is a later duplicate of the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:44222|issue:44230", + "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:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "ba0b530ff6a1f979552383221100b55dece16a967e5aa249decadb3a1ac55bba", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38925, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of Transformers/HF regressions and docs/import issues, not a near-duplicate set. No soft edge looks like the same underlying bug/change, so all candidate pairs should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44556 is the best broad representative of the cluster\u2019s main theme: version-upgrade regressions that break model reload/loading across Transformers v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the clearest, most generally representative bug report in the set; it captures the repeated v5 loading regression pattern better than the more model-specific or documentation-only issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both are FP8/tensor-parallel themed, but one is about FP8 save_pretrained while the other is about a missing tensor-parallel plan for Qwen3.5-MoE; different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One reports CUDA reserved-memory OOM under int4 quantization, the other is a reload failure after upgrading versions; not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and likely different missing exports; too broad to treat as duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "One is about no_grad decoration for cache/layer update methods, the other is a dummy Conv2d in Sam3PixelDecoder; unrelated code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention compiled/v5 behavior, but one is about compiled Python files failing and the other about a Chinese-described slowdown after upgrade; no clear same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error in v5.4.0; not enough evidence of one underlying defect." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs versus confusing model.forward documentation; one is a runtime bug, the other is docs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad issue versus generation kwargs after sync_gpus; different generation internals and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is a missing config field silently dropped by strict validation." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage in v5.0.0.dev0 is model-specific and separate from the general v4.57-to-v5.3 reload regression." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API requests despite local_files_only=True is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and missing get_number_of_image_patches are different FP8/multimodal problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to the DSA indexer lacking a ReLU." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage and a nonsense-titled issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs affect different subsystems and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file failures are unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() are unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are related by theme but not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are different model-loading failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken transformers env command are distinct CLI/API regressions." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are different areas and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration import are separate issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion for model.forward is unrelated to the missing layer_type_validation import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder/nonsense issue versus Gemma-4 audio positional encoding bug; no duplicate signal." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are both imports, but not the same missing symbol or path." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing import from configuration_utils and a broken env CLI command are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different compatibility problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to the placeholder issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor fails versus compiled Python files erroring; different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different subsystems." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash and the broad 'too many models break' complaint are not a single concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Layernorm config precision error and DSA indexer ReLU issue are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a generic bug report are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:31795", + "issue:33453", + "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:43874", + "issue:43976", + "issue:44038", + "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:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "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:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704" + ], + "prepared_review_unit_hash": "d98dfe4a6ac6e40dea166701353f7e49b023fdea0bbce10aff582cf635e5fbea", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39338, + "estimated_input_tokens": 9835, + "estimated_eval_tokens": 19926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity: these issues span unrelated bugs, v5 regression complaints, model-specific errors, docs, and performance/import topics. No soft edge is safe to merge as the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the closest broad anchor because it is open and about loading/lazy-loading behavior, which overlaps the import-time regressions in the cluster. It is still only an umbrella, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both mention loading/import behavior, but one is lazy loading and the other is a TensorFlow backend detection problem; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are related themes, but they are distinct failure modes with different fixes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3_5 user-facing failures, but one is 2D box output corruption and the other is an infinite-loop/image-specific hang." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is a generic transformers 5.0 bug report and the other is a missing tensor-parallel plan attribute." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output bug and a PretrainedConfig type-checking regression are unrelated code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade regressions, but one breaks the env command and the other breaks checkpoint reload; different issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a concrete config bug; the other is only a generic complaint about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star removal and missing GenerationMixin cache in chunked prefill are different regressions." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 compatibility, but one is checkpoint reload after upgrade and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying problem as a broad v5 breakage complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as a generic 'too many models break' report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding and scheduler kwargs handling affect different subsystems and code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "A specific import-error report after upgrade is not the same underlying bug as a vague general complaint." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both involve import behavior, but one is intermittent import slowness and the other is lazy-loading malfunction; not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3_tracker and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility failure and Qwen3-VL hallucination/output error are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support missing for NemotronH vs a Qwen3-VL output bug are different model-specific problems." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "An env CLI breakage and a scheduler kwarg bug are different components." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access and a generic bug report do not match." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and missing HybridCache export are different import-surface issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "A model import-performance issue and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo and incorrect pipeline-parallel output are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing multimodal-token helper and a generic v5 complaint are not the same change or bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Two Qwen3.5/Qwen3-VL reports, but one is bbox output hallucination and the other is a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init handling and tied-weight-key AttributeError are different implementation bugs." + }, + { + "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 about forward args and tokenizer-loading regression are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time model loading changes and scheduler kwargs are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "v5 env CLI breakage and lazy-loading malfunction are separate code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma4AudioRelPositionalEncoding are completely different areas." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Both are generic bug reports around Qwen3.5 Moe, but the descriptions point to different failure modes and no shared concrete fix path." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading/import behavior and scheduler kwargs are different subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "A processor timestamp bug and a scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star removal/performance and VRAM leakage in multi-threaded dataloaders are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-402", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "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:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "9d58d72e9dd4d0bea4f322d9024f6ba304d633bf070d0057703d98c5c7bed327", + "component_budget": { + "node_count": 402, + "item_count": 402, + "soft_pair_count": 1504, + "serialized_chars": 775933, + "estimated_input_tokens": 193984, + "estimated_eval_tokens": 388224 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 29, + "serialized_chars": 28339, + "estimated_input_tokens": 7085, + "estimated_eval_tokens": 14426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issues around loading, tokenizer/model regressions, and v5 compatibility. The soft links look like weak topical similarity rather than true duplicates; I would not merge any of the candidate pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the cluster\u2019s general theme of v5 regressions breaking many models, though it is too vague to serve as a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most generally representative issue for this cluster because it describes widespread breakage, not a single narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Both involve model/loading docs or regressions, but one is a documentation confusion issue and the other is a specific Llama 3.2 model-loading failure." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Different problems: documentation ambiguity vs an import error for a flash-attention helper." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model initialization, but one is about Liger Kernel not being applied and the other is remote-code checkpoint incompatibility with v5 meta init." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are architecture-specific math/positioning bugs, but they affect different models and different implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in multi-threaded inference is unrelated to RoPE implementation issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leakage are unrelated issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "One is unwanted network access during local loading; the other is a timestamp calculation bug in a processor." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing saved files are different code paths and symptoms." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "A tokenizer/processor timestamp bug is not the same as a dataloader-thread VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different failure modes: torch.split return handling vs audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision error from missing rms_norm_eps is not the same as an audio positional encoding bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a broad behavior change and the other is a specific wrong decoder type issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "A tied-weights helper crash and a chat template crash are distinct failures in different utilities." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The second is a broad v5 breakage report; the first is not a technical bug report and is clearly unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "A testing_utils bug and an unrelated non-technical issue are not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a tied-weights list crash are different config/utility bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to _get_tied_weight_keys crashing on list input." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Both are import/loading-related, but one is slow checkpoint loading and the other is a missing import symbol." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen models and missing processor save files are different feature/bug areas." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading slowness is not the same as confusing forward-argument documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen and v5-era errors, but one is FP8 inference support and the other is a from_pretrained failure." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and tokenizer-loading regression are related only at a high level, not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is a different capability gap from Qwen FP8 inference support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "8a6c846e734d045b44600385112d43b3f53d7b57a0c7532082b0b6f99aff1343", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization mismatching TensorFlow, one is about an unhelpful auth error when downloading a private model, and one is about failing to load bert-base-uncased. They share only broad Transformers/model-loading context.", + "confidence": 0.89, + "canonical_issue_reason": "issue #16618 is the most concrete and user-facing of the set, with a specific model-load failure tied to bert-base-uncased.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it has the clearest reproducible failure and a specific affected model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different symptoms and layers: Tapas tokenization parity vs. a model loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Auth/download error for private models is unrelated to a load failure for a public model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "13f17d72a3aed6f0289d0cadad0118b386fab32c1f56fe21683d43065ddf5517", + "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 two issues are superficially similar \u201csupport for more architectures\u201d requests, but they target different features: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; they request support for different capabilities and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Same broad framing, but different underlying work: Flash Attention 2 support is unrelated to GGUF support. They would not be merged into one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "a6c85be2455c5216a65b3503c14ecc827bf8e64f8ae98a75d392a2a78ee8f3e2", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all documentation-translation requests, but they point to different target languages or separate placeholder instances, so they should not be deduplicated into one underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest representative of the generic i18n translation template, but the cluster does not contain a true duplicate set because the requests appear language-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs a separate placeholder translation issue; different underlying language target." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request vs a separate placeholder translation issue; not the same language or change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish request and a generic placeholder translation issue are not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish docs translation; same broad category but clearly different underlying requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs a separate generic placeholder translation issue; different language target." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs a separate placeholder translation issue; not the same concrete translation task." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs a separate placeholder translation issue; different underlying language target." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-like i18n issues, but there is no evidence they refer to the same language or exact request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text is not enough; likely distinct language-specific translation requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Two placeholder translation issues, but not enough evidence they represent the same concrete request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "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" + ], + "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" + ], + "prepared_review_unit_hash": "80b5173ee9ceb62227c9dd5007d0f25731782ad32b1cdd73cca3d95126edbf61", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A loose cluster of model-request issues spanning unrelated models and modalities (text, vision, audio, OCR). They are thematically similar but do not look like duplicate reports of the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43671 is the most active representative of the cluster, but it is still a distinct Qwen3-TTS support request rather than a duplicate of the neighboring ASR/audio/model requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best single issue to anchor this loose cluster because it is well-discussed and representative of the broader audio-model request subgroup, even though the items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models: EuroBert vs DEIMv2; same pattern of model request, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert text model request vs Qwen3-TTS audio support; different code paths and artifacts." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config addition is unrelated to RF-DETR model support." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model additions with different architectures." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection model vs LFM2.5 Audio support; unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different concrete models." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model request is not the same as Qwen3-ASR audio support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different model families and functionality." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT text-model support vs a sparse-transformer request; not the same bug/change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different models/modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different concrete requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the OpenAI sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision request and Qwen3-TTS audio request are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT is a BERT variant request; Qwen3-TTS is an audio-model request." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and the generic RoPE BERT-like request are related in theme but not the same underlying issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS; different model classes and code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related family requests but distinct tasks and implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different modalities and requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio model support requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse-transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks/models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are distinct model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request vs EUPE request; no concrete overlap in the underlying model change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "c731ec4ecbc851041bc7f48f15f2dae9639e74c4fdb30083f95937f2f3ac51ad", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely text-similar; they span unrelated areas (normalization behavior, Mask2Former loss plumbing, config typing, quantization typos, and tokenizer warnings) and do not look like duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44031 is the broadest user-facing regression in the set (tokenizers warning everywhere after a version bump), so it is the best representative issue, though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization, but one is about Llama4TextL2Norm semantics and the other is a ModernBERTConfig type hint; different code paths and fixes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and kwargs not being forwarded to loss are different bugs in different parts of the loss pipeline." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems with no shared concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former loss/configuration issue is not the same as a quantization typo in a different feature area." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These concern unrelated models and defect types: unused ignore_value versus an incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function is a different issue from a config annotation problem." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings are unrelated; no shared underlying change or bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in a config class and a specific typo in a quantization field are distinct defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "25defb6e84f9477312afafff52ed668cd4994c028a143d65f45ad21450aa6ce2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests block decoding behavior, the other requests DeepSeek v3.2 model support. They describe different user-facing changes and different code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other; they are unrelated. If forced, 43037 is more specific, while 41084 is too vague to serve as a cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding configuration vs adding support for a specific model version. No shared bug or change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "5290df8cbd033c3775db66ee7ffa8f9bc4be36475fed9a3c237d30ada5cf0904", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only at the broad Trainer subsystem level, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43598 is the more concrete, narrowly scoped Trainer behavior change; #43600 is a separate FLOPS-accounting concern and not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative issue because it has a specific actionable target (`remove_unused_column`) and a clearer expected fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different code paths and outcomes: one concerns column pruning customization in Trainer, the other concerns FLOPS estimation for custom trainers. They share the Trainer area but not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "3066966d528d6f060e5d7a3f64cdc0801355f436c79c94fc5d92707c4eca7a61", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad Transformers/model-registration level, but they are not the same issue: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical duplicate: issue 43684 is a broad AutoModel registration request for Qwen3-Omni, while 44405 is a separate task-specific request for AutoModelForSequenceClassification support on Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the broader, more central issue if a single issue must represent the topic, but it should not subsume 44405 because the model family and requested capability differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: different underlying requests. 43684 is about adding Qwen3-Omni registration to auto classes; 44405 is about enabling sequence classification for Qwen3.5. They target different model/config paths and are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "6cd681caaebece3f205458182afd319b3f6f08aeacde9d178eeed33d0e704de9", + "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": "This cluster contains one clearly different issue ('Fett') and three issues with the same 'huggingface' title. The available evidence is limited to title similarity, timestamps, and body-length differences, so the huggingface items are best treated as related-looking but not proven duplicates. I\u2019d keep 43845 as the reference issue only because it is the earliest of that trio.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43845 is the earliest of the three huggingface-titled issues and is the most reasonable anchor for that small cluster, but the evidence here is not strong enough to prove the others are duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best overall issue candidate because it predates the other huggingface reports and appears to be the most representative of that subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body text or other evidence tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence beyond a weak soft similarity signal." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles; the packet does not show enough to conclude duplication." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title and close timestamps, but the packet only shows similarity signals and body-length differences, not enough to confirm the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but only weak observable evidence is available here; body text is missing, so duplication is not established." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title alone is insufficient; the packet does not provide enough detail to accept this as a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge decisions are too strong for the packet. The data only shows title similarity, close timestamps for 43845/43846, and body-length differences; it does not show the actual body text or enough evidence to conclude the three 'huggingface' issues are duplicates with high confidence. In particular, the claims about 'placeholder content' and 'same vague subject matter' overstate what is observable here. A more conservative verdict would keep these as unaccepted soft matches." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "70723412500245f4618c7719cc67f9f9cffd1ca94d517cf1dbf068c1ce5b36a9", + "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": "This cluster is mostly low-signal spam-like issues plus one generic documentation suggestion; there is no clear underlying bug/change shared across them.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are unrelated and too vague/spammy to represent one duplicated problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the least spam-like and most issue-like title, but it is still far too generic to be a strong canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders; no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' placeholders; no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder versus generic documentation request; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus another spam-like title; no shared concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic docs suggestion versus spam placeholder; not a duplicate pair." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic docs suggestion versus spam placeholder; not a duplicate pair." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles, but there is no real underlying bug/change to unify." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated spam-like title; no concrete shared issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated spam-like title; no concrete shared issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "5258bfbf88b33c7d05662c4a9169cb35009b0e5a59469f8e7b8b242bbb938e4e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have an exact title match and very similar body sizes, so they are likely the same request, but the bodies themselves are not visible here, so this should be treated as a probable duplicate rather than a certain one.", + "confidence": 0.88, + "canonical_issue_reason": "issue #45145 is the better canonical thread because it was created first and already has an inbound reference, making it the more established issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45145 is the best representative issue because it is earlier, has slightly more reference activity, and appears to be the original thread for the same topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Exact title match plus very similar body length strongly suggests the same underlying issue, but without the bodies this should be read as a likely/probable duplicate rather than a definite one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports strong similarity and an exact title match, but it does not expose the issue bodies, so claiming \u201cstrongly overlapping content\u201d or a definite duplicate is a bit too strong. The soft-edge verdict should stay conservative (e.g. likely duplicate / probable same issue), and the confidence should be lower than 0.99 given the limited evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "5d2a879d76386fd537b9b0f047977585d1167b218b6f1c41c429fa3fad4f1674", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one in Gemma4/audio modules causing a uint8 `torch.finfo()` TypeError, and one in `BitsAndBytesConfig` where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They share only a broad theme, not the same underlying failure.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the better canonical issue for the cluster because it states a clearer, more general regression in 4-bit inference configuration and has a concrete, actionable failure mode. Issue 45672 is a separate Gemma4/audio-module-specific type error.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the strongest representative issue: it is broader, more self-contained, and describes a configuration bug with an explicit causal chain and reproducible assertion failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference problems, but the code paths and failures differ: Gemma4/audio `torch.finfo()` on uint8 weights versus `BitsAndBytesConfig` skip-module handling and `lm_head` exclusion. They do not look like the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "ecea8af619346c989f5b900b9772e6679e44788b4c0501647c8dfaca0dd8fb7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated and spam-like, each containing only a different person\u2019s name and date of birth. They do not describe the same bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated and lack any shared problem statement or technical context.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice; both look like standalone, non-technical/spam entries rather than duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates of birth with no shared bug, feature, or code context; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "9e00e8d85a689e610ece8633b33399b2de1d6ef9148503043f8a5ef9a91619c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are body-less and their titles are just different personal-name/date strings; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical issue: both entries are content-free and unrelated, so there is no shared underlying problem to canonicalize.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is only marginally cleaner as a representative because its title is slightly more formatted, but it is not a meaningful duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal-name/date strings with no body, code path, or problem statement indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "b3add61107fbb46a35dc68775a64dd282d1d15f7503d0c9760d7ed0c2c855311", + "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 set contains three unrelated issue topics: one dataset listing, one duplicate example request pair, and one duplicate scraping-service request pair. Only the exact-topic pairs should be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the whole set because the items split into separate topics; if forced to pick a representative, issue 45872 best captures the concrete feature request and has an exact duplicate in 45873.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45872 is the strongest representative issue overall: it is specific, actionable, and its duplicate 45873 is clearly the same request. The other issues are either a different topic or a less distinctive example request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset bundle listing versus an example request; they are not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset listing versus example request; no evidence they describe the same bug or change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent same example-request content; these look like exact duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping service; different underlying requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Example-request issue versus scraping-service request; not the same concrete change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as above: example request and scraping-service request are distinct issues." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as above: not the same underlying request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same feature request wording; these look like exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The packet supports two exact duplicate pairs (45870/45871 and 45872/45873) plus the distinct dataset-listing issue 45869. The soft-edge verdicts are appropriately cautious, and the summary does not overclaim beyond the titles/body metadata provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "9abf53ffbd26050355ff6ec4f66f07905444f05ae5d9e4d027b51f28ed4bfae3", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated PRs that only share broad transformer-platform themes. The only true duplicate pair is the two fixed_cross_entropy changes (43251 and 43254), which both address the same cross-entropy kwargs propagation bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR: it explicitly targets issue 43240, and its diff directly implements the cross-entropy kwargs fix in a concrete, bug-focused way. PR 43254 is essentially the same change but less specific.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the cluster because it is the only clearly duplicate-safe match and the clearest substantive bug fix among the items. The rest are either unrelated model additions, docs, tests, or broader refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different artifacts: Videoprism model addition vs Executorch dynamic-shape export test. Same ecosystem, but not the same underlying bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing methods vs adding MobileLLM model support. Unrelated code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition vs Executorch export test; no shared bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes across multiple components vs a new MobileLLM model. Broadly similar area, but not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs new MobileLLM model. Completely different functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs Mistral4 test/model cleanup. Different concrete code-paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 tests/integration changes. Same general testing focus only, not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs new model implementation. No common underlying fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition vs config-resolution order fix. Unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-interface refactor. Different models and issues." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test fix. Broadly model-internals, but not the same concrete problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/doc scaffolding. Not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/integration work vs CLIP-like layrnorm renaming. Only superficial model-code overlap." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 tests vs docs for adding audio/video processors. Different artifact types and goals." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fix vs config resolution order fix. Not the same bug or code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill scaffolding. Unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM implementation vs a model-creation skill/doc PR. One is code, the other is workflow scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs docs-only audio/video processor guide. Same general repo area, but not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs make the same concrete fix in src/transformers/loss/loss_utils.py: pass supported kwargs through to nn.functional.cross_entropy. Same underlying bug and same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and implement the same cross-entropy kwargs propagation fix. The other pairwise rejections are appropriately cautious given the mostly unrelated model-addition/docs/test/refactor diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "82f0204e3794a854372e15717388d78f73fcf4572dc30025108011b4414d2d81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice model, the other adds a realtime/tokenizer extension on top of that stack.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and is the cleaner representative of the core codebase change; #42781 is a later draft that adds realtime-specific pieces and additional tokenizer work.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best single representative for the cluster because it targets the main VibeVoice integration, while #42781 is a broader follow-up focused on realtime support rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related subsystem, but not the same underlying change: #40546 implements VibeVoice, while #42781 adds VibeVoice Realtime plus acoustic tokenizer and generation updates. They could be sequenced, but not safely merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "eccac72176cacba026efbaa63d6697a14292fde466ae3f130a357c9f45d14b01", + "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": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR is appropriate here because the PRs address different codepaths, different models, and different user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the TimesFM PR is more substantial in scope, but it should not be treated as the canonical match for this pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model features and codepaths: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not appear to fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "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": "4014c9485ebdd55920a0ec29bd6423e8c59c67cc1830ff403c6a9a76bb1c0d51", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeekOCR, Isaac, Kimi2-6) that share Transformers boilerplate but target different models and codepaths. They are similar in structure, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists here; the PRs introduce different models and only overlap on standard registry/docs plumbing.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45630 is the most substantial/complete of the three, with the broadest integration surface and highest review activity, so it is the best representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different concrete implementations (DeepSeek OCR vs Isaac). Shared auto-registration/docs changes are boilerplate, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families and codepaths (Isaac vs Kimi2-6). They overlap only in model-addition scaffolding, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "6880d87af83a6f314d67f40978f05e355ce393993b25fa1f92fbd999058dc2c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is a broad GitHub Actions runner/action compatibility sweep, while the other is a narrower docker/build-push-action upgrade. They share workflow files but target different actions and likely different maintenance goals.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more distinctive workflow-actions compatibility update, touching many common actions and clearly centered on Node 24 support.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because it is the more general GitHub Actions upgrade effort; 42976 is a separate docker action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades core GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action versions. Shared workflow files alone are not enough to merge 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "71bf6872e4c25f1cfd83a617bf5d6e42cc60aa58a4e32794d07f9ccbd83ba56f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, PP-LCNetV4/PP-OCRv6) plus a distributed loading feature PR. The shared files are mostly generic docs/auto-registry touchpoints, not evidence of the same underlying change.", + "confidence": 0.97, + "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 model families: ViT NEPA vs Molmo. Overlap is only in shared docs/auto-registration files, so they are not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Similar repo plumbing, but distinct models and code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA model addition and CTSM model addition are unrelated; shared auto/docs edits are not enough to merge as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations with different files, tests, and docs; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model PRs; only broad Transformers registry/docs files overlap." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different architectures and integration work." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2Audio is an audio model addition, while PP-OCRv6 is text recognition; they do not fix or add the same feature." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading support is a distributed runtime feature, not the same underlying change as adding PP-OCRv6 models." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM model support and PP-OCRv6 text recognition support are separate model additions with different code paths." + } + ] + }, + "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": 27, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "3286a1b997550785ea6937a6c31ec88b81b9e34e5b9d99896de4b8bdfc75cb81", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated despite superficial test or refactor similarity. The only substantive code fix is the FP8/dequant PR; the others are Whisper test cleanup and likely unrelated test edits.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the strongest canonical PR because it makes a real cross-file code-path fix in model loading / FP8 integration, with supporting model and test changes. The other PRs are mostly test-oriented and do not appear to target a comparable underlying bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best standalone PR in this cluster: it addresses a concrete dequantization/loading bug across implementation files and is more likely to be the primary fix than the test-only Whisper PR or the unrelated CLIP/ViT test edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-heavy and titled generically, but they touch different models and different code paths. No evidence they fix the same underlying bug or could be merged as one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 model-loading/dequant fix; they do not share a concrete bug or code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to the model-loading and FP8 dequantization changes in the other PR. Similarity is only superficial." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "cc0da4d37115da1eed115d806035b4062aaf6eb0ceb0b62618a42efb3531d19f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs were grouped only by weak textual overlap, but they target different changes: one is a small repo-bot/versioning test PR, the other is a larger workflow/testing-utils PR. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better canonical representative for the cluster because it is the more substantive change set, but the cluster itself does not look like a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the strongest standalone PR: it has broader, coherent implementation changes across workflows and test utilities, whereas #43488 is a small synthetic/bot-check PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the diffs address different code paths and workflows. #43488 is a tiny setup/version/dependency/test-bot change, while #43532 rewires CI comment handling and related testing/notification utilities. Shared Vit test file is incidental, not evidence of the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "4f85f9d57a0be40960dcb74d2b1132e2f69c4f30b37d8ebba6cf84cfb18c19e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct pipeline-addition PRs: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share infrastructure and docs changes, but target different task surfaces and model integrations, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more representative pipeline addition in this cluster, with more model coverage and a wider set of related files, so it is the better canonical PR for the family of promptable segmentation pipeline work.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the strongest standalone representative of the cluster because it covers the larger promptable segmentation pipeline feature set and touches more of the relevant integration surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are related in theme but not the same change: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with different pipeline classes, task docs, and model/test coverage. Shared scaffolding alone is not enough to merge them." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "99bf667256d9f0f91897a5f68df5f8eeb313fa7a6e532fd2a097fe011f75b9b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests touch `src/transformers/trainer.py`, but they address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better canonical representative only by marginal triage criteria: it has more discussion activity and a clearer, self-contained Trainer behavior change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best overall representative for this cluster because it is the more substantial and better-scoped Trainer change, but there is no true duplicate relationship between the PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different problems and code paths: one alters loss scaling during training, the other exposes signature-column extraction for dataset filtering. Sharing `trainer.py` is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "2fa1cfefe214b30bf6750df3626d722986eb93294e7f12ce261400cd160304a2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "`43842` is the cleanest focused fix for the TypeAdapter NameError in `src/transformers/cli/serve.py`. `43836` appears to target the same underlying pydantic/TypeAdapter annotation problem and shares issue `43824`, but `43656` is tied to a different issue and its shown changes are unrelated annotation cleanup, so it should not be grouped with the others.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "`43842` is the most explicit and narrowly scoped fix for the TypeAdapter NameError when pydantic is unavailable, with the smallest targeted change set.", + "best_issue_reason": null, + "best_pr_reason": "`43842` is the best representative PR because it most directly fixes the concrete failure path with minimal, clearly relevant code changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "`43656` is linked to issue `43576` and the visible diff is annotation cleanup around `PreTrainedModel`/`ProcessorMixin`, not the same TypeAdapter/pydantic NameError fix as `43842`." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same `serve.py` TypeAdapter annotation path, share explicit issue `43824`, and plausibly fix the same NameError failure mode." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the evidence for `pull_request:43656`. In the packet, 43656 is tied to issue `43576` and its diff preview only shows annotation cleanup around `PreTrainedModel`/`ProcessorMixin`; there is no grounded evidence that it is the same TypeAdapter/pydantic NameError fix as 43842. By contrast, 43836 and 43842 both point to issue `43824` and both touch the TypeAdapter annotation path in `src/transformers/cli/serve.py`, so that pair looks plausibly related. But the summary\u2019s claim that all three PRs are variants of the same bug fix is not supported by the packet, so the result should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request: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", + 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different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different backends." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are separate implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are the same GPT-J/CodeGen output-tracing refactor and would plausibly collapse into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both center on the same GPT-J output-tracing change; 44722 looks like a duplicate or superseding split." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet/RT-DETR are different code paths; same umbrella refactor is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different backends." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: #43979 is the shared umbrella issue, and the selected PRs are all consistent with the same output-tracing refactor family. The soft-edge calls are conservative overall, especially in rejecting cross-model pairs. The accepted pairs (GPT-J/CodeGen, GPT-Neo) do look mergeable as single same-bugfix PRs based on overlapping files and issue linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "51ff27ad0cd8c7de8c50c2ca74ab79184e31060d02e6648fc60b66aa0f2d6b00", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all part of a broader standardized output-tracing migration across different models, but they are not duplicates of one another. Each PR targets a separate model implementation and would not plausibly be merged into a single code-path fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44073 is the clearest representative of the cluster: it directly refactors one model to use the standardized output-capture pattern and has a clean, explicit title/diff.", + "best_issue_reason": null, + "best_pr_reason": "PR #44073 is the best single representative because it is a straightforward, model-specific instance of the output-tracing migration and is more clearly described than several of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad migration theme, but FocalNet and ImageGPT are different model code paths; these are separate model-specific refactors, not one duplicate change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both standardize output tracing, but VisualBert and TextNet are distinct implementations with separate forwards and tests; not the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert are unrelated model paths; similarity is only at the framework-refactor level, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations with different affected classes and forward logic; not one concrete bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures and modules; same refactor pattern, but not the same code-path problem." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different model internals and output contracts; this is a shared migration style, not a duplicate 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": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "89410d97d80124899d4e226b9e71e64da499254d08cbdb67441ce994042575a4", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a batch of similar output-tracing refactors across many different model implementations. They share the same refactor theme, but they are not duplicate PRs because each changes a distinct code path and model file(s).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is a good representative because it covers the same refactor pattern in two closely related depth-anything files, making it more central than the single-file PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the clearest exemplar of the cluster\u2019s recurring can_return_tuple/output-tracing change, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations and files; same refactor theme, but not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Separate model code paths; these are parallel refactors, not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward paths; 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not duplicate fixes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and files; only broadly similar refactoring." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model architectures; same pattern but not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model-specific forward logic, so not duplicate PRs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete code path; just the same output-tracing cleanup pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and target files; not one mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model implementations; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model internals; not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "These are parallel refactors in different models, not one concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and call paths; similarity is too broad to merge." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Model-specific refactors only; not the same bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba code differs from SuperPoint; not the same underlying fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and forward implementations; not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated code paths despite similar refactor wording." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and implementation details; not duplicate changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch different model code paths and should stay separate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Only the refactor pattern matches; the underlying model changes do not." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are distinct model paths; not one concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder/decoder wrapper implementations, so not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model code paths; 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no duplicate bug/change evidence." + } + ] + }, + "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": 27, + "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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "5764fe0ecb80aa5a0dc923f844fa4d58ac3b813f493c0e8ae10c6b4614fefb44", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only standard Transformers boilerplate and auto-registration/docs patterns, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45075 is the most complete and mature representative of the cluster: it has the largest implementation surface, dedicated conversion/modeling/processing files, tests, and the most review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the best single representative because it appears the most fully developed and validated of the three model integration PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with different model code and tests; overlap is only shared Transformers scaffolding and docs registration." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2); shared filenames are generic auto/docs files, not evidence of the same code-path fix." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations with distinct functionality and files; common changes are broad integration boilerplate only." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "357374bc38f95c8d4cd41d965fa7dc96e22c19f58f10072449b1bb351ca201d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion efforts, but they are not the same change: one adds a generic Module Fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading. The overlap is architectural, not duplicate-level.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the cleaner canonical representative of the cluster because it introduces the underlying Module Fusion API, which is the more general and foundational change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the most concrete end-user-facing implementation in the cluster: it applies fusion through KernelConfig, touches runtime integration, and includes an example demonstrating the feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad fusion theme, but they are not the same underlying bug/change. 44979 adds the generic fusion API; 45363 adds a specific KernelConfig-based n-to-1 fusion implementation and integration work. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "6fe0cea44a93f2a2d4196647e9de5229ffb33077db5f780703cbb9447ab62d22", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` on the same code path, with essentially the same fix in `src/transformers/tokenization_utils_tokenizers.py`. PR 45317 is the stronger candidate because it includes tests and slightly more discussion, while 45086 is a smaller earlier version of the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete implementation of the same fix: it contains the same code-path correction plus test coverage and appears to supersede the smaller earlier PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best represents the cluster because it directly fixes the reported AttributeError and adds tests, making it the best standalone candidate for merge.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in the same file; the later PR looks like a fuller version of the earlier one and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "adabfa90ac93eddfe5d3f363a57c21ac722bf3bff6131848dce95c2cffe3240d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH refactors, but they are not the same underlying PR: one focuses on inheritance/conversion mapping, while the other introduces separate NemotronHDense/NemotronHSparse model/docs/test plumbing.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete change: it adds the new dense/sparse model split, docs, auto-mappings, and tests, making it the better representative of the NemotronH redesign work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best global PR candidate because it covers the user-visible architecture update and associated documentation/testing, rather than just internal refactor/conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both are about NemotronH, but 45115 is mainly inheritance/conversion-mapping refactoring while 45569 adds the dense/sparse model split, docs, and tests. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "7eee8f017657e54293637933ee0140e6eb46b8652c75a795dd583ba2f346b7b8", + "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": "The two PRs are related through the new heterogeneity framework, but they are not duplicates: one adds per-layer config support, the other adds broader heterogeneous modeling/cache support that builds on it.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support across cache/modeling/masking and also wires in per-layer config handling. PR #45333 is a narrower config-only foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the larger end-user feature and incorporates the related config plumbing, while #45333 is just the prerequisite configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: these share the heterogeneity infrastructure, but they address different layers of the feature. #45333 adds per-layer configuration APIs/serialization; #45332 adds modeling/cache changes for heterogeneous models. They do not fix the same concrete bug and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "041cb13d77e0902f98f4b782556d7a6670842a1a2a536689b5400a7e97dc0d45", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both type-checking related, but they are not the same change: #45415 is a broad pyright/type-ignore sweep across many transformers modules, while #45425 adds new typing protocols/helpers and specific modeling_utils/PEFT-related refinements.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the scopes differ materially, with #45415 doing a wide repo-level typing cleanup and #45425 introducing targeted typing abstractions plus specific integration fixes.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the more focused representative of the cluster because it adds concrete typing infrastructure and code-path-specific adjustments, whereas #45415 is mostly a broad mechanical typing pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not treat as duplicates: they share typing-related files, but #45415 is a broad type-checking cleanup and config change, while #45425 introduces new typing protocols and targeted modeling_utils/PEFT support. They are not the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "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-45487-6", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843", + "pull_request:45858", + "pull_request:45890", + "pull_request:45926" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45926", + "pull_request:45817|pull_request:45843", + "pull_request:45858|pull_request:45890", + "pull_request:45858|pull_request:45926", + "pull_request:45890|pull_request:45926" + ], + "prepared_review_unit_hash": "33eea6df34abf1368e7374ae60ff396f7869644ad13fa8e4a602a94f15bab514", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes two unrelated themes: model-parallel device-placement fixes for specific models and XPU expectation-only test updates. None of the PRs appear to be the same concrete change, so the soft duplicates should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the clearest code-fix PR: it addresses a concrete model-parallel device-placement bug in the model forward path and includes targeted model/test changes, making it the best representative of the fix-oriented subset.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest standalone candidate because it fixes an actual runtime bug in model code rather than only updating expectations, and its title/body clearly describe the affected behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but for different models and different code paths. They share a theme, not the same underlying bug, so they should not be merged as duplicates." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "45487 fixes model-parallel device placement in model code; 45926 only adds XPU test expectations for a different model. Different artifacts and different underlying changes." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "These target different model families (Gemma4 vs Deimv2) with model-specific parallel fixes. The similarity is too broad to treat as the same bug." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both are test expectation updates, but for different models and different numeric baselines. They do not fix the same code-path problem." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "Both add XPU expectations, but for unrelated models. This is a shared testing pattern, not a duplicate change." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "These are separate expectation-only test updates for different models, with no indication they resolve the same underlying issue." + } + ] + }, + "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": 27, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "5acf4919cd5982b1534ce5cf93b60e47e7a40aee062be335cd38b94fe13a2ebc", + "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": "Both PRs are about expert parallelism and share `modeling_utils.py`, but they target different failure modes and code paths: one fixes config serialization/`has_ep` for ZeRO-3 loading, the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a concrete EP loading corruption bug in the parameter assignment path and touches the broader loading pipeline that actually causes the overwrite.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it has the clearest concrete symptom, the most targeted fix, and the broader scope within the EP/FSDP2 loading flow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism, but #45548 fixes `distributed_config` serialization and `has_ep` for accelerate/ZeRO-3 loading, while #45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Different bugs, different code paths." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "8829ecaae4fa7bec17035e4ec1d79d8e814307cf8c8f10a14bff0a6e80b5d674", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same underlying captured_info/xdist collision problem on issue #45561; PR #45645 subsumes #45639 by including the same testing_utils fix plus CI artifact handling updates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the xdist-safe captured_info file fix from #45639 and extends it with the workflow changes needed to read multiple captured_info artifacts in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the most complete representation of the fix and its operational follow-through, while #45639 is a narrower subset of the same code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same concrete captured_info xdist-collision bug; #45645 builds on the exact testing_utils change from #45639 and adds compatible CI log aggregation, so these could plausibly be merged together." + } + ] + }, + "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": 27, + "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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "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-45975-2", + "nodes": [ + "pull_request:45975", + "pull_request:45977" + ], + "soft_pairs": [ + "pull_request:45975|pull_request:45977" + ], + "prepared_review_unit_hash": "2bd58020a5e46afd6cd75d1f798ef4763c861d160372c87600eade563cdf846e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same GGUF/Apple Silicon area, but they implement different layers of the stack: one adds a CLI/integration path for an optional kernels-community Metal fast path, the other adds a new GGUF linear/matmul implementation and related quantizer/modeling changes. Related, but not the same fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45977 is the more central, self-contained implementation of the GGUF-on-Apple-Silicon feature; PR 45975 is a narrower integration/CLI follow-up around optional kernels-community selection.", + "best_issue_reason": null, + "best_pr_reason": "PR 45977 is the best representative because it introduces the core inference-time GGUF matmul path and the main code changes; PR 45975 mostly wires that capability into serving and help text.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45975", + "right": "pull_request:45977", + "accept": false, + "reason": "Different concrete changes: 45975 updates serve/model-manager integration and documentation for optional kernels-community Metal dequant, while 45977 adds a new GGUF linear backend and quantizer/modeling support. Same broad subsystem, but not one mergeable bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/manifest.json b/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5e8212182650f2b3fdba6bd969697991610ecda9 --- /dev/null +++ b/snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260516t060035z", + "artifacts": { + "hybrid": "snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-16T06:02:31Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260516T060035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260516T060035Z/manifest.json b/snapshots/20260516T060035Z/manifest.json index fbc9e7a428bf825d1bb06ee34004f8416c4203af..639bfde6da7de301537951ae851a8578d629e63b 100644 --- a/snapshots/20260516T060035Z/manifest.json +++ b/snapshots/20260516T060035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 82 }, "extracted_at": "2026-05-16T06:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260516t060035z", + "runs": { + "hybrid-model-20260516t060035z": { + "analysis_id": "hybrid-model-20260516t060035z", + "artifacts": { + "hybrid": "snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260516T060035Z/analysis-runs/hybrid-model-20260516t060035z/manifest.json", + "model": null, + "published_at": "2026-05-16T06:02:31Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260516T060035Z", "watermark": {